| Hits ?▲ |
Authors |
Title |
Venue |
Year |
Link |
Author keywords |
| 1 | David T. Jones, Daniel W. A. Buchan, Domenico Cozzetto, Massimiliano Pontil |
PSICOV: precise structural contact prediction using sparse inverse covariance estimation on large multiple sequence alignments.  |
Bioinformatics  |
2012 |
DBLP DOI BibTeX RDF |
|
| 1 | Luca Baldassarre, Jean Morales, Andreas Argyriou, Massimiliano Pontil |
A General Framework for Structured Sparsity via Proximal Optimization. |
Journal of Machine Learning Research - Proceedings Track |
2012 |
DBLP BibTeX RDF |
|
| 1 | Bernardino Romera-Paredes, Andreas Argyriou, Nadia Berthouze, Massimiliano Pontil |
Exploiting Unrelated Tasks in Multi-Task Learning. |
Journal of Machine Learning Research - Proceedings Track |
2012 |
DBLP BibTeX RDF |
|
| 1 | Andreas Maurer, Massimiliano Pontil |
Structured Sparsity and Generalization. |
Journal of Machine Learning Research |
2012 |
DBLP BibTeX RDF |
|
| 1 | Andreas Argyriou, Luca Baldassarre, Jean Morales, Massimiliano Pontil |
A General Framework for Structured Sparsity via Proximal Optimization |
CoRR |
2011 |
DBLP BibTeX RDF |
|
| 1 | Steffen Grünewälder, Luca Baldassarre, Massimiliano Pontil, Arthur Gretton, Guy Lever |
Modeling transition dynamics in MDPs with RKHS embeddings of conditional distributions |
CoRR |
2011 |
DBLP BibTeX RDF |
|
| 1 | Andreas Argyriou, Charles A. Micchelli, Massimiliano Pontil, Lixin Shen, Yuesheng Xu |
Efficient First Order Methods for Linear Composite Regularizers |
CoRR |
2011 |
DBLP BibTeX RDF |
|
| 1 | Anastasios Noulas, Salvatore Scellato, Renaud Lambiotte, Massimiliano Pontil, Cecilia Mascolo |
A tale of many cities: universal patterns in human urban mobility |
CoRR |
2011 |
DBLP BibTeX RDF |
|
| 1 | Andreas Maurer, Massimiliano Pontil |
Structured Sparsity and Generalization |
CoRR |
2011 |
DBLP BibTeX RDF |
|
| 1 | Anastasios Noulas, Salvatore Scellato, Cecilia Mascolo, Massimiliano Pontil |
Exploiting Semantic Annotations for Clustering Geographic Areas and Users in Location-based Social Networks. |
The Social Mobile Web |
2011 |
DBLP BibTeX RDF |
|
| 1 | Anastasios Noulas, Salvatore Scellato, Cecilia Mascolo, Massimiliano Pontil |
An Empirical Study of Geographic User Activity Patterns in Foursquare. |
ICWSM |
2011 |
DBLP BibTeX RDF |
|
| 1 | Andreas Argyriou, Charles A. Micchelli, Massimiliano Pontil |
On Spectral Learning. |
Journal of Machine Learning Research |
2010 |
DBLP DOI BibTeX RDF |
|
| 1 | Augusto Maurer, Massimiliano Pontil |
K -Dimensional Coding Schemes in Hilbert Spaces. |
IEEE Transactions on Information Theory |
2010 |
DBLP DOI BibTeX RDF |
|
| 1 | Charles A. Micchelli, Jean Morales, Massimiliano Pontil |
A Family of Penalty Functions for Structured Sparsity. |
NIPS |
2010 |
DBLP BibTeX RDF |
|
| 1 | Stefano Lise, Cédric Archambeau, Massimiliano Pontil, David T. Jones |
Prediction of hot spot residues at protein-protein interfaces by combining machine learning and energy-based methods. |
BMC Bioinformatics |
2009 |
DBLP DOI BibTeX RDF |
|
| 1 | Andreas Argyriou, Charles A. Micchelli, Massimiliano Pontil |
When Is There a Representer Theorem? Vector Versus Matrix Regularizers. |
Journal of Machine Learning Research |
2009 |
DBLP DOI BibTeX RDF |
|
| 1 | Andrea Caponnetto, Ernesto De Vito, Massimiliano Pontil |
Entropy conditions for L r -convergence of empirical processes. |
Adv. Comput. Math. |
2009 |
DBLP DOI BibTeX RDF |
Mathematics Subject Classifications (2000) Primary 60G15, 60G51 |
| 1 | Karim Lounici, Massimiliano Pontil, Alexandre B. Tsybakov, Sara A. van de Geer |
Taking Advantage of Sparsity in Multi-Task Learning. |
COLT |
2009 |
DBLP BibTeX RDF |
|
| 1 | Andreas Maurer, Massimiliano Pontil |
Empirical Bernstein Bounds and Sample-Variance Penalization. |
COLT |
2009 |
DBLP BibTeX RDF |
|
| 1 | Yiming Ying, Massimiliano Pontil |
Online Gradient Descent Learning Algorithms. |
Foundations of Computational Mathematics |
2008 |
DBLP DOI BibTeX RDF |
|
| 1 | Andrea Caponnetto, Charles A. Micchelli, Massimiliano Pontil, Yiming Ying |
Universal Multi-Task Kernels. |
Journal of Machine Learning Research |
2008 |
DBLP DOI BibTeX RDF |
|
| 1 | Andreas Argyriou, Theodoros Evgeniou, Massimiliano Pontil |
Convex multi-task feature learning. |
Machine Learning |
2008 |
DBLP DOI BibTeX RDF |
Vector-valued functions, Collaborative filtering, Regularization, Kernels, Transfer learning, Multi-task learning, Inductive transfer |
| 1 | Andreas Argyriou, Charles A. Micchelli, Massimiliano Pontil |
When is there a representer theorem? Vector versus matrix regularizers |
CoRR |
2008 |
DBLP BibTeX RDF |
|
| 1 | Andreas Argyriou, Andreas Maurer, Massimiliano Pontil |
An Algorithm for Transfer Learning in a Heterogeneous Environment. |
ECML/PKDD |
2008 |
DBLP DOI BibTeX RDF |
Learning to learn, transfer learning, multi-task learning |
| 1 | Andreas Maurer, Massimiliano Pontil |
A Uniform Lower Error Bound for Half-Space Learning. |
ALT |
2008 |
DBLP DOI BibTeX RDF |
|
| 1 | Andreas Maurer, Massimiliano Pontil |
Generalization Bounds for K-Dimensional Coding Schemes in Hilbert Spaces. |
ALT |
2008 |
DBLP DOI BibTeX RDF |
|
| 1 | Mark Herbster, Massimiliano Pontil, Sergio Rojas Galeano |
Fast Prediction on a Tree. |
NIPS |
2008 |
DBLP BibTeX RDF |
|
| 1 | Mark Herbster, Guy Lever, Massimiliano Pontil |
Online Prediction on Large Diameter Graphs. |
NIPS |
2008 |
DBLP BibTeX RDF |
|
| 1 | Charles A. Micchelli, Massimiliano Pontil |
Feature space perspectives for learning the kernel. |
Machine Learning |
2007 |
DBLP DOI BibTeX RDF |
Banach space regularization, Learning the kernels, Kernel methods, Convex optimization, Sparsity |
| 1 | Andreas Argyriou, Charles A. Micchelli, Massimiliano Pontil, Yiming Ying |
A Spectral Regularization Framework for Multi-Task Structure Learning. |
NIPS |
2007 |
DBLP BibTeX RDF |
|
| 1 | Andreas Argyriou, Raphael Hauser, Charles A. Micchelli, Massimiliano Pontil |
A DC-programming algorithm for kernel selection. |
ICML |
2006 |
DBLP DOI BibTeX RDF |
|
| 1 | Andreas Argyriou, Theodoros Evgeniou, Massimiliano Pontil |
Multi-Task Feature Learning. |
NIPS |
2006 |
DBLP BibTeX RDF |
|
| 1 | Mark Herbster, Massimiliano Pontil |
Prediction on a Graph with a Perceptron. |
NIPS |
2006 |
DBLP BibTeX RDF |
|
| 1 | Theodoros Evgeniou, Charles A. Micchelli, Massimiliano Pontil |
Learning Multiple Tasks with Kernel Methods. |
Journal of Machine Learning Research |
2005 |
DBLP BibTeX RDF |
|
| 1 | Charles A. Micchelli, Massimiliano Pontil |
Learning the Kernel Function via Regularization. |
Journal of Machine Learning Research |
2005 |
DBLP BibTeX RDF |
|
| 1 | André Elisseeff, Theodoros Evgeniou, Massimiliano Pontil |
Stability of Randomized Learning Algorithms. |
Journal of Machine Learning Research |
2005 |
DBLP BibTeX RDF |
|
| 1 | Charles A. Micchelli, Massimiliano Pontil |
On Learning Vector-Valued Functions. |
Neural Computation |
2005 |
DBLP DOI BibTeX RDF |
|
| 1 | Sauro Menchetti, Fabrizio Costa, Paolo Frasconi, Massimiliano Pontil |
Wide coverage natural language processing using kernel methods and neural networks for structured data. |
Pattern Recognition Letters |
2005 |
DBLP DOI BibTeX RDF |
|
| 1 | Mark Herbster, Massimiliano Pontil, Lisa Wainer |
Online learning over graphs. |
ICML |
2005 |
DBLP DOI BibTeX RDF |
|
| 1 | Andreas Argyriou, Charles A. Micchelli, Massimiliano Pontil |
Learning Convex Combinations of Continuously Parameterized Basic Kernels. |
COLT |
2005 |
DBLP DOI BibTeX RDF |
|
| 1 | Andreas Argyriou, Mark Herbster, Massimiliano Pontil |
Combining Graph Laplacians for Semi-Supervised Learning. |
NIPS |
2005 |
DBLP BibTeX RDF |
|
| 1 | Andrea Passerini, Massimiliano Pontil, Paolo Frasconi |
New results on error correcting output codes of kernel machines. |
IEEE Transactions on Neural Networks |
2004 |
DBLP DOI BibTeX RDF |
|
| 1 | Theodoros Evgeniou, Massimiliano Pontil, André Elisseeff |
Leave One Out Error, Stability, and Generalization of Voting Combinations of Classifiers. |
Machine Learning |
2004 |
DBLP DOI BibTeX RDF |
combinations of machines, stability, bagging, cross-validation |
| 1 | Charles A. Micchelli, Massimiliano Pontil |
A Function Representation for Learning in Banach Spaces. |
COLT |
2004 |
DBLP DOI BibTeX RDF |
|
| 1 | Charles A. Micchelli, Massimiliano Pontil |
Kernels for Multi--task Learning. |
NIPS |
2004 |
DBLP BibTeX RDF |
|
| 1 | Theodoros Evgeniou, Massimiliano Pontil |
Regularized multi--task learning. |
KDD |
2004 |
DBLP DOI BibTeX RDF |
support vector machines, regularization, kernel methods, multi-task learning |
| 1 | Theodoros Evgeniou, Massimiliano Pontil, Constantine Papageorgiou, Tomaso Poggio |
Image Representations and Feature Selection for Multimedia Database Search. |
IEEE Trans. Knowl. Data Eng. |
2003 |
DBLP DOI BibTeX RDF |
multimedia data search, Machine learning, support vector machines, image representation, object detection |
| 1 | Massimiliano Pontil |
A note on different covering numbers in learning theory. |
J. Complexity |
2003 |
DBLP DOI BibTeX RDF |
|
| 1 | Chikahito Nakajima, Massimiliano Pontil, Bernd Heisele, Tomaso Poggio |
Full-body person recognition system. |
Pattern Recognition |
2003 |
DBLP DOI BibTeX RDF |
|
| 1 | Yuan Yao, Gian Luca Marcialis, Massimiliano Pontil, Paolo Frasconi, Fabio Roli |
Combining flat and structured representations for fingerprint classification with recursive neural networks and support vector machines. |
Pattern Recognition |
2003 |
DBLP DOI BibTeX RDF |
|
| 1 | Massimiliano Pontil |
Reproducing kernels and regularization methods in machine learning. |
ESANN |
2003 |
DBLP BibTeX RDF |
|
| 1 | Michiko Yamana, Hiroyuki Nakahara, Massimiliano Pontil, Shun-ichi Amari |
On different ensembles of kernel machines. |
ESANN |
2003 |
DBLP BibTeX RDF |
|
| 1 | Chikahito Nakajima, Massimiliano Pontil |
Maintenance Training of Electric Power Facilities Using Object Recognition by SVM. |
SVM |
2002 |
DBLP DOI BibTeX RDF |
|
| 1 | Savina Andonova, André Elisseeff, Theodoros Evgeniou, Massimiliano Pontil |
A Simple Algorithm for Learning Stable Machines. |
ECAI |
2002 |
DBLP BibTeX RDF |
|
| 1 | Andrea Passerini, Massimiliano Pontil, Paolo Frasconi |
From Margins to Probabilities in Multiclass Learning Problems. |
ECAI |
2002 |
DBLP BibTeX RDF |
|
| 1 | Massimiliano Pontil |
A Short Review of Statistical Learning Theory. |
WIRN |
2002 |
DBLP DOI BibTeX RDF |
Regularization, Statistical learning theory, Structural risk minimization |
| 1 | Theodoros Evgeniou, Massimiliano Pontil |
Learning Preference Relations from Data. |
WIRN |
2002 |
DBLP DOI BibTeX RDF |
Preference relations, Statistical learning theory |
| 1 | Theodoros Evgeniou, Massimiliano Pontil |
Support Vector Machines with Clustering for Training with Very Large Datasets. |
SETN |
2002 |
DBLP DOI BibTeX RDF |
|
| 1 | Yuan Yao, Gian Luca Marcialis, Massimiliano Pontil, Paolo Frasconi, Fabio Roli |
A New Machine Learning Approach to Fingerprint Classification. |
AI*IA |
2001 |
DBLP DOI BibTeX RDF |
|
| 1 | Bernd Heisele, Thomas Serre, Massimiliano Pontil, Tomaso Poggio |
Component-based Face Detection. |
CVPR |
2001 |
DBLP DOI BibTeX RDF |
|
| 1 | Yuan Yao, Paolo Frasconi, Massimiliano Pontil |
Fingerprint Classification with Combinations of Support Vector Machines. |
AVBPA |
2001 |
DBLP DOI BibTeX RDF |
|
| 1 | Bernd Heisele, Thomas Serre, Massimiliano Pontil, Thomas Vetter, Tomaso Poggio |
Categorization by Learning and Combining Object Parts. |
NIPS |
2001 |
DBLP BibTeX RDF |
|
| 1 | Theodoros Evgeniou, Massimiliano Pontil |
Support Vector Machines: Theory and Applications. |
Machine Learning and Its Applications |
2001 |
DBLP DOI BibTeX RDF |
|
| 1 | Theodoros Evgeniou, Massimiliano Pontil, Tomaso Poggio |
Regularization Networks and Support Vector Machines. |
Adv. Comput. Math. |
2000 |
DBLP DOI BibTeX RDF |
Support Vector Machines, regularization, Radial Basis Functions, Reproducing Kernel Hilbert Space, Structural Risk Minimization |
| 1 | Theodoros Evgeniou, Massimiliano Pontil, Tomaso Poggio |
Statistical Learning Theory: A Primer. |
International Journal of Computer Vision |
2000 |
DBLP DOI BibTeX RDF |
|
| 1 | Chikahito Nakajima, Norihiko Itoh, Massimiliano Pontil, Tomaso Poggio |
Object Recognition and Detection by a Combination of Support Vector Machine and Rotation Invariant Phase Only Correlation. |
ICPR |
2000 |
DBLP DOI BibTeX RDF |
|
| 1 | Theodoros Evgeniou, Luis Pérez-Breva, Massimiliano Pontil, Tomaso Poggio |
Bounds on the Generalization Performance of Kernel Machine Ensembles. |
ICML |
2000 |
DBLP BibTeX RDF |
|
| 1 | Theodoros Evgeniou, Massimiliano Pontil |
A Note on the Generalization Performance of Kernel Classifiers with Margin. |
ALT |
2000 |
DBLP DOI BibTeX RDF |
|
| 1 | Massimiliano Pontil, Sayan Mukherjee, Federico Girosi |
On the Noise Model of Support Vector Machines Regression. |
ALT |
2000 |
DBLP DOI BibTeX RDF |
|
| 1 | Chikahito Nakajima, Massimiliano Pontil, Tomaso Poggio |
People Recognition and Pose Estimation in Image Sequences. |
IJCNN |
2000 |
DBLP DOI BibTeX RDF |
|
| 1 | Jason Weston, Sayan Mukherjee, Olivier Chapelle, Massimiliano Pontil, Tomaso Poggio, Vladimir Vapnik |
Feature Selection for SVMs. |
NIPS |
2000 |
DBLP BibTeX RDF |
|
| 1 | Massimiliano Pontil, Ryan M. Rifkin, Theodoros Evgeniou |
From regression to classification in support vector machines. |
ESANN |
1999 |
DBLP BibTeX RDF |
|
| 1 | N. Barabino, M. Pallavicini, A. Petrolini, Massimiliano Pontil, Alessandro Verri |
Support vector machines vs multi-layer perceptrons in particle identification. |
ESANN |
1999 |
DBLP BibTeX RDF |
|
| 1 | Ryan M. Rifkin, Massimiliano Pontil, Alessandro Verri |
A Note on Support Vector Machine Degeneracy. |
ATL |
1999 |
DBLP DOI BibTeX RDF |
|
| 1 | Theodoros Evgeniou, Massimiliano Pontil |
On the Vgamma Dimension for Regression in Reproducing Kernel Hilbert Spaces. |
ATL |
1999 |
DBLP DOI BibTeX RDF |
|
| 1 | Massimiliano Pontil, Alessandro Verri |
Support Vector Machines for 3D Object Recognition. |
IEEE Trans. Pattern Anal. Mach. Intell. |
1998 |
DBLP DOI BibTeX RDF |
optimal separating hyperplane, appearance-based object recognition, pattern recognition, Support vector machines |
| 1 | Massimiliano Pontil, Alessandro Verri |
Properties of Support Vector Machines. |
Neural Computation |
1998 |
DBLP DOI BibTeX RDF |
|
| 1 | Massimiliano Pontil, Stefano Rogai, Alessandro Verri |
Recognizing 3-D Objects with Linear Support Vector Machines. |
ECCV |
1998 |
DBLP DOI BibTeX RDF |
|
| 1 | Massimiliano Pontil, Alessandro Verri |
Direct Aspect-Based 3D Object Recognition. |
ICIAP |
1997 |
DBLP DOI BibTeX RDF |
|
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