# Publications

Title | Year | Author | Venue |
---|---|---|---|

Introducing Temporal Correlation in Rainfall and Wind Prediction From Underwater Noise | 2023 | A Trucco A Barla R Bozzano S Pensieri A Verri David Solarna | IEEE JOURNAL OF OCEANIC ENGINEERING |

GCK-Maps: A Scene Unbiased Representation for Efficient Human Action Recognition | 2023 | E Nicora VP Pastore N Noceti | International Conference on Image Analysis and Processing - ICIAP 2023 |

Food Image Classification: The Benefit of In-Domain Transfer Learning | 2023 | L Touijer VP Pastore F Odone | International Conference on Image Analysis and Processing - ICIAP 2023 |

An Unsupervised Learning Approach to Resolve Phenotype to Genotype Mapping in Budding Yeasts Vacuoles | 2023 | VP Pastore PD Alfano A Oke S Capponi D Eltanan X Woodruff-Madeira A Nguyen J Carol Fung S Bianco | International Conference on Image Analysis and Processing - ICIAP 2023 |

Heteroscedastic Gaussian Processes and Random Features: Scalable Motion Primitives with Guarantees | 2023 | E Caldarelli A Chatalic A Colomé L Rosasco C Torras | 7th Conference on Robot Learning (CoRL 2023), Atlanta, USA |

Deepening the role of excitation/inhibition balance in human iPSCs-derived neuronal networks coupled to MEAs during long-term development | 2023 | G Parodi M Brofiga VP Pastore M Chiappalone S Martinoia | Journal of Neural Engineering 20 (2023) |

The effect of data augmentation and 3D-CNN depth on Alzheimer's Disease detection | 2023 | R Turrisi A Verri A Barla | ArXiv Preprint |

Geometric Deep Learning Strategies for the Characterization of Academic Collaboration Networks | 2023 | D Pretolesi D Garbarino D Giampaoli A Vian A Barla | IEEE Transactions on Emerging Topics in Computing |

Horocyclic harmonic Bergman spaces on homogeneous trees | 2023 | F De Mari M Monti E Rizzo | ArXiv Preprint |

Harmonic Bergman projectors on homogeneous trees | 2023 | F De Mari M Monti M Vallarino | Potential Analysis |

Assumption violations in causal discovery and the robustness of score matching | 2023 | F Montagna AA Mastakouri E Eulig N Noceti L Rosasco D Janzing B Aragam F Locatello | ArXiv Preprint |

Shortcuts for causal discovery of nonlinear models by score matching | 2023 | F Montagna L Rosasco N Noceti F Locatello | ArXiv Preprint |

A structured prediction approach for robot imitation learning | 2023 | Duan A Batzianoulis I Camoriano R Rosasco L Pucci D Billard A | The International Journal of Robotics Research. 2023;0(0) |

Knowledge distillation for efficient standard scanplane detection of fetal ultrasound | 2023 | J Dapueto L Zini F Odone | Medical & Biological Engineering & Computing, 2023 |

Be greedy and learn: efficient and certified algorithms for parametrized optimal control problems | 2023 | H Kleikamp M Lazar C Molinari | ArXiv Preprint |

An efficient deep learning approach to identify dynamics in in vitro neural networks | 2023 | VP Pastore G Parodi M Brofiga P Massobrio M Chiappalone F Odone S Martinoia | Arinex, EMBC |

The five gradients inequality on differentiable manifolds | 2023 | S Di Marino S Murro E Radici | ArXiv Preprint |

Efficient unsupervised learning of biological images with compressed deep features | 2023 | VP Pastore M Ciranni S Bianco JC Fung V Murino F Odone | Image and Vision Computing, Volume 137 |

Variance reduction techniques for stochastic proximal point algorithms | 2023 | C Traoré V Apidopoulos S Salzo S Villa | ArXiv Preprint |

An Automatic Tool Performing Functional Analysis in MR Urography in Children | 2023 | E Vincenzi A Fantazzini M Gulino S Manini A Verri F Odone L Basso M B Damasio C Basso | 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS), L'Aquila, Italy, 2023, pp. 845-851 |

In-domain versus out-of-domain transfer learning in plankton image classification | 2023 | A Maracani VP Pastore L Natale L Rosasco F Odone | Scientific Reports, 2023 |

Estimating Koopman operators with sketching to provably learn large scale dynamical systems | 2023 | G Meanti A Chatalic V Kostic P Novelli M Pontil L Rosasco | ArXiv Preprint |

Compressed sensing for inverse problems and the sample complexity of the sparse Radon transform | 2023 | GS Alberti A Felisi M Santacesaria SI Trapasso | ArXiv Preprint |

View-to-Label: Multi-View Consistency for Self-Supervised 3D Object Detection | 2023 | I Mouawad N Brasch F Manhardt F Tombari F Odone | ArXiv Preprint |

Zeroth-order optimization with orthogonal random directions | 2023 | D Kozak C Molinari L Rosasco L Tenorio S Villa | Mathematical Programming 199 (1-2), 1179-1219 |

An Optimal Structured Zeroth-order Algorithm for Non-smooth Optimization | 2023 | M Rando C Molinari L Rosasco S Villa | ArXiv Preprint |

Regularization properties of dual subgradient flow | 2023 | V Apidopoulos C Molinari L Rosasco S Villa | ArXiv Preprint |

AdaBiM: An adaptive proximal gradient method for structured convex bilevel optimization | 2023 | P Latafat A Themelis S Villa P Patrinos | ArXiv Preprint |

An overview of data integration in neuroscience with focus on Alzheimer's Disease | 2023 | R Turrisi M Squillario G Abate D Uberti A Barla | IEEE Journal of Biomedical and Health Informatics |

Snacks: a fast large-scale kernel SVM solver | 2023 | S Tanji A Della Vecchia F Glineur S Villa | ArXiv Preprint |

Uncertainty-aware Gaze Tracking for Assisted Living Environments | 2023 | P Her L Manderle P A Dias H Medeiros F Odone | IEEE Transactions on Image Processing |

Automatic Video Analysis and Classification of Sleep‐related Hypermotor seizures and Disorders of Arousal | 2023 | M Moro V P Pastore G Marchesi P Proserpio L Tassi A Castelnovo M Manconi G Nobile R Cordani S A. Gibbs F Odone M Casadio , et al. | Epilepsia |

Manifold Learning by Mixture Models of VAEs for Inverse Problems | 2023 | GS Alberti J Hertrich M Santacesaria S Sciutto | ArXiv Preprint |

Fast kernel methods for Data Quality Monitoring as a goodness-of-fit test | 2023 | G Grosso N Lai M Letizia J Pazzini M Rando L Rosasco A Wulzer M Zanetti | ArXiv Preprint |

Universal diagonal estimates for minimizers of the Levy-Lieb functional | 2023 | S. Di Marino A. Gerolin L. Nenna | ArXiv Preprint |

Differences in spore size and atmospheric survival shape stark contrasts in the dispersal dynamics of two closely related fungal pathogens | 2023 | J Golan D Lagomarsino Oneto S Ding R Kessenich M Sandler T A. Rush D Levitis A Gevens A Seminara A Pringle | Fungal Ecology 66:101298 |

Sim2Real Bilevel Adaptation for Object Surface Classification using Vision-Based Tactile Sensors | 2023 | GM Caddeo A Maracani PD Alfano NA Piga L Rosasco L Natale | ArXiv Preprint |

Kinematic primitives in action similarity judgments: A human-centered computational model | 2023 | V Nair P Hemeren A Vignolo N Noceti E Nicora A Sciutti F Rea E Billing M Bhatt F Odone G Sandini | IEEE Transactions on Cognitive and Developmental Systems |

A Grasp Pose is All You Need: Learning Multi-fingered Grasping with Deep Reinforcement Learning from Vision and Touch | 2023 | F Ceola E Maiettini L Rosasco L Natale | ArXiv Preprint |

Physics informed machine learning for wind speed prediction | 2023 | D Lagomarsino-Oneto G Meanti N Pagliana A Verri A Mazzino L Rosasco A Seminara | Energy, Volume 268, 2023, 126628 |

Iterative regularization in classification via hinge loss diagonal descent | 2023 | V Apidopoulos T Poggio L Rosasco S Villa | ArXiv Preprint |

Identification of Unknown Genomes and Closest Known Genomes | 2022 | VP Pastore M Kunitomi S Bianco | US Patent App. 17/321,371, 2022 |

Scalable Causal Discovery with Score Matching | 2022 | F Montagna N Noceti L Rosasco K Zhang F Locatello | NeurIPS 2022 Workshop on Score-Based Methods |

Implicit regularization with strongly convex bias: stability and acceleration | 2022 | S Villa S Matet BC Vũ L Rosasco | Analysis and Applications, 1-27, 2022 |

Semantic Learning in a Federated Learning Sytem | 2022 | V Pastore Y Zhou N Baracaldo Angel A Anwar S Bianco | US Patent App. 17/818,132, 2022 |

Real time Vehicle Color Recognition on a budget: an investigation on the usage of CNN architectures | 2022 | S Campisi L Colombini A Lovato F Odone N Noceti | 2022 18th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), 2022, pp. 1-8 |

Learning new physics efficiently with nonparametric methods | 2022 | M Letizia G Losapio M Rando G Grosso A Wulzer M Pierini M Zanetti L Rosasco | The European Physical Journal C 82 (10), 879 |

Reproducibility in Activity Recognition Based on Wearable Devices: a Focus on Used Datasets | 2022 | A Fasciglione M Leotta A Verri | 2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2022, pp. 3178-3185 |

From Handheld to Unconstrained Object Detection: a Weakly-supervised On-line Learning Approach | 2022 | E Maiettini A Maracani R Camoriano G Pasquale V Tikhanoff L Rosasco L Natale | 2022 31st IEEE International Conference on Robot and Human Interactive Communication (RO-MAN) |

Fine-tuning or top-tuning? Transfer learning with pretrained features and fast kernel methods | 2022 | PD Alfano VP Pastore L Rosasco F Odone | ArXiv Preprint |

Efficient Unsupervised Learning for Plankton Images | 2022 | PD Alfano M Rando M Letizia F Odone L Rosasco VP Pastore | ArXiv Preprint |

A Deep Learning Approach to Correlate Cellular Morphology and Genetics | 2022 | VP Pastore S Bianco W Marshall | US Patent App. 17/175,495, 2022 |

Optimal transport with nonlinear mobilities: a deterministic particle approximation result | 2022 | S Di Marino L Portinale E Radici | ArXiv Preprint |

Approximate Bayesian Neural Operators: Uncertainty Quantification for Parametric PDEs | 2022 | E Magnani N Krämer R Eschenhagen L Rosasco P Hennig | ArXiv Preprint |

Robots with Different Embodiments Can Express and Influence Carefulness in Object Manipulation | 2022 | L Lastrico L Garello F Rea N Noceti F Mastrogiovanni A Sciutti A Carfì | ArXiv Preprint |

Harmonic Bergman projectors and Calderón-Zygmund theory on homogeneous trees | 2022 | F De Mari M Monti M Vallarino | Research Gate |

Learn Fast, Segment Well: Fast Object Segmentation Learning on the iCub Robot | 2022 | F Ceola E Maiettini G Pasquale G Meanti L Rosasco | ArXiv Preprint |

Stochastic Zeroth order Descent with Structured Directions | 2022 | Rando M Molinari C Villa S Rosasco L | ArXiv Preprint |

Time-to-Label: Temporal Consistency for Self-Supervised Monocular 3D Object Detection | 2022 | Mouawad I Brasch N Manhardt F Tombari F Odone F | ArXiv Preprint |

Compounding Approaches for Wind Prediction From Underwater Noise by Supervised Learning | 2022 | Trucco A Barla A Bozzano R Fava E Pensieri S Verri A Solarna D | IEEE Journal of Oceanic Engineering |

Localized adversarial artifacts for compressed sensing MRI | 2022 | Alaifari R Alberti GS Gauksson T | ArXiv Preprint |

FasterVideo: Efficient Online Joint Object Detection And Tracking | 2022 | Mouawad I Odone F | ArXiv Preprint |

An Anomaly Detection Approach for Plankton Species Discovery | 2022 | Pastore VP N Megiddo S Bianco | Image Analysis and Processing – ICIAP 2022: 21st International Conference, Lecce, Italy, May 23–27, 2022, Proceedings, Part IIMay 2022 Pages 599–609 |

Exploring the Use of Efficient Projection Kernels for Motion Saliency Estimation | 2022 | Nicora E Noceti N | Image Analysis and Processing – ICIAP 2022: 21st International Conference, Lecce, Italy, May 23–27, 2022, Proceedings, Part IIIMay 2022 Pages 158–169 |

AdaTask: Adaptive Multitask Online Learning | 2022 | Laforgue P Della Vecchia A Cesa-Bianchi N Rosasco L | ArXiv Preprint |

Learning Dynamical Systems via Koopman Operator Regression in Reproducing Kernel Hilbert Spaces | 2022 | V Kostic P Novelli A Maurer C Ciliberto Rosasco L M Pontil | ArXiv Preprint |

Continuous Generative Neural Networks | 2022 | Alberti GS Santacesaria M S Sciutto | ArXiv Preprint |

Harmonic Bergman spaces and Bergman projectors on homogeneous trees | 2022 | De Mari F M Monti M Vallarino | ArXiv Preprint |

Continuous Generative Neural Networks | 2022 | G S Alberti Santacesaria M S Sciutto | ArXiv Preprint |

Volatile organic compound detection and classification | 2022 | Pastore VP S Bianco N Megiddo A Fasoli A Adebiyi M Abdi A Mannari LD Bozano | US Patent App. 17/079,684 |

Fast iterative regularization by reusing data | 2022 | C Vega C Molinari Rosasco L Villa S | ArXiv Preprint |

AI-based component management system for structured content creation, annotation, and publication. | 2022 | Barla A Cuneo M Nunzi SR Paniati G Vian A | 5th International Conference on Intelligent Human Systems Integration (IHSI 2022): Integrating People and Intelligent Systems |

Physics Informed Shallow Machine Learning for Wind Speed Prediction | 2022 | D Lagomarsino-Oneto G Meanti N Pagliana Verri A A Mazzino Rosasco L Seminara A | ArXiv Preprint |

Attributed Graphettes-Based Preterm Infants Motion Analysis | 2022 | D Garbarino M Moro C Tacchino P Moretti M Casadio Odone F Barla A | Complex Networks & Their Applications X |

Semantic learning in a federated learning system | 2022 | Pastore VP Y Zhou NB Angel A Anwar S BIANCO | US Patent App. 17/022,140 |

Synthesis and Execution of Communicative Robotic Movements with Generative Adversarial Networks | 2022 | L Lastrico L Garello A Sciutti Noceti N F Mastrogiovanni F Rea | ArXiv Preprint |

Phenotype to genotype mapping using supervised and unsupervised learning | 2022 | Pastore VP A Oke S Capponi D Elnatan J Fung S Bianco | bioRxiv |

Grand-Canonical Optimal Transport | 2022 | Di Marino S M Lewin L Nenna | ArXiv Preprint |

Markerless vs. Marker-Based Gait Analysis: A Proof of Concept Study | 2022 | M Moro G Marchesi F Hesse Odone F M Casadio | ArXiv Preprint |

Time-to-Label: Temporal Consistency for Self-Supervised Monocular 3D Object Detection | 2022 | Mouawad I N Brasch F Manhardt F Tombari Odone F | ArXiv Preprint |

Cross-view action recognition with small-scale datasets | 2022 | G Goyal Noceti N Odone F | Image and Vision Computing |

Efficient Hyperparameter Tuning for Large Scale Kernel Ridge Regression | 2022 | G Meanti L Carratino De Vito E Rosasco L | Proceedings of The 25th International Conference on Artificial Intelligence and Statistics |

Scaling Gaussian Process Optimization by Evaluating a Few Unique Candidates Multiple Times | 2022 | D Calandriello L Carratino A Lazaric M Valko Rosasco L | ArXiv Preprint |

Nystr\" om Kernel Mean Embeddings | 2022 | A Chatalic N Schreuder A Rudi Rosasco L | ArXiv Preprint |

Iterative regularization for low complexity regularizers | 2022 | C Molinari M Massias Rosasco L Villa S | ArXiv Preprint |

Multiclass learning with margin: exponential rates with no bias-variance trade-off | 2022 | S Vigogna G Meanti De Vito E Rosasco L | ArXiv Preprint |

An elementary analysis of ridge regression with random design | 2022 | J Mourtada Rosasco L | ArXiv Preprint |

Fast approximation of orthogonal matrices and application to PCA | 2022 | C Rusu Rosasco L | Signal Processing |

ADHERENT: Learning Human-like Trajectory Generators for Whole-body Control of Humanoid Robots | 2022 | P.M. Viceconte R. Camoriano G. Romualdi D. Ferigo S. Dafarra S. Traversaro G. Oriolo L. Rosasco D. Pucci | IEEE Robotics and Automation Letters |

Convergence of an Asynchronous Block-Coordinate Forward-Backward Algorithm for Convex Composite Optimization | 2022 | C. Traoré S. Salzo S. Villa | ArXiv preprint |

Neural networks for classification of strokes in electrical impedance tomography on a 3d head model | 2022 | Candiani V. Santacesaria M. | Mathematics In Engineering |

Continuous wavelet frames on the sphere: The group-theoretic approach revisited | 2022 | Dahlke S. De Mari F. De Vito E. Hansen M. Hasannasab M. Quellmalz M. Steidl G. Teschke G. | Applied and Computational Harmonic Analysis |

HHP-Net: A light Heteroscedastic neural network for Head Pose estimation with uncertainty | 2022 | G Cantarini FF Tomenotti Noceti N Odone F | WACV 2022 |

Optimal Transport losses and Sinkhorn algorithm with general convex regularization\n | 2022 | Di Marino S A Gerolin | ArXiv Preprint |

Optimal distributed control of linear parabolic equations by spectral decomposition | 2021 | M Lazar C Molinari | Optimal Control Applications and Methods |

Inexact and stochastic generalized conditional gradient with augmented Lagrangian and proximal step | 2021 | J Fadili C Molinari A Silveti-Falls | Journal of Nonsmooth Analysis and Optimization |

A Stochastic Bregman Primal-Dual Splitting Algorithm for Composite Optimization | 2021 | A Silveti-Falls C Molinari J Fadili | ArXiv Preprint |

Convolutional autoencoder based model HistoCAE for segmentation of viable tumor regions in liver whole-slide images | 2021 | M Roy J Kong S Kashyap Pastore VP F Wang KCL Wong V Mukherjee | Scientific Reports |

Semi-supervised classification of microorganism | 2021 | Pastore VP S Bianco | US Patent Application Pubblication |

First order expansion in the semiclassical limit of the Levy-Lieb functional | 2021 | M Colombo Di Marino S F Stra | ArXiv Preprint |

Representation theorems for normed modules | 2021 | Di Marino S D Lučić E Pasqualetto | ArXiv Preprint |

Salient motion detection and representation using efficient projection kernels | 2021 | Nicora E Noceti N | PERCEPTION |

Mean Nystr\" om Embeddings for Adaptive Compressive Learning | 2021 | A Chatalic L Carratino De Vito E Rosasco L | ArXiv Preprint |

ParK: Sound and Efficient Kernel Ridge Regression by Feature Space Partitions | 2021 | Carratino L. Vigogna S. Calandriello D. Rosasco L | NeurIPS 2021 |

Learning to predict target location with turbulent odor plumes | 2021 | N Rigolli N Magnoli Rosasco L Seminara A | eLife |

Temporal Pattern Detection in Time-Varying Graphical Models | 2021 | Tomasi F. Tozzo V. Barla A. | 25th International Conference on Pattern Recognition (ICPR) |

Unitarization of the Horocyclic Radon Transform on Symmetric Spaces | 2021 | F Bartolucci De Mari F M Monti | Birkhäuser, Cham |

On The Precision Of Markerless 3d Semantic Features: An Experimental Study On Violin Playing | 2021 | M Moro M Casadio LA Mrotek R Ranganathan R Scheidt Odone F | ICIP 2021 |

Guest Editorial Assistive Computing Technologies for Human Well-Being | 2021 | Odone F G Grossi R Lanzarotti H Medeiros Noceti N | IEEE Trans. on Emerging Topics in Computing |

Proximal Gradient Methods for Machine Learning and Imaging | 2021 | S Salzo Villa S | Harmonic and Applied Analysis |

Infinite-dimensional inverse problems with finite measurements | 2021 | Alberti GS Santacesaria M | ArXiv Preprint |

Compressed sensing photoacoustic tomography reduces to compressed sensing for undersampled Fourier measurements | 2021 | Alberti GS P Campodonico Santacesaria M | SIAM Journal on Imaging Sciences |

Learning the optimal Tikhonov regularizer for inverse problems | 2021 | G Alberti De Vito E M Lassas L Ratti Santacesaria M | NeurIPS 2021 |

Epigenetic Regulation in Myelodysplastic Syndrome as A Consequence of A MicroRNA Dysregulation | 2021 | D Avenoso M Squillario Barla A Verri A E Carminati C Nurra E Todisco F Gigli F Bertolini G Gregato C Poletti M Miglino | ResearchSquare preprint |

Test’n’Mo: a collaborative platform for human testers and intelligent monitoring agents | 2021 | F Ricca V Mascardi Verri A | VORTEX 2021 |

Statistical Models Coupling Allows for Complex Local Multivariate Time Series Analysis | 2021 | V Tozzo F Ciech D Garbarino Verri A | KDD 2021 |

Unitarization of the Horocyclic Radon Transform on Homogeneous Trees | 2021 | Bartolucci F. De Mari F. Monti M. | Journal of Fourier Analysis and Applications |

Structured Prediction for CRiSP Inverse Kinematics Learning with Misspecified Robot Models | 2021 | Marconi G.M. Camoriano R. Rosasco L. Ciliberto C. | IEEE Robotics and Automation Letters |

Reproducing kernel Hilbert spaces on manifolds: Sobolev and diffusion spaces | 2021 | De Vito E. Mücke N. Rosasco L. | Analysis and Applications |

Keypoint-based gaze tracking | 2021 | P Her L Manderle PA Dias H Medeiros Odone F | ICPR 2021 |

A Video-Based MarkerLess Body Machine Interface: A Pilot Study | 2021 | M Moro F Rizzoglio Odone F M Casadio | ICPR 2021 |

Where Do We Stand in Regularization for Life Science Studies? | 2021 | V Tozzo C Azencott S Fiorini E Fava A Trucco Barla A | Journal of Computational Biology |

Plume dynamics structure the spatiotemporal activity of glomerular networks in the mouse olfactory bulb | 2021 | SM Lewis L Xu N Rigolli MF Tariq M Stern Seminara A DH Gire | Frontiers in Cellular Neuroscience |

Alternation emerges as a multi-modal strategy for turbulent odor navigation | 2021 | N Rigolli G Reddy Seminara A M Vergassola | eLife |

Turbulence role in the fate of virus-containing droplets in violent expiratory events | 2021 | ME Rosti M Cavaiola S Olivieri Seminara A A Mazzino | PHYSICAL REVIEW RESEARCH |

A precise relationship among Buller’s drop, ballistospore, and gill morphologies enables maximum packing of spores within gilled mushrooms | 2021 | M Iapichino YW Wang S Gentry A Pringle Seminara A | Mycologia |

Single View Learning in Action Recognition | 2021 | G Goyal Noceti N Odone F | ICPR 2020 |

Learning dictionaries of kinematic primitives for action classification | 2021 | A Vignolo Noceti N A Sciutti Odone F G Sandini | ICPR 2020 |

A Study of At-term and Preterm Infants' Motion Based on Markerless Video Analysis | 2021 | L Garello M Moro C Tacchino F Campone P Durand I Blanchi P Moretti M Casadio Odone F | EUSIPCO 2021 |

Harmonic and Applied Analysis | 2021 | De Mari F De Vito E | Harmonic and Applied Analysis |

Predicting Tennis Match Outcomes with Network Analysis and Machine Learning | 2021 | Bayram F. Garbarino D. Barla A. | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |

Parallel random block-coordinate forward–backward algorithm: a unified convergence analysis | 2021 | Salzo S. Villa S. | Mathematical Programming |

On the Emergence of Whole-body Strategies from Humanoid Robot Push-recovery Learning | 2021 | Ferigo D. Camoriano R. Viceconte P.M. Calandriello D. Traversaro S. Rosasco L. Pucci D. | IEEE Robotics and Automation Letters |

Multi-scale vector quantization with reconstruction trees | 2021 | Cecini E. De Vito E. Rosasco L. | Information and Inference |

Linear Lipschitz and C1 extension operators through random projection | 2021 | Bruè E. Di Marino S. Stra F. | Journal of Functional Analysis |

Infinite dimensional compressed sensing from anisotropic measurements and applications to inverse problems in PDE | 2021 | Alberti G.S. Santacesaria M. | Applied and Computational Harmonic Analysis |

Construction and Monte Carlo Estimation of Wavelet Frames Generated by a Reproducing Kernel | 2021 | De Vito E. Kereta Z. Naumova V. Rosasco L. Vigogna S. | Journal of Fourier Analysis and Applications |

Adversarial feature refinement for cross-view action recognition | 2021 | Marsella A. Goyal G. Odone F. | Proceedings of the ACM Symposium on Applied Computing |

Accelerated iterative regularization via dual diagonal descent | 2021 | Calatroni L. Garrigos G. Rosasco L. Villa S. | SIAM Journal on Optimization |

A Supervised Learning Approach for Rainfall Detection From Underwater Noise Analysis | 2021 | Trucco A. Bozzano R. Fava E. Pensieri S. Verri A. Barla A. | IEEE Journal of Oceanic Engineering |

A machine learning approach to optimal Tikhonov regularization I: Affine manifolds | 2021 | De Vito E. Fornasier M. Naumova V. | Analysis and Applications |

Regularization: From Inverse Problems to Large-Scale Machine Learning | 2021 | De Vito E Rosasco L A Rudi | Harmonic and Applied Analysis |

Asymptotics of ridge (less) regression under general source condition | 2021 | Richards D. Mourtada J. Rosasco L | AISTATS 2021 |

Regularized ERM on random subspaces | 2021 | Della Vecchia A. Mourtada J. De Vito E. Rosasco L. | AISTATS 2021 |

Iterative regularization for convex regularizers | 2021 | Molinari C. Massias M. Rosasco L. Villa S. | AISTATS 2021 |

Constructing fast approximate eigenspaces with application to the fast | 2021 | Rusu C. Rosasco L. | IEEE Transactions on Signal Processing |

Fast Object Segmentation Learning with Kernel-based Methods for Robotics | 2021 | Ceola F. Maiettini E. Pasquale G. Rosasco L. Natale L. | ICRA 2021 |

Iterative regularization for convex regularization | 2021 | Villa S M Massias C Molinari Rosasco L | PROCEEDINGS OF SIMAI 2020+ 21 |

Generalized conditional gradient with augmented lagrangian for composite minimization | 2020 | A Silveti-Falls C Molinari J Fadili | SIAM Journal on Optimization 30 (4), 2687-2725 |

Alternating forward–backward splitting for linearly constrained optimization problems | 2020 | C Molinari J Peypouquet F Roldan | Optimization Letters 14 (5), 1071-1088 |

Embedded system to detect, track and classify plankton using a lensless video microscope | 2020 | TG Zimmerman Pastore VP SK Biswas S Bianco | ArXiv Preprint |

Annotation-free learning of plankton for classification and anomaly detection | 2020 | Pastore VP TG Zimmerman SK Biswas S Bianco | Scientific reports |

Monitoring Water Quality Using Plankton as Biosensor | 2020 | Pastore VP T Zimmerman SK Bisvas S Bianco | JDREAM. Journal of interDisciplinary REsearch Applied to Medicine |

Estimating Functional Connectivity and Topology in Large-Scale Neuronal Assemblies: Statistical and Computational Methods | 2020 | Pastore VP | Springer Nature |

Turbulence dictates the fate of virus-containing droplets in violent expiratory events | 2020 | ME Rosti M Cavaiola S Olivieri Seminara A A Mazzino | ArXiv Preprint |

Urgent data for COVID-19 are needed for a scientific design of social distancing | 2020 | ME Rosti S Olivieri M Cavaiola Seminara A A Mazzino | ArXiv Preprint |

Transplantation induces profound changes in the transcriptional asset of hematopoietic stem cells: Identification of specific signatures using machine learning techniques | 2020 | Cilloni D. Petiti J. Campia V. Podestà M. Squillario M. Montserrat N. Bertaina A. Sabatini F. Carturan S. Berger M. Saglio F. Bandini G. , et al. | Journal of Clinical Medicine |

Thresholding gradient methods in Hilbert spaces: Support identification and linear convergence | 2020 | Garrigos G. Rosasco L. Villa S. | ESAIM - Control, Optimisation and Calculus of Variations |

The MoCA dataset, kinematic and multi-view visual streams of fine-grained cooking actions | 2020 | Nicora E. Goyal G. Noceti N. Vignolo A. Sciutti A. Odone F. | Scientific Data |

The hidden information in patient-reported outcomes and clinician-assessed outcomes: multiple sclerosis as a proof of concept of a machine learning approach | 2020 | Brichetto G. Monti Bragadin M. Fiorini S. Battaglia M.A. Konrad G. Ponzio M. Pedullà L. Verri A. Barla A. Tacchino A. | Neurological Sciences |

Temporal pattern detection in time-varying graphical models | 2020 | Tomasi F. Tozzo V. Barla A. | Proceedings - International Conference on Pattern Recognition |

Tangible Coding for kids with AI inside | 2020 | Noceti N. Odone F. Marsella A. Moro M. Nicora E. | UMAP 2020 Adjunct - Adjunct Publication of the 28th ACM Conference on User Modeling, Adaptation and Personalization |

Stairway to elders: Bridging space, time and emotions in their social environment for wellbeing | 2020 | Boccignone G. de’Sperati C. Granato M. Grossi G. Lanzarotti R. Noceti N. Odone F. | ICPRAM 2020 - Proceedings of the 9th International Conference on Pattern Recognition Applications and Methods |

Slow Rogaining: An Innovative Teamwork Model for Computer Science Education | 2020 | Delzanno G. Guerrini G. Mascardi V. Gelati L. Petito V. Vitali F. Ferrando A. Ancona D. Chessa M. Noceti N. Odone F. | UMAP 2020 Adjunct - Adjunct Publication of the 28th ACM Conference on User Modeling, Adaptation and Personalization |

Radon transform: Dual pairs and irreducible representations | 2020 | Alberti G.S. Bartolucci F. Mari F.D. De Vito E. | Applied and Numerical Harmonic Analysis |

Missing Values in Multiple Joint Inference of Gaussian Graphical Models | 2020 | V Tozzo D Garbarino Barla A | International Conference on Probabilistic Graphical Models |

1290-P: Gut Microbiota in New-Onset Pediatric Patients with Type 1 Diabetes: Machine Learning Algorithms to Classify Microorganisms Disease-Linked | 2020 | G D’ANNUNZIO R Biassoni M Squillario E Ugolotti Barla A G Piccolo N Minuto M Maghnie | |

Classification of stroke using Neural Networks in Electrical Impedance Tomography | 2020 | JP Agnelli A Çöl M Lassas R Murthy Santacesaria M S Siltanen | Inverse Problems |

Modeling Human Motion: A Task at the Crossroads of Neuroscience, Computer Vision and Robotics | 2020 | Noceti N A Sciutti F Rea | Modelling Human Motion. Springer Verlag |

Modelling Human Motion | 2020 | Noceti N A Sciutti F Rea | Modelling Human Motion. Springer Verlag |

A general framework for consistent structured prediction with implicit loss embeddings | 2020 | Ciliberto C. Rosasco L. Rudi A. | Journal of Machine Learning Research |

Gain with no pain: Efficiency of kernel-PCA by Nyström sampling | 2020 | N Sterge B Sriperumbudur Rosasco L A Rudi | International Conference on Artificial Intelligence and Statistics |

Hyperbolic manifold regression | 2020 | G Marconi C Ciliberto Rosasco L | International Conference on Artificial Intelligence and Statistics |

For interpolating kernel machines, the minimum norm ERM solution is the most stable | 2020 | A Rangamani Rosasco L T Poggio | Center for Brains, Minds and Machines (CBMM) |

Timing of fungal spore release dictates survival during atmospheric transport | 2020 | DL Oneto J Golan A Mazzino A Pringle Seminara A | PNAS |

Mechanical force-induced morphology changes in a human fungal pathogen | 2020 | C Puerner N Kukhaleishvili D Thomson S Schaub X Noblin Seminara A M Bassilana R A Arkowitz | BMC Biology |

Fluid dynamics of COVID-19 airborne infection suggests urgent data for a scientific design of social distancing | 2020 | ME Rosti S Olivieri M Cavaiola Seminara A A Mazzino | Scientific Reports |

Near-linear time Gaussian process optimization with adaptive batching and resparsification | 2020 | D Calandriello L Carratino A Lazaric M Valko Rosasco L | International Conference on Machine Learning |

Decentralised learning with random features and distributed gradient descent | 2020 | D Richards P Rebeschini Rosasco L | International Conference on Machine Learning |

Optimal rates for spectral algorithms with least-squares regression over Hilbert spaces | 2020 | Lin J. Rudi A. Rosasco L. Cevher V. | Applied and Computational Harmonic Analysis |

On-line object detection: a robotics challenge | 2020 | Maiettini E. Pasquale G. Rosasco L. Natale L. | Autonomous Robots |

On the randomised stability constant for inverse problems | 2020 | Alberti G.S. Capdeboscq Y. Privat Y. | Mathematics In Engineering |

On an inverse Robin spectral problem | 2020 | Santacesaria M. Yachimura T. | Inverse Problems |

Neurally plausible mechanisms for learning selective and invariant representations | 2020 | Anselmi F. Patel A. Rosasco L. | Journal of Mathematical Neuroscience |

Near-linear time gaussian process optimization with adaptive batching and resparsification | 2020 | Calandriello D. Carratino L. Lazaric A. Valko M. Rosasco L. | 37th International Conference on Machine Learning, ICML 2020 |

Multi-parameters Model Selection for Network Inference | 2020 | Tozzo V. Barla A. | Studies in Computational Intelligence |

Markerless gait analysis in stroke survivors based on computer vision and deep learning: A pilot study | 2020 | Moro M. Marchesi G. Odone F. Casadio M. | Proceedings of the ACM Symposium on Applied Computing |

Learning to Avoid Obstacles With Minimal Intervention Control | 2020 | Duan A. Camoriano R. Ferigo D. Huang Y. Calandriello D. Rosasco L. Pucci D. | Frontiers in Robotics and AI |

Kernel methods through the roof: Handling billions of points efficiently | 2020 | Meanti G. Carratino L. Rosasco L. Rudi A. | Advances in Neural Information Processing Systems |

Infinitesimal Hilbertianity of Locally CAT (κ) -Spaces | 2020 | Di Marino S. Gigli N. Pasqualetto E. Soultanis E. | Journal of Geometric Analysis |

Gut Microbiota in T1DM-Onset Pediatric Patients: Machine-Learning Algorithms to Classify Microorganisms as Disease Linked | 2020 | Biassoni R. Di Marco E. Squillario M. Barla A. Piccolo G. Ugolotti E. Gatti C. Minuto N. Patti G. Maghnie M. d’Annunzio G. | Journal of Clinical Endocrinology and Metabolism |

Global Lipschitz extension preserving local constants | 2020 | Di Marino S. Gigli N. Pratelli A. | Atti della Accademia Nazionale dei Lincei, Classe di Scienze Fisiche, Matematiche e Naturali, Rendiconti Lincei Matematica e Applicazioni |

Gaze estimation for assisted living environments | 2020 | Dias P.A. Malafronte D. Medeiros H. Odone F. | Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020 |

Faster kriging: Facing high-dimensional simulators | 2020 | Lu X. Rudi A. Borgonovo E. Rosasco L. | Operations Research |

Decentralised learning with distributed gradient descent and random features | 2020 | Richards D. Rebeschini P. Rosasco L. | 37th International Conference on Machine Learning, ICML 2020 |

Convergence of Stochastic Proximal Gradient Algorithm | 2020 | Rosasco L. Villa S. Vũ B.C. | Applied Mathematics and Optimization |

Cone-Adapted Shearlets and Radon Transforms | 2020 | Bartolucci F. De Mari F. De Vito E. | Applied and Numerical Harmonic Analysis |

Classification of stroke using neural networks in electrical impedance tomography | 2020 | Agnelli J.P. Cöl A. Lassas M. Murthy R. Santacesaria M. Siltanen S. | Inverse Problems |

Classification of Epileptic Activity Through Temporal and Spatial Characterization of Intracranial Recordings | 2020 | D’Amario V. Arnulfo G. Nobili L. Barla A. | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |

Calderón's inverse problem with a finite number of measurements II: independent data | 2020 | Alberti G.S. Santacesaria M. | Applicable Analysis |

Boosting car plate recognition systems performances with agile re-Training | 2020 | Cantarini G. Noceti N. Odone F. | 4th International Conference on Image Processing, Applications and Systems, IPAS 2020 |

An Optimal Transport Approach for the Schrödinger Bridge Problem and Convergence of Sinkhorn Algorithm | 2020 | Di Marino S. Gerolin A. | Journal of Scientific Computing |

Action similarity judgment based on kinematic primitives | 2020 | Nair V. Hemeren P. Vignolo A. Noceti N. Nicora E. Sciutti A. Rea F. Billing E. Odone F. Sandini G. | ICDL-EpiRob 2020 - 10th IEEE International Conference on Development and Learning and Epigenetic Robotics |

A tumor growth model of Hele-Shaw type as a gradient flow | 2020 | Di Marino S. Chizat L. | ESAIM - Control, Optimisation and Calculus of Variations |

A telescope GWAS analysis strategy, based on SNPs-genes-pathways ensamble and on multivariate algorithms, to characterize late onset Alzheimer’s disease | 2020 | Squillario M. Abate G. Tomasi F. Tozzo V. Barla A. Uberti D. Weiner M.W. Aisen P. Petersen R. Clifford J.R. Jr. Jagust W. , et al. | Scientific Reports |

A short proof of the infinitesimal Hilbertianity of the weighted Euclidean space | 2020 | Di Marino S. Lučić D. Pasqualetto E. | Comptes Rendus Mathematique |

A robust method for statistical testing of empirical power-law distributions | 2020 | Garbarino D. Tozzo V. Vian A. Barla A. | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |

Daily Living Activity Recognition Using Wearable Devices: A Features-Rich Dataset and a Novel Approach | 2020 | M Leotta A Fasciglione Verri A | International Conference on Pattern Recognition |

Convergence rates of Forward–Douglas–Rachford splitting method | 2019 | C Molinari J Liang J Fadili | Journal of Optimization Theory and Applications 182 (2), 606-639 |

Gradient conditionnel généralisé et lagrangien augmenté pour la minimisation composite | 2019 | A Silveti-Falls C Molinari JM Fadili | GRETSI |

Stereo in-line holographic digital microscope | 2019 | T Zimmerman N Antipa D Elnatan A Murru S Biswas Pastore VP M Bonani L Waller J Fung G Fenu S Bianco | Three-Dimensional and Multidimensional Microscopy: Image Acquisition and Processing XXVI |

High throughput analysis of plankton morphology and dynamic | 2019 | S Kumar Biswas T Zimmerman L Maini A Adebiyi L Bozano C Brown Pastore VP S Bianco | Imaging, Manipulation, and Analysis of Biomolecules, Cells, and Tissues XVII |

Establishing the baseline for using plankton as biosensor | 2019 | Pastore VP T Zimmerman SK Biswas S Bianco | Imaging, Manipulation, and Analysis of Biomolecules, Cells, and Tissues XVII |

Visual tracking with autoencoder-based maximum a posteriori data fusion | 2019 | Reznichenko Y. Prampolini E. Siddique A. Medeiros H. Odone F. | Proceedings - International Computer Software and Applications Conference |

Visual computing methods for assessing the well-being of older people | 2019 | Martini C. Odone F. Noceti N. Chessa M. Barla A. Verri A. Cella A. Pilotto A. Rollandi G.A. | Communications in Computer and Information Science |

Unitarization and inversion formulae for the radon transform between dual pairs | 2019 | Alberti G.S. Bartolucci F. De Mari F. De Vito E. | SIAM Journal on Mathematical Analysis |

Towards the internet of safe and intelligent postal+ things | 2019 | Ancona M. Mascardi V. Noceti N. Odone F. Ahsen W. Scribellito A. | CEUR Workshop Proceedings |

Towards a real time obstacle detection system for unmanned surface vehicles | 2019 | Sorial M. Mouawad I. Simetti E. Odone F. Casalino G. | OCEANS 2019 MTS/IEEE Seattle, OCEANS 2019 |

The Radon transform intertwines wavelets and shearlets | 2019 | Bartolucci F. De Mari F. De Vito E. Odone F. | Applied and Computational Harmonic Analysis |

The effects of data sources: A baseline evaluation of the MoCA dataset | 2019 | Nicora E. Goyal G. Noceti N. Odone F. | |

Symmetry-adapted representation learning | 2019 | Anselmi F. Evangelopoulos G. Rosasco L. Poggio T. | Pattern Recognition |

Secondary somatic mutations in g-protein-related pathways and mutation signatures in Uveal melanoma | 2019 | Piaggio F. Tozzo V. Bernardi C. Croce M. Puzone R. Viaggi S. Patrone S. Barla A. Coviello D. Jager M.J. Van Der Velden P.A. Zeschnigk M. , et al. | Cancers |

Predicting diabetes second-line therapy initiation in the Australian population via time span-guided neural attention network | 2019 | Fiorini S. Hajati F. Barla A. Girosi F. | PLoS ONE |

Development of a smart post-hospitalization facility for older people by using domotics, robotics, and automated tele-monitoring | 2019 | C Patrone A Cella C Martini S Pericu R Femia Barla A C Porfirione M Puntoni N Veronese Odone F N Casiddu G A Rollandi , et al. | Geriatric Care |

Mechanics of filamentous growth in soft materials | 2019 | N Bruot N Kukhaleishvili C Puerner D Thompson Seminara A M Bassilana R Arkowitz X Noblin | APS March Meeting Abstracts |

Mycofluidics: the fluid mechanics of fungal adaptation | 2019 | M Roper Seminara A | Annual Review of Fluid Mechanics |

Secretory vesicle clustering in fungal filamentous cells does not require directional growth | 2019 | PM Silva C Puerner Seminara A M Bassilana RA Arkowitz | Cell Reports |

Next Generation Sequencing and Microrna Assay in a Cohort of Patients Affected By Myelodysplastic Syndromes. an Analysis of Clinical and Genotypic Features | 2019 | D Avenoso M Squillario Barla A Verri A E Carminati C Nurra E Todisco F Gigli G Gregato C Poletti F Bertolini G J Mufti , et al. | |

Gaussian process optimization with adaptive sketching: Scalable and no regret | 2019 | D Calandriello L Carratino A Lazaric M Valko Rosasco L | Conference on Learning Theory |

Generalization Puzzles in Deep Networks | 2019 | Q Liao B Miranda Rosasco L A Banburski R Liang J Hidary T Poggio | |

Are we done with object recognition? The iCub robot’s perspective | 2019 | Pasquale G. Ciliberto C. Odone F. Rosasco L. Natale L. | Robotics and Autonomous Systems |

Uncovering the genetic hereditable component of late onset Alzheimer’s disease through the analysis of GWA data | 2019 | M Squillario F Tomasi V Tozzo Barla A D Uberti | F1000Research |

Combining the Runge approximation and the Whitney embedding theorem in hybrid imaging | 2019 | Alberti GS Y Capdeboscq | International Mathematics Research Notices |

Similarity judgments of hand-based actions: From human perception to a computational model | 2019 | P Hemeren V Nair Nicora E A Vignolo Noceti N Odone F F Rea G Sandini A Sciutti | 42nd European Conference on Visual Perception (ECVP) |

The role of ego vision in view-invariant action recognition | 2019 | G Goyal Noceti N Odone F A Sciutti | ArXiv preprint |

Note on Calderón's inverse problem for measurable conductivities | 2019 | Santacesaria M | ArXiv preprint |

Positive technology for elderly well-being: A review | 2019 | Grossi G. Lanzarotti R. Napoletano P. Noceti N. Odone F. | Pattern Recognition Letters |

On the atomic decomposition of coorbit spaces with non-integrable kernel | 2019 | Dahlke S. De Mari F. De Vito E. Sawatzki L. Steidl G. Teschke G. Voigtlaender F. | Applied and Numerical Harmonic Analysis |

Note on calderón’s inverse problem for measurable conductivities | 2019 | Santacesaria M. | Inverse Problems and Imaging |

New characterizations of Sobolev metric spaces | 2019 | Di Marino S. Squassina M. | Journal of Functional Analysis |

Monte Carlo wavelets: A randomized approach to frame discretization | 2019 | Kereta Z. Vigogna S. Naumova V. Rosasco L. De Vito E. | 2019 13th International Conference on Sampling Theory and Applications, SampTA 2019 |

Learning to Sequence Multiple Tasks with Competing Constraints | 2019 | Duan A. Camoriano R. Ferigo D. Huang Y. Calandriello D. Rosasco L. Pucci D. | IEEE International Conference on Intelligent Robots and Systems |

Implicit regularization of accelerated methods in hilbert spaces | 2019 | Pagliana N. Rosasco L. | Advances in Neural Information Processing Systems |

Icing: Large-scale inference of immunoglobulin clonotypes | 2019 | Tomasi F. Squillario M. Verri A. Bagnara D. Barla A. | |

Human Motion Understanding for Selecting Action Timing in Collaborative Human-Robot Interaction | 2019 | Rea F. Vignolo A. Sciutti A. Noceti N. | Frontiers in Robotics and AI |

How do implementation bugs affect the results of machine learning algorithms? | 2019 | Leotta M. Ricca F. Olianas D. Noceti N. | Proceedings of the ACM Symposium on Applied Computing |

Genuine personality recognition from highly constrained face images | 2019 | Anselmi F. Noceti N. Rosasco L. Ward R. | |

Essential Spectrum for Maxwell’s Equations | 2019 | Alberti G.S. Brown M. Marletta M. Wood I. | Annales Henri Poincare |

Dynamic spike superresolution and applications to ultrafast ultrasound imaging | 2019 | Alberti G.S. Ammari H. Romero F. Wintz T. | SIAM Journal on Imaging Sciences |

Discrete Changes in Glucose Metabolism Define Aging | 2019 | Ravera S. Podestà M. Sabatini F. Dagnino M. Cilloni D. Fiorini S. Barla A. Frassoni F. | Scientific Reports |

Different features of tumor-associated NK cells in patients with low-grade or high-grade peritoneal carcinomatosis | 2019 | Pesce S. Belgrano V. Greppi M. Carlomagno S. Squillario M. Barla A. Della Chiesa M. Di Domenico S. Mavilio D. Moretta L. Candiani S. Sivori S. , et al. | Frontiers in Immunology |

Continuity of multimarginal optimal transport with repulsive cost | 2019 | Colombo M. Di Marino S. Stra F. | SIAM Journal on Mathematical Analysis |

Constrained DMPs for Feasible Skill Learning on Humanoid Robots | 2019 | Duan A. Camoriano R. Ferigo D. Calandriello D. Rosasco L. Pucci D. | IEEE-RAS International Conference on Humanoid Robots |

Cancer mutational signatures identification with sparse dictionary learning | 2019 | Tozzo V. Barla A. | |

Beating SGD saturation with tail-averaging and minibatching | 2019 | Mücke N. Neu G. Rosasco L. | Advances in Neural Information Processing Systems |

Adenine: A HPC-Oriented Tool for Biological Data Exploration | 2019 | Barla A | |

CALDERÓN'S INVERSE PROBLEM with A FINITE NUMBER of MEASUREMENTS | 2019 | Alberti G.S. Santacesaria M. | Forum of Mathematics, Sigma |

An entropy minimization approach to second-order variational mean-field games | 2019 | Benamou J.-D. Carlier G. Di Marino S. Nenna L. | Mathematical Models and Methods in Applied Sciences |

Adenine: A HPC-oriented tool for biological data exploration | 2019 | Fiorini S. Tomasi F. Squillario M. Barla A. | |

ADEF: An iterative algorithm to construct adversarial deformations | 2019 | Alaifari R. Gauksson T. Alberti G.S. | 7th International Conference on Learning Representations, ICLR 2019 |

A Weakly Supervised Strategy for Learning Object Detection on a Humanoid Robot | 2019 | Maiettini E. Pasquale G. Tikhanoff V. Rosasco L. Natale L. | IEEE-RAS International Conference on Humanoid Robots |

Generalization properties of doubly stochastic learning algorithms | 2018 | Lin J. Rosasco L. | Journal of Complexity |

SPICODYN: a toolbox for the analysis of neuronal network dynamics and connectivity from multi-site spike signal recordings | 2018 | Pastore VP A Godjoski S Martinoia P Massobrio | Neuroinformatics |

Identification of excitatory-inhibitory links and network topology in large-scale neuronal assemblies from multi-electrode recordings | 2018 | Pastore VP P Massobrio A Godjoski S Martinoia | PLoS computational biology |

View-invariant robot adaptation to human action timing | 2018 | Noceti N. Odone F. Rea F. Sciutti A. Sandini G. | Advances in Intelligent Systems and Computing |

The entropic regularization of the monge problem on the real line | 2018 | Di Marino S. Louet J. | SIAM Journal on Mathematical Analysis |

Statistical and computational trade-offs in kernel K-means | 2018 | Calandriello D. Rosasco L. | Advances in Neural Information Processing Systems |

Speeding-Up Object Detection Training for Robotics with FALKON | 2018 | Maiettini E. Pasquale G. Rosasco L. Natale L. | IEEE International Conference on Intelligent Robots and Systems |

Sparse multiple kernel learning: Support identification via mirror stratifiability | 2018 | Garrigos G. Rosasco L. Villa S. | European Signal Processing Conference |

Space–Time Signal Analysis and the 3D Shearlet Transform | 2018 | Malafronte D. De Vito E. Odone F. | Journal of Mathematical Imaging and Vision |

Solving ℓp-norm regularization with tensor kernels | 2018 | Salzo S. Suykens J.A.K. Rosasco L. | International Conference on Artificial Intelligence and Statistics, AISTATS 2018 |

Regularized learning schemes in feature Banach spaces | 2018 | Combettes P.L. Salzo S. Villa S. | Analysis and Applications |

Reconstruction of a piecewise constant conductivity on a polygonal partition via shape optimization in EIT | 2018 | Beretta E. Micheletti S. Perotto S. Santacesaria M. | Journal of Computational Physics |

Propagation and recovery of singularities in the inverse conductivity problem | 2018 | Greenleaf A. Lassas M. Santacesaria M. Siltanen S. Uhlmann G. | Analysis and PDE |

Lagrangian Penalization Scheme with Parallel Forward–Backward Splitting | 2018 | C Molinari J Peypouquet | Journal of Optimization Theory and Applications 177 (2), 413-447 |

New miRNA signature heralds human NK cell subsets at different maturation steps: Involvement of miR-146a-5p in the regulation of KIR expression | 2018 | Pesce S. Squillario M. Greppi M. Loiacono F. Moretta L. Moretta A. Sivori S. Castagnola P. Barla A. Candiani S. Marcenaro E. | Frontiers in Immunology |

Modified Fejér sequences and applications | 2018 | Lin J. Rosasco L. Villa S. Zhou D.-X. | Computational Optimization and Applications |

Manifold structured prediction | 2018 | Rudi A. Ciliberto C. Marconi G.M. Rosasco L. | Advances in Neural Information Processing Systems |

Lectures on elliptic methods for hybrid inverse problems | 2018 | Alberti G.S. Capdeboscq Y. | Cours specialises |

Learning with SGD and random features | 2018 | Carratino L. Rudi A. Rosasco L. | Advances in Neural Information Processing Systems |

A universal growth limit for circular lichens | 2018 | Seminara A J Fritz MP Brenner A Pringle | J. R. Soc. Interface |

A 3-fold kernel approach for characterizing Late Onset Alzheimer’s Disease | 2018 | M Squillario F Tomasi V Tozzo Barla A D Uberti Alzheimer’s Disease Neuroimaging Initiative | ArXiv preprint |

Multi-task multiple kernel learning reveals relevant frequency bands for critical areas localization in focal epilepsy | 2018 | V D’Amario F Tomasi V Tozzo G Arnulfo Barla A L Nobili | Proceedings of the 3rd Machine Learning for Healthcare Conference |

A Learning Theory Approach to a Computationally Efficient Parameter Selection for the Elastic Net | 2018 | De Vito E Ž Kereta V Naumova | Stat |

Shearlets as Multi-scale Radon Transforms | 2018 | De Mari F De Vito E Odone F | Sampling Theory in Signal and Image Processing |

Smart security: l'integrazione dei sistemi per la sicurezza urbana negli Early Warning Systems | 2018 | E Di Bella M Corsi Odone F | Smart security: l'integrazione dei sistemi per la sicurezza urbana negli Early Warning Systems |

IMPARARE AD INSEGNARE IL PENSIERO COMPUTAZIONALE: UN’ESPERIENZA DI VERA ALTERNANZA SCUOLA-LAVORO PRESSO L’UNIVERSITA’DI GENOVA | 2018 | Barla A B Catania M Chessa G Delzanno G Guerrini V Mascardi Noceti N Odone F | Exploring the Micro, Meso and Macro. Proceedings of the European Distance and E-Learning Network 2018 Annual Conference |

Towards the Internet of Safe Postal+ Things | 2018 | W Ahsen M Ancona V Mascardi Noceti N Odone F A Scribellito | Transportation Management |

Data-driven continuous assessment of frailty in older people | 2018 | C Martini Barla A Odone F Verri A A Cella GA Rollandi A Pilotto | Frontiers in Digital Humanities |

Forward-backward splitting for time-varying graphical models | 2018 | F Tomasi V Tozzo Verri A S Salzo | Proceedings of PGM 2018 |

Theory of deep learning iii: the non-overfitting puzzle | 2018 | T Poggio K Kawaguchi Q Liao B Miranda Rosasco L X Boix J Hidary H Mhaskar | |

Solving lp-norm regularization with tensor kernels | 2018 | S Salzo Rosasco L J Suykens | Proceedings of AISTATS 2018 |

Latent variable time-varying network inference | 2018 | Tomasi F. Salzo S. Tozzo V. Verri A. | Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining |

Iterative Regularization via Dual Diagonal Descent | 2018 | Garrigos G. Rosasco L. Villa S. | Journal of Mathematical Imaging and Vision |

Hölder regularity for Maxwell’s equations under minimal assumptions on the coefficients | 2018 | Alberti G.S. | Calculus of Variations and Partial Differential Equations |

Hey there's DALILA: A dictionary learning library | 2018 | Tozzo V. D'Amario V. Barla A. | OpenAccess Series in Informatics |

Guest Editorial A Sense of Interaction in Humans and Robots: From Visual Perception to Social Cognition | 2018 | Sciutti A. Noceti N. | IEEE Transactions on Cognitive and Developmental Systems |

A multi-camera system for damage and tampering detection in a postal security framework | 2018 | Noceti N. Zini L. Odone F. | Eurasip Journal on Image and Video Processing |

Dirichlet-based Gaussian processes for large-scale calibrated classification | 2018 | Milios D. Camoriano R. Michiardi P. Rosasco L. Filippone M. | Advances in Neural Information Processing Systems |

Designing audio-visual tools to support multisensory disabilities | 2018 | Noceti N. Giuliani L. Sosa-Garciá J. Brayda L. Trucco A. Odone F. | Multimodal Behavior Analysis in the Wild: Advances and Challenges. |

Designing assistive tools for the market | 2018 | Chessa M. Noceti N. Martini C. Solari F. Odone F. | Computer Vision For Assistive Healthcare |

Consistent learning by composite proximal thresholding | 2018 | Combettes P.L. Salzo S. Villa S. | Mathematical Programming |

A visual computing approach for estimating the motility index in the frail elder | 2018 | Martini C. Noceti N. Chessa M. Barla A. Cella A. Rollandi G.A. Pilotto A. Verri A. Odone F. | VISIGRAPP 2018 - Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications |

On fast leverage score sampling and optimal learning | 2018 | Rudi A. Calandriello D. Carratino L. Rosasco L. | Advances in Neural Information Processing Systems |

Why and when can deep-but not shallow-networks avoid the curse of dimensionality: A review | 2017 | Poggio T. Mhaskar H. Rosasco L. Miranda B. Liao Q. | International Journal of Automation and Computing |

Visual recognition for humanoid robots | 2017 | Fanello S.R. Ciliberto C. Noceti N. Metta G. Odone F. | Robotics and Autonomous Systems |

The complexity of biological motion | 2017 | Vignolo A. Noceti N. Sciutti A. Rea F. Odone F. Sandini G. | 2016 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics, ICDL-EpiRob 2016 |

Stochastic gradient methods for stochastic model predictive control | 2017 | Themelis A. Villa S. Patrinos P. Bemporad A. | 2016 European Control Conference, ECC 2016 |

Special Issue on: A sense of interaction in humans and robots: From visual perception to social cognition | 2017 | Sciutti A. Noceti N. | IEEE Transactions on Cognitive and Developmental Systems |

Shearlets as multi-scale Radon transform | 2017 | Bartolucci F. De Mari F. De Vito E. Odone F. | 2017 12th International Conference on Sampling Theory and Applications, SampTA 2017 |

Scale Invariant and Noise Robust Interest Points with Shearlets | 2017 | Duval-Poo M.A. Noceti N. Odone F. De Vito E. | IEEE Transactions on Image Processing |

Regularized Kernel Algorithms for Support Estimation | 2017 | Rudi A. De Vito E. Verri A. Odone F. | Frontiers in Applied Mathematics and Statistics |

Recent progress in shearlet theory: systematic construction of shearlet dilation groups, characterization of wavefront sets, and new embeddings | 2017 | Alberti G.S. Dahlke S. De Mari F. De Vito E. Führ H. | Applied and Numerical Harmonic Analysis |

Perimeter as relaxed Minkowski content in metric measure spaces | 2017 | Ambrosio L. Di Marino S. Gigli N. | Nonlinear Analysis, Theory, Methods and Applications |

PALLADIO: A parallel framework for robust variable selection in high-dimensional data | 2017 | Barbieri M. Fiorini S. Tomasi F. Barla A. | Proceedings of PyHPC 2016: 6th Workshop on Python for High-Performance and Scientific Computing - Held in conjunction with SC16: The International Conference for High Performance Computing, Networking, Storage and Analysis |

Optimal rates for multi-pass stochastic gradient methods | 2017 | Lin J. Rosasco L. | Journal of Machine Learning Research |

Multiscale geometric methods for data sets I: Multiscale SVD, noise and curvature | 2017 | Little A.V. Maggioni M. Rosasco L. | Applied and Computational Harmonic Analysis |

Mathematical analysis of ultrafast ultrasound imaging | 2017 | Alberti G.S. Ammari H. Romero F. Wintz T. | SIAM Journal on Applied Mathematics |

Local spatio-temporal representation using the 3D shearlet transform | 2017 | Malafronte D. Odone F. De Vito E. | 2017 12th International Conference on Sampling Theory and Applications, SampTA 2017 |

Investigating the use of space-time primitives to understand human movements | 2017 | Malafronte D. Goyal G. Vignolo A. Odone F. Noceti N. | |

Investigating natural interaction in augmented reality environments using motion qualities | 2017 | Chessa M. Noceti N. | VISIGRAPP 2017 - Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications |

Invariant recognition predicts tuning of neurons in sensory cortex | 2017 | Mutch J. Anselmi F. Tacchetti A. Rosasco L. Leibo J.Z. Poggio T. | Cognitive Science and Technology |

Interactive data collection for deep learning object detectors on humanoid robots | 2017 | Maiettini E. Pasquale G. Rosasco L. Natale L. | IEEE-RAS International Conference on Humanoid Robots |

"Hands on" visual recognition for visually impaired users | 2017 | Sosa-García J. Odone F. | ACM Transactions on Accessible Computing |

Geometric classification of semidirect products in the maximal parabolic subgroup of Sp (2,R) | 2017 | De Mari F. De Vito E. Vigogna S. | Analysis and Applications |

Generalization properties of learning with random features | 2017 | Rudi A. Rosasco L. | Advances in Neural Information Processing Systems |

FALKON: An optimal large scale kernel method | 2017 | Rudi A. Carratino L. Rosasco L. | Advances in Neural Information Processing Systems |

Exploring biological motion regularities of human actions: A new perspective on video analysis | 2017 | Noceti N. Odone F. Sciutti A. Sandini G. | ACM Transactions on Applied Perception |

Disjoint sparsity for signal separation and applications to hybrid inverse problems in medical imaging | 2017 | Alberti G.S. Ammari H. | Applied and Computational Harmonic Analysis |

Direct inversion from partial-boundary data in electrical impedance tomography | 2017 | Hauptmann A. Santacesaria M. Siltanen S. | Inverse Problems |

Detection and description of scale invariant interest points with shearlets | 2017 | Duval-Poo M.A. Noceti N. Odone F. De Vito E. | 2017 12th International Conference on Sampling Theory and Applications, SampTA 2017 |

Detecting spatio-temporally interest points using the shearlet transform | 2017 | Malafronte D. Odone F. De Vito E. | |

Detecting biological motion for human-robot interaction: A link between perception and action | 2017 | Vignolo A. Noceti N. Rea F. Sciutti A. Odone F. Sandini G. | Frontiers Robotics AI |

Data-driven strategies for robust forecast of continuous glucose monitoring time-series | 2017 | Fiorini S. Martini C. Malpassi D. Cordera R. Maggi D. Verri A. Barla A. | Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS |

Critical Points for Elliptic Equations with Prescribed Boundary Conditions | 2017 | Alberti G.S. Bal G. Di Cristo M. | Archive for Rational Mechanics and Analysis |

Coorbit Spaces with Voice in a Fréchet Space | 2017 | Dahlke S. De Mari F. De Vito E. Labate D. Steidl G. Teschke G. Vigogna S. | Journal of Fourier Analysis and Applications |

Continuous and discrete frames generated by the evolution flow of the Schrödinger equation | 2017 | Alberti G.S. Dahlke S. De Mari F. De Vito E. Vigogna S. | Analysis and Applications |

Consistent multitask learning with nonlinear output relations | 2017 | Ciliberto C. Rudi A. Rosasco L. Pontil M. | Advances in Neural Information Processing Systems |

Computational vision for social intelligence | 2017 | Vignolo A. Sciutti A. Rea F. Noceti N. Odone F. Sandini G. | AAAI Spring Symposium - Technical Report |

Incremental robot learning of new objects with fixed update time | 2017 | Camoriano R. Pasquale G. Ciliberto C. Natale L. Rosasco L. Metta G. | Proceedings - IEEE International Conference on Robotics and Automation |

A First-Order Stochastic Primal-Dual Algorithm with Correction Step | 2017 | Rosasco L. Villa S. Vũ B.C. | Numerical Functional Analysis and Optimization |

Unsupervised learning of invariant representations | 2016 | Anselmi F. Leibo J.Z. Rosasco L. Mutch J. Tacchetti A. Poggio T. | Theoretical Computer Science |

Uniqueness issues for evolution equations with density constraints | 2016 | Di Marino S. Meszaros A.R. | Mathematical Models and Methods in Applied Sciences |

The linearized inverse problem in multifrequency electrical impedance tomography | 2016 | Alberti G.S. Ammari H. Jin B. Seo J.-K. Zhang W. | SIAM Journal on Imaging Sciences |

The Geometry of Functions | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

The adiabatic strictly-correlated-electrons functional: Kernel and exact properties | 2016 | Lani G. Di Marino S. Gerolin A. Van Leeuwen R. Gori-Giorgi P. | Physical Chemistry Chemical Physics |

Taylor expansions | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Stochastic Forward–Backward Splitting for Monotone Inclusions | 2016 | Rosasco L. Villa S. Vũ B.C. | Journal of Optimization Theory and Applications |

Sequences | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Separation of variables | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Retinal image analysis with shearlets | 2016 | Levet F. Duval-Poo M.A. de Vito E. Odone F. | Italian Chapter Conference 2016 - Smart Tools and Apps in Computer Graphics, STAG 2016 |

Positive-energy D-bar method for acoustic tomography: A computational study | 2016 | De Hoop M.V. Lassas M. Santacesaria M. Siltanen S. Tamminen J.P. | Inverse Problems |

Portable and fast text detection | 2016 | Zini L. Odone F. | Machine Vision and Applications |

Optimal learning for multi-pass stochastic gradient methods | 2016 | Lin J. Rosasco L. | Advances in Neural Information Processing Systems |

On local non-zero constraints in PDE with analytic coefficients | 2016 | Alberti G.S. Capdeboscq Y. | Contemporary Mathematics |

On invariance and selectivity in representation learning | 2016 | Anselmi F. Rosasco L. Poggio T. | Information and Inference |

Object identification from few examples by improving the invariance of a deep convolutional neural network | 2016 | Pasquale G. Ciliberto C. Rosasco L. Natale L. | IEEE International Conference on Intelligent Robots and Systems |

Nytro: When subsampling meets early stopping | 2016 | Camoriano R. Angles T. Rudi A. Rosasco L. | Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, AISTATS 2016 |

Numerical series | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Limits of functions | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Miscellaneous | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Measure sweeping processes | 2016 | Di Marino S. Maury B. Santambrogio F. | Journal of Convex Analysis |

Maximum, Minimum, Supremum, Infimum | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Manipulation of graphs | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Lower semi-continuity for non-coercive polyconvex integrals in the limit case | 2016 | De Philippis G. Di Marino S. Focardi M. | Proceedings of the Royal Society of Edinburgh Section A: Mathematics |

A consistent regularization approach for structured prediction | 2016 | Ciliberto C. Rudi A. Rosasco L. | Advances in Neural Information Processing Systems |

Iterative regularization for learning with convex loss functions | 2016 | Lin J. Rosasco L. Zhou D.-X. | Journal of Machine Learning Research |

Invertible mappings | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Indefinite and definite integrals | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Incremental semiparametric inverse dynamics learning | 2016 | Camoriano R. Traversaro S. Rosasco L. Metta G. Nori F. | Proceedings - IEEE International Conference on Robotics and Automation |

Improper integrals and integral functions | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Holographic embeddings of knowledge graphs | 2016 | Nickel M. Rosasco L. Poggio T. | 30th AAAI Conference on Artificial Intelligence, AAAI 2016 |

Generalization properties and implicit regularization for multiple passes SGM | 2016 | Lin J. Camoriano R. Rosasco L. | 33rd International Conference on Machine Learning, ICML 2016 |

First order linear differential equations | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Enabling depth-driven visual attention on the iCub humanoid robot: Instructions for use and new perspectives | 2016 | Pasquale G. Mar T. Ciliberto C. Rosasco L. Natale L. | Frontiers Robotics AI |

Differentiable functions | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Different Faces of the Shearlet Group | 2016 | Dahlke S. De Mari F. De Vito E. Häuser S. Steidl G. Teschke G. | Journal of Geometric Analysis |

Continuous functions | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Constant coefficient linear differential equations | 2016 | Baronti M. De Mari F. van der Putten R. Venturi I. | UNITEXT - La Matematica per il 3 piu 2 |

Combining sensory modalities and exploratory procedures to improve haptic object recognition in robotics | 2016 | Higy B. Ciliberto C. Rosasco L. Natale L. | IEEE-RAS International Conference on Humanoid Robots |

Biological movement detector enhances the attentive skills of humanoid robot iCub | 2016 | Vignolo A. Rea F. Noceti N. Sciutti A. Odone F. Sandini G. | IEEE-RAS International Conference on Humanoid Robots |

An integrated artificial vision framework for assisting visually impaired users | 2016 | Chessa M. Noceti N. Odone F. Solari F. Sosa-García J. Zini L. | Computer Vision and Image Understanding |

Adaptive Body Gesture Representation for Automatic Emotion Recognition | 2016 | Piana S. Stagliańo A. Odone F. Camurri A. | ACM Transactions on Interactive Intelligent Systems |

Active perception: Building objects' models using tactile exploration | 2016 | Jamali N. Ciliberto C. Rosasco L. Natale L. | IEEE-RAS International Conference on Humanoid Robots |

Absence of Critical Points of Solutions to the Helmholtz Equation in 3D | 2016 | Alberti G.S. | Archive for Rational Mechanics and Analysis |

A stochastic inertial forward–backward splitting algorithm for multivariate monotone inclusions | 2016 | Rosasco L. Villa S. Vũ B.C. | Optimization |

A prototype application for long-time behavior modeling and abnormal events detection | 2016 | Noceti N. Odone F. | VISIGRAPP 2016 - Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications |

Multi-frequency acousto-electromagnetic tomography | 2016 | Alberti G.S. Ammari H. Ruan K. | Contemporary Mathematics |

The use of representations in applied harmonic analysis | 2015 | De Mari F. De Vito E. | Applied and Numerical Harmonic Analysis |

The p-weak gradient depends on p | 2015 | Di Marino S. Speight G. | Proceedings of the American Mathematical Society |

The Hour of Code has arrived in Genoa! [L’Ora del Codice è arrivata a Genova!] | 2015 | Ancona D. Barla A. Catania B. Delzanno G. Guerrini G. Mascardi V. Odone F. Ribaudo M. | Mondo Digitale |

Structured multi-class feature selection with an application to face recognition | 2015 | Zini L. Noceti N. Fusco G. Odone F. | Pattern Recognition Letters |

A Hölder-logarithmic stability estimate for an inverse problem in two dimensions | 2015 | Santacesaria M. | Journal of Inverse and Ill-Posed Problems |

On the duality between p-modulus and probability measures | 2015 | Ambrosio L. Di Marino S. Savaré G. | Journal of the European Mathematical Society |

On multiple frequency power density measurements II: The full Maxwell's equations | 2015 | Alberti G.S. | Journal of Differential Equations |

Object segmentation using independent motion detection | 2015 | Kumar S. Odone F. Noceti N. Natale L. | IEEE-RAS International Conference on Humanoid Robots |

Multimarginal optimal transport maps for one-dimensional repulsive costs | 2015 | Colombo M. De Pascale L. Di Marino S. | Canadian Journal of Mathematics |

Mean BoF per quadrant: Simple and effective way to embed spatial information in bag of features | 2015 | Sosa-García J. Odone F. | VISAPP 2015 - 10th International Conference on Computer Vision Theory and Applications; VISIGRAPP, Proceedings |

Less is more: Nyström computational regularization | 2015 | Rudi A. Camoriano R. Rosasco L. | Advances in Neural Information Processing Systems |

Learning with incremental iterative regularization | 2015 | Rosasco L. Villa S. | Advances in Neural Information Processing Systems |

Learning multiple visual tasks while discovering their structure | 2015 | Ciliberto C. Rosasco L. Villa S. | Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition |

Good practices on hand gestures recognition for the design of customized NUI | 2015 | Malafronte D. Noceti N. | VISAPP 2015 - 10th International Conference on Computer Vision Theory and Applications; VISIGRAPP, Proceedings |

Genome instability model of metastatic neuroblastoma tumorigenesis by a dictionary learning algorithm | 2015 | Masecchia S. Coco S. Barla A. Verri A. Tonini G.P. | BMC Medical Genomics |

From group representations to signal analysis | 2015 | Dahlke S. De Mari F. Grohs P. Labate D. | Applied and Numerical Harmonic Analysis |

Estimating human actions affinities across views | 2015 | Noceti N. Sciutti A. Rea F. Odone F. Sandini G. | VISAPP 2015 - 10th International Conference on Computer Vision Theory and Applications; VISIGRAPP, Proceedings |

Equality between Monge and Kantorovich multimarginal problems with Coulomb cost | 2015 | Colombo M. Di Marino S. | Annali di Matematica Pura ed Applicata |

Enhancing signal discontinuities with shearlets: An application to corner detection | 2015 | Duval-Poo M.A. Odone F. De Vito E. | |

Enforcing Local Non-Zero Constraints in PDEs and Applications to Hybrid Imaging Problems | 2015 | Alberti G.S. | Communications in Partial Differential Equations |

Edges and Corners With Shearlets | 2015 | Duval-Poo M.A. Odone F. De Vito E. | IEEE Transactions on Image Processing |

Discriminative template learning in group-convolutional networks for invariant speech representations | 2015 | Zhang C. Voinea S. Evangelopoulos G. Rosasco L. Poggio T. | Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH |

Discovering discrete subword units with binarized autoencoders and hidden-markov-model encoders | 2015 | Badino L. Mereta A. Rosasco L. | Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH |

Convex learning of multiple tasks and their structure | 2015 | Ciliberto C. Mroueh Y. Poggio T. Rosasco L. | 32nd International Conference on Machine Learning, ICML 2015 |

Cognition helps vision: Recognizing biological motion using invariant dynamic cues | 2015 | Noceti N. Sciutti A. Sandini G. | |

Characterizing the input-output function of the olfactory-limbic pathway in the Guinea pig | 2015 | Breschi G.L. Ciliberto C. Nieus T. Rosasco L. Taverna S. Chiappalone M. Pasquale V. | Computational Intelligence and Neuroscience |

BMTDL for scene modeling on the SBI dataset | 2015 | Noceti N. Staglianò A. Verri A. Odone F. | |

Banknote recognition as a CBIR problem | 2015 | Sosa-García J. Odone F. | |

Advances in dynamic modeling of colorectal cancer signalingnetwork regions, a path toward targeted therapies | 2015 | Tortolina L. Duffy D.J. Maffei M. Castagnino N. Carmody A.M. Kolch W. Kholodenko B.N. De Ambrosi C. Barla A. Biganzoli E.M. Nencioni A. Patrone F. , et al. | Oncotarget |

A machine learning pipeline for multiple sclerosis course detection from clinical scales and patient reported outcomes | 2015 | Fiorini S. Verri A. Tacchino A. Ponzio M. Brichetto G. Barla A. | Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS |

Online space-variant background modeling with sparse coding | 2015 | Staglianò A. Noceti N. Verri A. Odone F. | IEEE Transactions on Image Processing |

3D stereo estimation and fully automated learning of eye-hand coordination in humanoid robots | 2015 | Fanello S.R. Pattacini U. Gori I. Tikhanoff V. Randazzo M. Roncone A. Odone F. Metta G. | IEEE-RAS International Conference on Humanoid Robots |

Word-level invariant representations from acoustic waveforms | 2014 | Voinea S. Zhang C. Evangelopoulos G. Rosasco L. Poggio T. | Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH |

Unsupervised tissue segmentation from dynamic contrast-enhanced magnetic resonance imaging | 2014 | Chiusano G. Staglianò A. Basso C. Verri A. | Artificial Intelligence in Medicine |

The use of platelet-rich plasma gel in patients with mixed tumour undergoing superficial parotidectomy: A randomized study | 2014 | Scala M. Mereu P. Spagnolo F. Massa M. Barla A. Mosci S. Forno G. Ingenito A. Strada P. | In Vivo |

Semi-supervised learning of sparse representations to recognize people spatial orientation | 2014 | Noceti N. Odone F. | 2014 IEEE International Conference on Image Processing, ICIP 2014 |

Regenerative medicine for the treatment of teno-desmic injuries of the equine. A series of 150 horses treated with platelet-derived growth factors | 2014 | Scala M. Lenarduzzi S. Spagnolo F. Trapasso M. Ottonello C. Muraglia A. Barla A. Strada P. | In Vivo |

Quantitative echography in primary uveal melanoma treated by proton beam therapy | 2014 | Mosci C. Lanza F.B. Mosci S. Barla A. | Canadian Journal of Ophthalmology |

Reproducing subgroups of Sp(2, ℝ). Part II: Admissible vectors | 2014 | Alberti G.S. De Mari F. De Vito E. Mantovani L. | Monatshefte fur Mathematik |

Proximal methods for the latent group lasso penalty | 2014 | Villa S. Rosasco L. Mosci S. Verri A. | Computational Optimization and Applications |

Phone classification by a hierarchy of invariant representation layers | 2014 | Zhang C. Voinea S. Evangelopoulos G. Rosasco L. Poggio T. | |

On efficiency and low sample complexity in phase retrieval | 2014 | Mroueh Y. Rosasco L. | IEEE International Symposium on Information Theory - Proceedings |

Multiview matching of articulated objects | 2014 | Zini L. Odone F. Cavallaro A. | IEEE Transactions on Circuits and Systems for Video Technology |

A machine learning pipeline for identification of discriminant pathways | 2014 | Barla A. Jurman G. Visintainer R. Squillario M. Filosi M. Riccadonna S. Furlanello C. | Springer Handbook of Bio-/Neuroinformatics |

Identification of pathway signatures in Parkinson's disease with gene ontology and sparse regularization | 2014 | Squillario M. Zycinski G. Barla A. Verri A. | |

Humans in groups: The importance of contextual information for understanding collective activities | 2014 | Noceti N. Odone F. | Pattern Recognition |

Geometrical and computational aspects of Spectral Support Estimation for novelty detection | 2014 | Rudi A. Odone F. De Vito E. | Pattern Recognition Letters |

A deep representation for invariance and music classification | 2014 | Zhang C. Evangelopoulos G. Voinea S. Rosasco L. Poggio T. | ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings |

Equivalent definitions of BV space and of total variation on metric measure spaces | 2014 | Ambrosio L. Di Marino S. | Journal of Functional Analysis |

Emotional charades | 2014 | Piana S. Staglianò A. Odone F. Camurri A. | ICMI 2014 - Proceedings of the 2014 International Conference on Multimodal Interaction |

Elliptic regularity theory applied to time harmonic anisotropic Maxwell's equations with less than lipschitz complex coefficients | 2014 | Alberti G.S. Capdeboscq Y. | SIAM Journal on Mathematical Analysis |

Dictionary based pooling for object categorization | 2014 | Fanello S.R. Noceti N. Metta G. Odone F. | VISAPP 2014 - Proceedings of the 9th International Conference on Computer Vision Theory and Applications |

Ask the image: Supervised pooling to preserve feature locality | 2014 | Fanello S.R. Noceti N. Ciliberto C. Metta G. Odone F. | Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition |

Alternating proximal regularized dictionary learning | 2014 | Salzo S. Masecchia S. Verri A. Barla A. | Neural Computation |

A spectral graph kernel and its application to collective activities classification | 2014 | Noceti N. Odone F. | Proceedings - International Conference on Pattern Recognition |

Learning sets with separating kernels | 2014 | De Vito E. Rosasco L. Toigo A. | Applied and Computational Harmonic Analysis |

Exploiting global force torque measurements for local compliance estimation in tactile arrays | 2014 | Ciliberto C. Fiorio L. Maggiali M. Natale L. Rosasco L. Metta G. Sandini G. Nori F. | IEEE International Conference on Intelligent Robots and Systems |

A compositional approach for 3D arm-hand action recognition | 2013 | Gori I. Fanello S.R. Odone F. Metta G. | 2013 IEEE Workshop on Robot Vision, WORV 2013 |

Structured multi-class feature selection for effective face recognition | 2013 | Fusco G. Zini L. Noceti N. Odone F. | |

Stability estimates for an inverse problem for the Schrödinger equation at negative energy in two dimensions | 2013 | Santacesaria M. | Applicable Analysis |

Reproducing Subgroups of Sp(2,ℝ). Part I: Algebraic Classification | 2013 | Alberti G.S. Balletti L. De Mari F. De Vito E. | Journal of Fourier Analysis and Applications |

Regenerative surgery for the definitive repair of chronic ulcers: A series of 34 cases treated with platelet-derived growth factors | 2013 | Spagnolo F. Trapasso M. Monteghirfo S. Barla A. Scala M. | Plastic and Reconstructive Surgery |

Precise people counting in real time | 2013 | Zini L. Noceti N. Odone F. | 2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings |

Parameter space exploration within dynamic simulations of signaling networks | 2013 | De Ambrosi C. Barla A. Tortolina L. Castagnino N. Pesenti R. Verri A. Ballestrero A. Patrone F. Parodi S. | Mathematical Biosciences and Engineering |

One-shot learning for real-time action recognition | 2013 | Fanello S.R. Gori I. Metta G. Odone F. | |

On the sample complexity of subspace learning | 2013 | Rudi A. Canas G.D. Rosasco L. | Advances in Neural Information Processing Systems |

On the impact of learning hierarchical representations for visual recognition in robotics | 2013 | Ciliberto C. Fanello S.R. Santoro M. Natale L. Metta G. Rosasco L. | IEEE International Conference on Intelligent Robots and Systems |

On multiple frequency power density measurements | 2013 | Alberti G.S. | Inverse Problems |

On learnability, complexity and stability | 2013 | Villa S. Rosasco L. Poggio T. | Empirical Inference: Festschrift in Honor of Vladimir N. Vapnik |

What epipolar geometry can do for video-surveillance | 2013 | Noceti N. Balduzzi L. Odone F. | |

New global stability estimates for the Calderón problem in two dimensions | 2013 | Santacesaria M. | Journal of the Institute of Mathematics of Jussieu |

Neural model with particle swarm optimization Kalman learning for forecasting in smart grids | 2013 | Alanis A.Y. Ricalde L.J. Simetti C. Odone F. | Mathematical Problems in Engineering |

Multi-class image classification: Sparsity does it better | 2013 | Fanello S.R. Noceti N. Metta G. Odone F. | VISAPP 2013 - Proceedings of the International Conference on Computer Vision Theory and Applications |

Monochromatic reconstruction algorithms for two-dimensional multi-channel inverse problems | 2013 | Novikov R.G. Santacesaria M. | International Mathematics Research Notices |

Molecular fingerprinting reflects different histotypes and brain region in low grade gliomas | 2013 | Mascelli S. Barla A. Raso A. Mosci S. Nozza P. Biassoni R. Morana G. Huber M. Mircean C. Fasulo D. Noy K. Wittemberg G. , et al. | BMC Cancer |

Knowledge Driven Variable Selection (KDVS) - a new approach to enrichment analysis of gene signatures obtained from high-throughput data | 2013 | Zycinski G. Barla A. Squillario M. Sanavia T. Di Camillo B. Verri A. | Source Code for Biology and Medicine |

Keep it simple and sparse: Real-time action recognition | 2013 | Fanello S.R. Gori I. Metta G. Odone F. | Journal of Machine Learning Research |

ICub world: Friendly robots help building good vision data-sets | 2013 | Fanello S.R. Ciliberto C. Santoro M. Natale L. Metta G. Rosasco L. Odone F. | IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops |

Gurls: A least squares library for supervised learning | 2013 | Tacchetti A. Mallapragada P.K. Rosasco L. Santoro M. | Journal of Machine Learning Research |

Dictionary learning improves subtyping of breast cancer aCGH data | 2013 | Masecchia S. Barla A. Salzo S. Verri A. | Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS |

Background modeling through dictionary learning | 2013 | Staglianò A. Noceti N. Verri A. Odone F. | 2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings |

An extension of Mercer theorem to matrix-valued measurable kernels | 2013 | De Vito E. Umanità V. Villa S. | Applied and Computational Harmonic Analysis |

Admissible vectors for mock metaplectic representations | 2013 | De Mari F. De Vito E. | Applied and Computational Harmonic Analysis |

Action-based multi-camera synchronization | 2013 | Zini L. Cavallaro A. Odone F. | IEEE Journal on Emerging and Selected Topics in Circuits and Systems |

Accelerated and inexact forward-backward algorithms | 2013 | Villa S. Salzo S. Baldassarre L. Verri A. | SIAM Journal on Optimization |

A dictionary learning based method for aCGH segmentation | 2013 | Masecchia S. Salzo S. Barla A. Verri A. | ESANN 2013 proceedings, 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning |

Nonparametric sparsity and regularization | 2013 | Rosasco L. Villa S. Mosci S. Santoro M. Verri A. | Journal of Machine Learning Research |

Novel automated system for magnetic resonance imaging quantification of the inflamed synovial membrane volume in patients with juvenile idiopathic arthritis | 2012 | Malattia C. Damasio M.B. Basso C. Santoro M. Verri A. Pederzoli S. Mattiuz C. Viola S. Buoncompagni A. Madeo A. Mazzoni M. Rosendahl K. , et al. | Arthritis Care and Research |

Multiclass learning with simplex coding | 2012 | Mroueh Y. Poggio T. Rosasco L. Slotine J.-J.E. | Advances in Neural Information Processing Systems |

Multi-output learning via spectral filtering | 2012 | Baldassarre L. Rosasco L. Barla A. Verri A. | Machine Learning |

Learning probability measures with respect to optimal transport metrics | 2012 | Canas G.D. Rosasco L.A. | Advances in Neural Information Processing Systems |

Learning manifolds with k-means and k-flats | 2012 | Canas G.D. Poggio T. Rosasco L.A. | Advances in Neural Information Processing Systems |

Learning common behaviors from large sets of unlabeled temporal series | 2012 | Noceti N. Odone F. | Image and Vision Computing |

Is there sparsity beyond additive models? | 2012 | Mosci S. Rosasco L. Santoro M. Verri A. Villa S. | IFAC Proceedings Volumes (IFAC-PapersOnline) |

Inexact and accelerated proximal point algorithms | 2012 | Salzo S. Villa S. | Journal of Convex Analysis |

Global stability for the multi-channel Gel'fand-Calderón inverse problem in two dimensions | 2012 | Santacesaria M. | Bulletin des Sciences Mathematiques |

Gel'fand-Calderón's inverse problem for anisotropic conductivities on bordered surfaces in ℝ3 | 2012 | Henkin G. Santacesaria M. | International Mathematics Research Notices |

Effect of size and heterogeneity of samples on biomarker discovery: Synthetic and real data assessment | 2012 | Di Camillo B. Sanavia T. Martini M. Jurman G. Sambo F. Barla A. Squillario M. Furlanello C. Toffolo G. Cobelli C. | PLoS ONE |

Dynamic simulations of pathways downstream of TGFβ, Wnt and EGF-family growth factors, in colorectal cancer, including mutations and treatments with onco-protein inhibitors | 2012 | Tortolina L. Castagnino N. De Ambrosi C. Barla A. Verri A. Zoppoli G. Bagnasco L. Piras D. Patrone F. Ballestrero A. Parodi S. | SEMA SIMAI Springer Series |

A machine learning pipeline for discriminant pathways identification | 2012 | Barla A. Jurman G. Visintainer R. Squillario M. Filosi M. Riccadonna S. Furlanello C. | |

Convergence analysis of a proximal Gauss-Newton method | 2012 | Salzo S. Villa S. | Computational Optimization and Applications |

Consistency of learning algorithms using Attouch-Wets convergence | 2012 | Villa S. Rosasco L. Mosci S. Verri A. | Optimization |

Comparison of clinical outcomes for patients with large choroidal melanoma after primary treatment with enucleation or proton beam radiotherapy | 2012 | Mosci C. Lanza F.B. Barla A. Mosci S. Hérault J. Anselmi L. Truini M. | Ophthalmologica |

Combining retrieval and classification for real-time face recognition | 2012 | Fusco G. Noceti N. Odone F. | Proceedings - 2012 IEEE 9th International Conference on Advanced Video and Signal-Based Surveillance, AVSS 2012 |

All gestures you can: A memory game against a humanoid robot | 2012 | Gori I. Fanello S.R. Metta G. Odone F. | IEEE-RAS International Conference on Humanoid Robots |

Adaptive optimization for cross validation | 2012 | Rudi A. Chiusano G. Verri A. | ESANN 2012 proceedings, 20th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning |

A wind speed neural model with particle swarm optimization Kalman learning | 2012 | Alanis A.Y. Simetti C. Ricalde L.J. Odone F. | World Automation Congress Proceedings |

A vision-based navigation facility for planetary entry descent landing | 2012 | Lanza P. Noceti N. Maddaleno C. Toma A. Zini L. Odone F. | |

Discriminant functional gene groups identification with machine learning and prior knowledge | 2012 | Zycinski G. Squillario M. Barla A. Sanavia T. Verri A. Di Camillo B. | ESANN 2012 proceedings, 20th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning |

Using object affordances to improve object recognition | 2011 | Castellini C. Tommasi T. Noceti N. Odone F. Caputo B. | IEEE Transactions on Autonomous Mental Development |

Unsupervised video surveillance | 2011 | Noceti N. Odone F. | |

SVS: Data and knowledge integration in computational biology | 2011 | Zycinski G. Barla A. Verri A. | |

Spectral clustering with more than K eigenvectors | 2011 | Rebagliati N. Verri A. | Neurocomputing |

Some recent advances in multiscale geometric analysis of point clouds | 2011 | Chen G. Little A.V. Maggioni M. Rosasco L. | Applied and Numerical Harmonic Analysis |

Relative pose estimation for planetary entry descent landing | 2011 | Zini L. Odone F. Verri A. Lanza P. Marcer A. | |

PADDLE: Proximal algorithm for dual dictionaries learning | 2011 | Basso C. Santoro M. Verri A. Villa S. | |

Kernels for vector-valued functions: A review | 2011 | Álvarez M.A. Rosasco L. Lawrence N.D. | Foundations and Trends in Machine Learning |

Global uniqueness and reconstruction for the multi-channel Gel'fand-Calderón inverse problem in two dimensions | 2011 | Novikov R.G. Santacesaria M. | Bulletin des Sciences Mathematiques |

Efficient pedestrian detection with group lasso | 2011 | Zini L. Odone F. | Proceedings of the IEEE International Conference on Computer Vision |

DCE-MRI analysis using sparse adaptive representations | 2011 | Chiusano G. Staglianò A. Basso C. Verri A. | |

A consistent algorithm to solve Lasso, elastic-net and Tikhonov regularization | 2011 | De Vito E. Umanit V. Villa S. | Journal of Complexity |

A computational procedure for functional characterization of potential marker genes from molecular data: Alzheimer's as a case study | 2011 | Squillario M. Barla A. | BMC Medical Genomics |

Vector valued reproducing kernel hilbert spaces and universality | 2010 | Carmeli C. De Vito E. Toigo A. Umanità V. | Analysis and Applications |

A biology-driven approach identifies the hypoxia gene signature as a predictor of the outcome of neuroblastoma patients | 2010 | Fardin P. Barla A. Mosci S. Rosasco L. Verri A. Versteeg R. Caron H.N. Molenaar J.J. Øra I. Eva A. Puppo M. Varesio L. | Molecular Cancer |

Spectral regularization for support estimation | 2010 | De Vito E. Rosasco L. Toigo A. | Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010, NIPS 2010 |

Learning how to grasp objects | 2010 | Barla A. Baldassarre L. Noceti N. Odone F. | Proceedings of the 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning, ESANN 2010 |

Rigidity of carnot groups relative to multicontact structures | 2010 | De Mari F. Ottazzi A. | Proceedings of the American Mathematical Society |

On learning with integral operators | 2010 | Rosasco L. Belkin M. De Vito E. | Journal of Machine Learning Research |

On an inverse problem for anisotropic conductivity in the plane | 2010 | Henkin G. Santacesaria M. | Inverse Problems |

Mathematics of the neural response | 2010 | Smale S. Rosasco L. Bouvrie J. Caponnetto A. Poggio T. | Foundations of Computational Mathematics |

Low-cost face biometry for visually impaired users | 2010 | Balduzzi L. Fusco G. Odone F. Dini S. Mesiti M. Destrero A. Lovato A. | BioMS 2010 - 2010 IEEE Workshop on Biometric Measurements and Systems for Security and Medical Applications, Proceedings |

A global stability estimate for the Gel'fand-Calderón inverse problem in two dimensions | 2010 | Novikov R. Santacesaria M. | Journal of Inverse and Ill-Posed Problems |

Identification of multiple hypoxia signatures in neuroblastoma cell lines by l1-l2 regularization and data reduction | 2010 | Fardin P. Cornero A. Barla A. Mosci S. Acquaviva M. Rosasco L. Gambini C. Verri A. Varesio L. | Journal of Biomedicine and Biotechnology |

Elastic-net regularization: Iterative algorithms and asymptotic behavior of solutions | 2010 | Umanita V. Villa S. | Numerical Functional Analysis and Optimization |

Dynamic contrast-enhanced magnetic resonance imaging in the assessment of disease activity in patients with juvenile idiopathic arthritis. | 2010 | Malattia C. Damasio M.B. Basso C. Verri A. Magnaguagno F. Viola S. Gattorno M. Ravelli A. Tomà P. Martini A. | Rheumatology (Oxford, England) |

Dimensional upper bounds for admissible subgroups for the metaplectic representation | 2010 | Cordero E. De Mari F. Nowak K. Tabacco A. | Mathematische Nachrichten |

An adaptive video surveillance architecture for behavior analysis | 2010 | Zini L. Noceti N. Odone F. | Eurographics Italian Chapter Conference 2010 |

Adaptive kernel methods using the balancing principle | 2010 | De Vito E. Pereverzyev S. Rosasco L. | Foundations of Computational Mathematics |

A regularization approach to nonlinear variable selection | 2010 | Rosasco L. Santoro M. Mosci S. Verri A. Villa S. | Journal of Machine Learning Research |

A randomized algorithm for spectral clustering | 2010 | Rebagliati N. Verri A. | Proceedings of the 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning, ESANN 2010 |

A primal-dual algorithm for group sparse regularization with overlapping groups | 2010 | Mosci S. Villa S. Verri A. Rosasco L. | Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010, NIPS 2010 |

Solving structured sparsity regularization with proximal methods | 2010 | Mosci S. Rosasco L. Santoro M. Verri A. Villa S. | |

Vector field learning via spectral filtering | 2010 | Baldassarre L. Rosasco L. Barla A. Verri A. | |

Towards a theoretical framework for learning multi-modal patterns for embodied agents | 2009 | Noceti N. Caputo B. Castellini C. Baldassarre L. Barla A. Rosasco L. Odone F. Sandini G. | |

The l1-l2regularization framework unmasks the hypoxia signature hidden in the transcriptome of a set of heterogeneous neuroblastoma cell lines | 2009 | Fardin P. Barla A. Mosci S. Rosasco L. Verri A. Varesio L. | BMC Genomics |

Spatio-temporal constraints for on-line 3D object recognition in videos | 2009 | Noceti N. Delponte E. Odone F. | Computer Vision and Image Understanding |

Segmentation of inflamed synovia in multi-modal 3D MRI | 2009 | Basso C. Santoro M. Verri A. Esposito M. | Proceedings - 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2009 |

Quantum homodyne tomography as an informationally complete positive-operator-valued measure | 2009 | Albini P. De Vito E. Toigo A. | Journal of Physics A: Mathematical and Theoretical |

Proton beam radiotherapy of uveal melanoma: Italian patients treated in Nice, France | 2009 | Mosci C. Mosci S. Barla A. Squarcia S. Chauvel P. Iborra N. | European Journal of Ophthalmology |

On invariance in hierarchical models | 2009 | Bouvrie J. Rosasco L. Poggio T. | Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference |

Incentive compatibility in kidney exchange problems | 2009 | Villa S. Patrone F. | Health Care Management Science |

Improving 3D shape retrieval with SVM | 2009 | Delponte E. Basso C. Odone F. Puppo E. | GRAPP 2009 - Proceedings of the 4th International Conference on Computer Graphics Theory and Applications |

Feature selection for high-dimensional data | 2009 | Destrero A. Mosci S. De Mol C. Verri A. Odone F. | Computational Management Science |

Entropy conditions for L r -convergence of empirical processes | 2009 | Caponnetto A. De Vito E. Pontil M. | Advances in Computational Mathematics |

Elastic-net regularization in learning theory | 2009 | De Mol C. De Vito E. Rosasco L. | Journal of Complexity |

Deployment of a regularized feature selection framework on an overlay desktop grid | 2009 | Barla A. Ferrante M. | HiBi09 - 2009 International Workshop on High Performance Computational Systems Biology |

Combined motion and appearance models for robust object tracking in real-time | 2009 | Noceti N. Destrero A. Lovato A. Odone F. | 6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009 |

Clinical evaluation of a (1,3)-β-D-glucan assay for presumptive diagnosis of Pneumocystis jiroveci pneumonia in immunocompromised patients | 2009 | Del Bono V. Mularoni A. Furfaro E. Delfino E. Rosasco L. Miletich F. Viscoli C. | Clinical and Vaccine Immunology |

A sparsity-enforcing method for learning face features | 2009 | Destrero A. De Mol C. Odone F. Verri A. | IEEE Transactions on Image Processing |

A regularized method for selecting nested groups of relevant genes from microarray data | 2009 | De Mol C. Mosci S. Traskine M. Verri A. | Journal of Computational Biology |

A regularized framework for feature selection in face detection and authentication | 2009 | Destrero A. De Mol C. Odone F. Verri A. | International Journal of Computer Vision |

A note on learning with integral operators | 2009 | Rosasco L. Belkin M. De Vito E. | COLT 2009 - The 22nd Conference on Learning Theory |

A classification architecture based on connected components for text detection in unconstrained environments | 2009 | Zini L. Destrero A. Odone F. | 6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009 |

3-SHIRT: Three-dimensional shape indexing and retrieval techniques | 2008 | Castellani U. Cortelazzo G. Cristani M. Delponte E. Fusiello A. Giachetti A. Mizzaro S. Odone F. Puppo E. Scateni R. Zanuttigh P. | 6th Eurographics Italian Chapter Conference 2008 - Proceedings |

Spectral algorithms for supervised learning | 2008 | Lo Gerfo L. Rosasco L. Odone F. De Vito E. Verri A. | Neural Computation |

Machine learning methods for predictive proteomics | 2008 | Barla A. Jurman G. Riccadonna S. Merler S. Chierici M. Furlanello C. | Briefings in Bioinformatics |

Generic well posedness in linear programming | 2008 | Lucchetti R. Radrizzani P. Villa S. | Pacific Journal of Optimization |

Vector valued regression for iron overload estimation | 2008 | Baldassarre L. Barla A. Gianesin B. Marinelli M. | Proceedings - International Conference on Pattern Recognition |

Algebraic stability indicators for ranked lists in molecular profiling | 2008 | Jurman G. Merler S. Barla A. Paoli S. Galea A. Furlanello C. | Bioinformatics |

A method for robust variable selection with significance assessment | 2008 | Barla A. Mosci S. Rosasco L. Verri A. | ESANN 2008 Proceedings, 16th European Symposium on Artificial Neural Networks - Advances in Computational Intelligence and Learning |

Finding structured gene signatures | 2008 | Mosci S. Verri A. Barla A. Rosasco L. | Proceedings - 2008 IEEE International Conference on Bioinformatics and Biomedicine Workshops, BIBMW |

A grid environment for high-throughput proteomics | 2007 | Cannataro M. Barla A. Flor R. Jurman G. Merler S. Paoli S. Tradigo G. Veltri P. Furlanello C. | IEEE Transactions on Nanobioscience |

Spatio-temporal constraints for matching view-based descriptions of 3D objects | 2007 | Delponte E. Noceti N. Odone F. Verri A. | 8th International Workshop on Image Analysis for Multimedia Interactive Services, WIAMIS 2007 |

Optimal rates for the regularized least-squares algorithm | 2007 | Caponnetto A. De Vito E. | Foundations of Computational Mathematics |

On the regularization of sliding modes | 2007 | Levaggi L. Villa S. | SIAM Journal on Optimization |

On regularization algorithms in learning theory | 2007 | Bauer F. Pereverzev S. Rosasco L. | Journal of Complexity |

On early stopping in gradient descent learning | 2007 | Yao Y. Rosasco L. Caponnetto A. | Constructive Approximation |

Fitting 3D morphable models using implicit representations | 2007 | Basso C. Verri A. | GRAPP 2007 - 2nd International Conference on Computer Graphics Theory and Applications, Proceedings |

Dimensionality reduction and generalization | 2007 | Mosci S. Rosasco L. Verri A. | ACM International Conference Proceeding Series |

Appearance-based 3D object recognition with time-invariant features | 2007 | Delponte E. Noceti N. Odone F. Verri A. | Proceedings - 14th International conference on Image Analysis and Processing, ICIAP 2007 |

A trainable system for face detection in unconstrained environments | 2007 | Destrero A. Odone F. Verri A. | Proceedings - 14th International conference on Image Analysis and Processing, ICIAP 2007 |

A system for face detection and tracking in unconstrained environments | 2007 | Destrero A. Odone F. Verri A. | 2007 IEEE Conference on Advanced Video and Signal Based Surveillance, AVSS 2007 Proceedings |

A regularized approach to feature selection for face detection | 2007 | Destrero A. De Mol C. Odone F. Verri A. | |

Support vectors algorithms as regularization networks | 2007 | Caponnetto A. Rosasco L. Odone F. Verri A. | ESANN 2005 Proceedings - 13th European Symposium on Artificial Neural Networks |

Analytic features of reproducing groups for the metaplectic representation | 2006 | Cordero E. De Mari F. Nowak K. Tabacco A. | Journal of Fourier Analysis and Applications |

Analysis on a local approach to 3D object recognition | 2006 | Delponte E. Arnaud E. Odone F. Verri A. | |

Proteome profiling without selection bias | 2006 | Barla A. Irler B. Merler S. Jurman G. Paoli S. Furlanello C. | Proceedings - IEEE Symposium on Computer-Based Medical Systems |

On a variational problem of Ulam | 2006 | Villa S. | IFIP International Federation for Information Processing |

Image classification and retrieval with kernel methods | 2006 | Odone F. Verri A. | Kernel Methods in Bioengineering, Signal and Image Processing |

Approximability of sliding modes and regularization | 2006 | Levaggi L. Villa S. | Proceedings of the 2006 International Workshop on Variable Structure Systems, VSS'06 |

Trains of keypoints for 3D object recognition | 2006 | Arnaud E. Delponte E. Odone F. Verri A. | Proceedings - International Conference on Pattern Recognition |

Shape categorization using string kernels | 2006 | Daliri M.R. Delponte E. Verri A. Torre V. | |

Well-posedness of nonconvex integral functionals | 2005 | Villa S. | SIAM Journal on Control and Optimization |

Web tools to support image classification | 2005 | Odone F. Barla A. Franceschi E. Verri A. | Proceedings of SPIE - The International Society for Optical Engineering |

SVD-matching using SIFT features | 2005 | Delponte E. Isgrò F. Odone F. Verri A. | Institute of Mathematics and its Applications - Vision, Video and Graphics 2005, VVG 2005 |

Statistical learning approaches with application to face detection | 2005 | Franceschi E. Odone F. Verri A. | Lecture Notes in Computer Science |

Model selection for regularized least-squares algorithm in learning theory | 2005 | De Vito E. Caponnetto A. Rosasco L. | Foundations of Computational Mathematics |

Learning, regularization and ill-posed inverse problems | 2005 | Rosasco L. Caponnetto A. De Vito E. De Giovannini U. Odone F. | Advances in Neural Information Processing Systems |

Learning from examples as an inverse problem | 2005 | De Vito E. Rosasco L. Caponnetto A. De Giovannini U. Odone F. | Journal of Machine Learning Research |

Large baseline matching of scale invariant features | 2005 | Delponte E. Isgró F. Odone F. Verri A. | |

Feature selection with nonparametric statistics | 2005 | Franceschi E. Odone F. Smeraldi F. Verri A. | Proceedings - International Conference on Image Processing, ICIP |

Contact and conformal maps in: Parabolic geometry. | 2005 | Cowling M. De Mari F. Korányi A. Reimann H.M. | Geometriae Dedicata |

Building kernels from binary strings for image matching | 2005 | Odone F. Barla A. Verri A. | IEEE Transactions on Image Processing |

An open system for 3D data acquisition from multiple sensor | 2005 | Isgrò F. Odone F. Verri A. | Proceedings - International Workshop on Computer Architecture for Machine Perception, CAMP |

A novel Kernel method for clustering | 2005 | Camastra F. Verri A. | IEEE Transactions on Pattern Analysis and Machine Intelligence |

A classical tool revisited: Object detection by statistical testing | 2005 | Franceschi E. Odone F. Smeraldi F. Verri A. | Proceedings of the SICE Annual Conference |

Some properties of regularized kernel methods | 2004 | De Vito E. Rosasco L. Caponnetto A. Piana M. Verri A. | Journal of Machine Learning Research |

Are Loss Functions All the Same? | 2004 | Rosasco L. De Vito E. Caponnetto A. Piana M. Verri A. | Neural Computation |

Positive operator valued measures covariant with respect to an Abelian group | 2004 | Cassinelli G. De Vito E. Toigo A. | Journal of Mathematical Physics |

Support vector machines for computer vision and pattern recognition | 2003 | Lee S.-W. Verri A. | International Journal of Pattern Recognition and Artificial Intelligence |

Square-integrability modulo a subgroup | 2003 | Cassinelli G. De Vito E. | Transactions of the American Mathematical Society |

Positive operator valued measures covarlant with respect to an irreducible representation | 2003 | Cassinelli G. De Vito E. Toigo A. | Journal of Mathematical Physics |

Old fashioned state-of-the-art image classification | 2003 | Barla A. Odone F. Verri A. | Proceedings - 12th International Conference on Image Analysis and Processing, ICIAP 2003 |

Histogram intersection kernel for image classification | 2003 | Barla A. Odone F. Verri A. | IEEE International Conference on Image Processing |

AW -Convergence and Well-Posedness of Non Convex Functions | 2003 | Villa S. | Journal of Convex Analysis |

A multimedia, multichannel, and personalized news provider | 2003 | Delato M. Martelli A. Martelli M. Mascardi V. Verri A. | |

Canonical subgroups of ℍ1 ⋊ SL(2, R) | 2002 | De Mari F. Nowak K. | Bollettino della Unione Matematica Italiana B |

Regularization and statistical learning theory for data analysis | 2002 | Evgeniou T. Poggio T. Pontil M. Verri A. | Computational Statistics and Data Analysis |

Contact and conformal maps on iwasawa N groups | 2002 | Cowling M. De Mari F. Korányi A. Reimann H.M. | Atti della Accademia Nazionale dei Lincei, Classe di Scienze Fisiche, Matematiche e Naturali, Rendiconti Lincei Matematica e Applicazioni |

Localization type Berezin-Toeplitz operators on bounded symmetric domains | 2002 | De Mari F. Nowak K. | Journal of Geometric Analysis |

Learning and vision machines | 2002 | Heisele B. Verri A. Poggio T. | Proceedings of the IEEE |

Layered representation of a video shot with mosaicing | 2002 | Odone F. Fusiello A. Trucco E. | Pattern Analysis and Applications |

Kernel-based 3D object representation | 2002 | Barla A. Odone F. | |

Image kernels | 2002 | Barla A. Franceschi E. Odone F. Verri A. | |

Hausdorff kernel for 3D object acquisition and detection | 2002 | Barla A. Odone F. Verri A. | |

Covariant localizations in the torus and the phase observables | 2002 | Cassinelli G. De Vito E. Lahti P. Pellonpää J.-P. | Journal of Mathematical Physics |

Uniform eigenvalue estimates for time-frequency localization operators | 2002 | De Mari F. Feichtinger H.G. Nowak K. | Journal of the London Mathematical Society |

Preface | 2002 | Lee S.-W. Verri A. | |

Teleportation and measurement | 2001 | Busch P. Cassinelli G. De Vito E. Lahti P. Levrero A. | Physics Letters, Section A: General, Atomic and Solid State Physics |

SU(1,1) tomography | 2001 | D'Ariano G.M. De Vito E. Maccone L. | Physical Review A. Atomic, Molecular, and Optical Physics |

On Discrete Frames Associated with Semidirect Products | 2001 | Aniello P. Cassinelli G. De Vito E. Levrero A. | Journal of Fourier Analysis and Applications |

General purpose matching of grey level arbitrary images | 2001 | Odone F. Trucco E. Verri A. | |

Analysis of the affine transformations of the time-frequency plane | 2001 | De Mari F. Nowak K. | Bulletin of the Australian Mathematical Society |

A trainable system for grading fish from images | 2001 | Odone F. Trucco E. Verri A. | Applied Artificial Intelligence |

A flexible algorithm for image matching | 2001 | Odone F. Trucco E. Verri A. | Proceedings - 11th International Conference on Image Analysis and Processing, ICIAP 2001 |

Phase space observables and isotypic spaces | 2000 | Cassinelli G. De Vito E. Lahti P. Levrero A. | Journal of Mathematical Physics |

Square-integrable imprimitivity systems | 2000 | Cassinelli G. De Vito E. Levrero A. | Journal of Mathematical Physics |

Learning to recognize visual dynamic events from examples | 2000 | Pittore M. Campani M. Verri A. | International Journal of Computer Vision |

Introduction: Learning and vision at CBCL | 2000 | Poggio T. Verri A. | International Journal of Computer Vision |

Group theoretical quantum tomography | 2000 | Cassinelli G. D'Ariano G.M. De Vito E. Levrero A. | Journal of Mathematical Physics |

A Compact algorithm for rectification of stereo pairs | 2000 | Fusiello A. Trucco E. Verri A. | Machine Vision and Applications |

A theorem of Ludwig revisited | 2000 | Cassinelli G. De Vito E. Lahti P. Levrero A. | Foundations of Physics |

A note on support vector machine degeneracy | 1999 | Rifkin R. Pontil M. Verri A. | |

Toda flows and real Hessenberg manifolds | 1999 | De Mari F. Pedroni M. | Journal of Geometric Analysis |

Representing and recognizing visual dynamic events with support vector machines | 1999 | Pittore M. Basso C. Verri A. | Proceedings - International Conference on Image Analysis and Processing, ICIAP 1999 |

Galilei invariant wave equations | 1999 | Cassinelli G. Levrero A. De Vito E. | Reports on Mathematical Physics |

Frames from imprimitivity systems | 1999 | Aniello P. Cassinelli G. De Vito E. Levrero A. | Journal of Mathematical Physics |

Finding the epipole from uncalibrated optical flow | 1998 | Verri A. Trucco E. | Proceedings of the IEEE International Conference on Computer Vision |

Wavelet transforms and discrete frames associated to semidirect products | 1998 | Aniello P. Cassinelli G. De Vito E. Levrero A. | Journal of Mathematical Physics |

The Nearest-Neighbor Technique for particle identification | 1998 | Pallavicini M. Patrignani C. Pontil M. Verri A. | Nuclear Instruments and Methods in Physics Research, Section A: Accelerators, Spectrometers, Detectors and Associated Equipment |

Symmetries of the quantum state space and group representations | 1998 | Cassinelli G. De Vito E. Lahti P. Levrero A. | Reviews in Mathematical Physics |

Support vector machines for 3D object recognition | 1998 | Pontil M. Verri A. | IEEE Transactions on Pattern Analysis and Machine Intelligence |

Square-integrability of induced representations of semidirect products | 1998 | Aniello P. Cassinelli G. De Vito E. Levrero A. | Reviews in Mathematical Physics |

Recognizing 3-D objects with linear support vector machines | 1998 | Pontil M. Rogai S. Verri A. | |

Properties of Support Vector Machines | 1998 | Pontil M. Verri A. | Neural Computation |

Computing Size Functions from Edge Maps | 1997 | Uras C. Verri A. | International Journal of Computer Vision |

Symmetry groups in quantum mechanics and the theorem of wigner on the symmetry transformations | 1997 | Cassinelli G. De Vito E. Lahti P.J. Levrero A. | Reviews in Mathematical Physics |

On the decompositions of a quantum state | 1997 | Cassinelli G. De Vito E. Levrero A. | Journal of Mathematical Analysis and Applications |

Integrability of the quantum adiabatic evolution and geometric phases | 1997 | Cassinelli G. De Vito E. Levrero A. | Journal of Mathematical Physics |

Direct aspect-based 3-d object recognition | 1997 | Pontil M. Verri A. | |

Metric-topological approach to shape representation and recognition | 1996 | Verri A. Uras C. | Image and Vision Computing |

Aspect-based object recognition with size functions | 1996 | Verri A. Uras C. | Proceedings - International Conference on Pattern Recognition |

Spaces of improper rational matrices and ARMA-systems of fixed McMillan degree | 1996 | De Mari Filippo Glusing-Luerssen Heide | Journal of Mathematical Systems, Estimation, and Control |

The Weyl group as fixed point set of smooth involutions | 1996 | De Mari F. | Journal of Lie Theory |

Analysis of second order differential operators with complex coefficients on the Heisenberg group | 1995 | De Mari F. Peloso M.M. Ricci F. | Journal fur die Reine und Angewandte Mathematik |

Short communication: Pancharatnam’s phase for polarized light | 1994 | De Vito E. Levrero A. | Journal of Modern Optics |

Properties of the range of a state operator | 1994 | Cassinelli G. De Vito E. Lahti P.J. | Reports on Mathematical Physics |

Invariant size functions | 1994 | Verri A. Uras C. | |

Geometric phase and sequential measurements in quantum mechanics | 1994 | Cassinelli G. De Vito E. Lahti P. Levrero A. | Physical Review A |

Vehicle guidance from one dimensional optical flow | 1993 | De Micheli E. Verri A. | IEEE Intelligent Vehicles Symposium, Proceedings |

On the use of size functions for shape analysis | 1993 | Verri A. Uras C. Frosini P. Ferri M. | Proceedings - IEEE Workshop on Qualitative Vision, WQV 1993 |

Computational aspects of motion perception in natural and artificial vision systems. | 1992 | Verri A. Straforini M. Torre V. | Philosophical transactions of the Royal Society of London. Series B, Biological sciences |

Motion analysis from first-order properties of optical flow | 1992 | Campani M. Verri A. | CVGIP: Image Understanding |

Identifying multiple motions from optical flow | 1992 | Rognone A. Campani M. Verri A. | |

Hessenberg varieties | 1992 | De Mari F Procesi C. Shayman M.A. | Transactions of the American Mathematical Society |

First-order analysis of optical flow in monkey brain | 1992 | Orban G.A. Lagae L. Verri A. Raiguel S. Xiao D. Maes H. Torre V. | Proceedings of the National Academy of Sciences of the United States of America |

First order differential technique for optical flow | 1991 | Campani Marco Straforini Marco Verri Alessandro | Proceedings of SPIE - The International Society for Optical Engineering |

Differential techniques for optical flow | 1990 | Verri A. Girosi F. Torre V. | Journal of the Optical Society of America A: Optics and Image Science, and Vision |

Limit cycles of the two-dimensional motion field | 1990 | Verri A. Aicardi F. | Biological Cybernetics |

Computing optical flow from an overconstrained system of linear algebraic equations | 1990 | Campani M. Verri A. | |

3D visual information from vanishing points | 1989 | Bellutta P. Collini G. Verri A. Torre V. | Proceedings. Workshop on Interpretation of 3D Scenes. IEEE Computer Society |

Motion Field and Optical Flow: Qualitative Properties | 1989 | Verri A. Poggio T. | IEEE Transactions on Pattern Analysis and Machine Intelligence |

Mathematical properties of the two-dimensional motion field: From singular points to motion parameters | 1989 | Verri A. Girosi F. Torre V. | Journal of the Optical Society of America A: Optics and Image Science, and Vision |

Mathematical properties of the 2D motion field: from singular points to motion parameters | 1989 | Verri A. Girosi F. Torre V. | Workshop on Visual Motion 1989 |

Constraints for the computation of optical flow | 1989 | Girosi F. Verri A. Torre V. | Workshop on Visual Motion 1989 |

Analysis of differential and matching methods for optical flow | 1989 | Little J. J. Verri A. | Workshop on Visual Motion 1989 |

Some perspective projection invariants | 1988 | Verri A. Yuille A. | Journal of the Optical Society of America A: Optics and Image Science, and Vision |

Generalized Eulerian numbers and the topology of the Hessenberg variety of a matrix | 1988 | De Mari F. Shayman M.A. | Acta Applicandae Mathematicae |

A computational approach to motion perception | 1988 | Uras S. Girosi F. Verri A. Torre V. | Biological Cybernetics |

AGAINST QUANTITATIVE OPTICAL FLOW | 1987 | Verri A. Poggio T. | |

Absolute depth estimate in stereopsis | 1986 | Verri A. Torre V. | Journal of the Optical Society of America A: Optics and Image Science, and Vision |

STEREO ACCURACY FOR ROBOTICS | 1986 | Torre V. Verri A. Fiumicelli A. | |

3D RECONSTRUCTION OF SILHOUETTES | 1984 | Sandini G. Straforini M. Torre V. Verri A. | |

A Markerless Pipeline to Analyze Spontaneous Movements of Preterm Infants | M Moro VP Pastore C Tacchino P Durand I Blanchi P Moretti F Odone M Casadio | Computer Methods and Programs in Biomedicine, Volume 226, November 2022, 107119 |