Massimiliano Pontil
Massimiliano Pontil
Istituto Italiano di Tecnologia & University College London
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Regularized multi--task learning
T Evgeniou, M Pontil
Proceedings of the tenth ACM SIGKDD international conference on Knowledge …, 2004
15222004
Regularization networks and support vector machines
T Evgeniou, M Pontil, T Poggio
Advances in computational mathematics 13 (1), 1, 2000
14682000
Convex multi-task feature learning
A Argyriou, T Evgeniou, M Pontil
Machine learning 73 (3), 243-272, 2008
14612008
Multi-task feature learning
A Argyriou, T Evgeniou, M Pontil
Advances in neural information processing systems 19, 41, 2007
14382007
Feature selection for SVMs
J Weston, S Mukherjee, O Chapelle, M Pontil, T Poggio, V Vapnik
NIPS 12, 668-674, 2000
13632000
Support vector machines for 3D object recognition
M Pontil, A Verri
IEEE transactions on pattern analysis and machine intelligence 20 (6), 637-646, 1998
11211998
Learning multiple tasks with kernel methods
T Evgeniou, CA Micchelli, M Pontil
Journal of machine learning research 6 (Apr), 615-637, 2005
9482005
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, 2012
6442012
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
6242012
An empirical study of geographic user activity patterns in foursquare
A Noulas, S Scellato, C Mascolo, M Pontil
Proceedings of the International AAAI Conference on Web and Social Media 5 (1), 2011
6162011
On learning vector-valued functions
CA Micchelli, M Pontil
Neural computation 17 (1), 177-204, 2005
4912005
Predicting structured data
J Altun, G Bakir, O Bousquet, S Chopra, C Cortes, Daume III, O Dekel, ...
MIT press, 2007
465*2007
Learning the kernel function via regularization
CA Micchelli, M Pontil
Journal of machine learning research 6 (Jul), 1099-1125, 2005
4572005
Advances in large margin classifiers
AJ Smola, PJ Bartlett, D Schuurmans, B Schölkopf
MIT press, 2000
3912000
Optimal kernel choice for large-scale two-sample tests
A Gretton, D Sejdinovic, H Strathmann, S Balakrishnan, M Pontil, ...
Advances in neural information processing systems 25, 1205-1213, 2012
3262012
Empirical Bernstein bounds and sample variance penalization
A Maurer, M Pontil
arXiv preprint arXiv:0907.3740, 2009
3002009
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
2972011
Component-based face detection
B Heiselet, T Serre, M Pontil, T Poggio
Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision …, 2001
2902001
Face detection in still gray images
B Heisele, M Pontil
MASSACHUSETTS INST OF TECH CAMBRIDGE MA CENTER FOR BIOLOGICAL AND …, 2000
2872000
Properties of support vector machines
M Pontil, A Verri
Neural Computation 10 (4), 955-974, 1998
2771998
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Artiklar 1–20