Massimiliano Pontil
Massimiliano Pontil
Istituto Italiano di Tecnologia & University College London
Verified email at iit.it - Homepage
TitleCited byYear
Regularization networks and support vector machines
T Evgeniou, M Pontil, T Poggio
Advances in computational mathematics 13 (1), 1, 2000
13462000
Feature selection for SVMs
J Weston, S Mukherjee, O Chapelle, M Pontil, T Poggio, V Vapnik
NIPS 12, 668-674, 2000
12282000
Convex multi-task feature learning
A Argyriou, T Evgeniou, M Pontil
Machine Learning 73 (3), 243-272, 2008
12062008
Regularized multi--task learning
T Evgeniou, M Pontil
Proceedings of the tenth ACM SIGKDD international conference on Knowledge …, 2004
12052004
Multi-task feature learning
A Argyriou, T Evgeniou, M Pontil
Advances in neural information processing systems 19, 41, 2007
11432007
Support vector machines for 3D object recognition
M Pontil, A Verri
IEEE transactions on pattern analysis and machine intelligence 20 (6), 637-646, 1998
10981998
Learning multiple tasks with kernel methods
T Evgeniou, CA Micchelli, M Pontil
Journal of Machine Learning Research 6 (Apr), 615-637, 2005
8282005
An empirical study of geographic user activity patterns in foursquare
A Noulas, S Scellato, C Mascolo, M Pontil
Fifth international AAAI conference on weblogs and social media, 2011
5092011
PSICOV: precise structural contact prediction using sparse inverse covariance estimation on large multiple sequence alignments
DT Jones, DWA Buchan, D Cozzetto, M Pontil
Bioinformatics 28 (2), 184-190, 2011
4952011
A tale of many cities: universal patterns in human urban mobility
A Noulas, S Scellato, R Lambiotte, M Pontil, C Mascolo
PloS one 7 (5), e37027, 2012
4942012
Learning the kernel function via regularization
CA Micchelli, M Pontil
Journal of machine learning research 6 (Jul), 1099-1125, 2005
4182005
On learning vector-valued functions
CA Micchelli, M Pontil
Neural computation 17 (1), 177-204, 2005
4062005
Predicting structured data
J Altun, G Bakir, O Bousquet, S Chopra, C Cortes, Daume III, O Dekel, ...
MIT press, 2007
399*2007
Advances in large margin classifiers
AJ Smola, PJ Bartlett, D Schuurmans, B Schölkopf
MIT press, 2000
3552000
Face detection in still gray images
B Heisele, M Pontil
MASSACHUSETTS INST OF TECH CAMBRIDGE MA CENTER FOR BIOLOGICAL AND …, 2000
2702000
Component-based face detection
B Heiselet, T Serre, M Pontil, T Poggio
Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision …, 2001
2672001
Properties of support vector machines
M Pontil, A Verri
Neural Computation 10 (4), 955-974, 1998
2611998
Oracle inequalities and optimal inference under group sparsity
K Lounici, M Pontil, S Van De Geer, AB Tsybakov
The Annals of Statistics 39 (4), 2164-2204, 2011
2302011
Taking advantage of sparsity in multi-task learning
K Lounici, M Pontil, AB Tsybakov, S Van De Geer
arXiv preprint arXiv:0903.1468, 2009
2202009
A Spectral Regularization Framework for Multi-Task Structure Learning
YY Andreas Argyriou, Charles A. Micchelli, Massimiliano Pontil
Advances in Neural Information Processing Systems 20, 25-32, 2008
2142008
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Articles 1–20