Welcome to D
SIGMOD 2004
PODS 2004
SIGMOD RECOR
CIKM 2004
DASFAA 2004
DBPL 2003
DE-BULLETIN
DEBS 2004
DMKD 2004
DMSN 2004
DOLAP 2004
DPDJ 2004
EDBT 2004
ER 2003
GIS 2004
HDP 2004
HYPERTEXT 20
ICDE 2004
ICDT 2003
JCDL 2004
MDM
MIR 2004
MIS 2004
MMDB 2004
MOBIDE 2003
RIDE 2004
SBBD 2003
SIGIR FORUM
SIGIR 2004
SIGKDD EXPLO
SIGKDD 2004
SSDBM 2004
SSTD 2003
TIME 2004
TODS 2004
VLDB 2004
VLDB Journal
WEBDB 2004
WIDM 2004
XIME-P 2004
Footer

Massimiliano Pontil

Papers on DiSC'04


Regularized Multi-Task Learning

Publications


Note: Links lead to the DBLP on the Web.

Massimiliano Pontil

Charles A. Micchelli , Massimiliano Pontil: A Function Representation for Learning in Banach Spaces. COLT 2004 : 255-269

Theodoros Evgeniou , Massimiliano Pontil: Regularized multi--task learning. KDD 2004 : 109-117

Theodoros Evgeniou , Massimiliano Pontil, André Elisseeff : Leave One Out Error, Stability, and Generalization of Voting Combinations of Classifiers. Machine Learning 55 (1): 71-97 (2004)

Theodoros Evgeniou , Massimiliano Pontil, Constantine Papageorgiou , Tomaso Poggio : Image Representations and Feature Selection for Multimedia Database Search. IEEE Trans. Knowl. Data Eng. 15 (4): 911-920 (2003)

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 36 (2): 397-406 (2003)

Chikahito Nakajima , Massimiliano Pontil, Bernd Heisele , Tomaso Poggio : Full-body person recognition system. Pattern Recognition 36 (9): 1997-2006 (2003)

Andrea Passerini , Massimiliano Pontil, Paolo Frasconi : From Margins to Probabilities in Multiclass Learning Problems. ECAI 2002 : 400-404

Savina Andonova , André Elisseeff , Theodoros Evgeniou , Massimiliano Pontil: A Simple Algorithm for Learning Stable Machines. ECAI 2002 : 513-517

Theodoros Evgeniou , Massimiliano Pontil: Support Vector Machines with Clustering for Training with Very Large Datasets. SETN 2002 : 346-354

Chikahito Nakajima , Massimiliano Pontil: Maintenance Training of Electric Power Facilities Using Object Recognition by SVM. SVM 2002 : 112-119

Theodoros Evgeniou , Massimiliano Pontil: Learning Preference Relations from Data. WIRN 2002 : 23-34

Massimiliano Pontil: A Short Review of Statistical Learning Theory. WIRN 2002 : 233-242

Yuan Yao , Gian Luca Marcialis , Massimiliano Pontil, Paolo Frasconi , Fabio Roli : A New Machine Learning Approach to Fingerprint Classification. AI*IA 2001 : 57-63

Yuan Yao , Paolo Frasconi , Massimiliano Pontil: Fingerprint Classification with Combinations of Support Vector Machines. AVBPA 2001 : 253-258

Bernd Heisele , Thomas Serre , Massimiliano Pontil, Tomaso Poggio : Component-based Face Detection. CVPR (1) 2001 : 657-662

Theodoros Evgeniou , Massimiliano Pontil: Support Vector Machines: Theory and Applications. Machine Learning and Its Applications 2001 : 249-257

Bernd Heisele , T. Serre , Massimiliano Pontil, Thomas Vetter , Tomaso Poggio : Categorization by Learning and Combining Object Parts. NIPS 2001 : 1239-1245

Theodoros Evgeniou , Massimiliano Pontil: A Note on the Generalization Performance of Kernel Classifiers with Margin. ALT 2000 : 306-315

Massimiliano Pontil, Sayan Mukherjee , Federico Girosi : On the Noise Model of Support Vector Machines Regression. ALT 2000 : 316-324

Theodoros Evgeniou , Luis Perez-Breva , Massimiliano Pontil, Tomaso Poggio : Bounds on the Generalization Performance of Kernel Machine Ensembles. ICML 2000 : 271-278

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 : 4787-4790

Chikahito Nakajima , Massimiliano Pontil, Tomaso Poggio : People Recognition and Pose Estimation in Image Sequences. IJCNN (4) 2000 : 189-196

Jason Weston , Sayan Mukherjee , Olivier Chapelle , Massimiliano Pontil, Tomaso Poggio , Vladimir Vapnik : Feature Selection for SVMs. NIPS 2000 : 668-674

Theodoros Evgeniou , Massimiliano Pontil, Tomaso Poggio : Statistical Learning Theory: A Primer. International Journal of Computer Vision 38 (1): 9-13 (2000)

Theodoros Evgeniou , Massimiliano Pontil: On the V gamma Dimension for Regression in Reproducing Kernel Hilbert Spaces. ATL 1999 : 106-117

Ryan M. Rifkin , Massimiliano Pontil, Alessandro Verri : A Note on Support Vector Machine Degeneracy. ATL 1999 : 252-263

Massimiliano Pontil, Stefano Rogai , Alessandro Verri : Recognizing 3-D Objects with Linear Support Vector Machines. ECCV (2) 1998 : 469-483

Massimiliano Pontil, Alessandro Verri : Support Vector Machines for 3D Object Recognition. IEEE Trans. Pattern Anal. Mach. Intell. 20 (6): 637-646 (1998)

Massimiliano Pontil, Alessandro Verri : Properties of Support Vector Machines. Neural Computation 10 (4): 955-974 (1998)

Massimiliano Pontil, Alessandro Verri : Direct Aspect-Based 3D Object Recognition. ICIAP (2) 1997 : 300-307

1 [ 23 ]

2 [ 8 ]

3 [ 23 ] [ 28 ]

4 [ 6 ] [ 7 ] [ 11 ] [ 13 ] [ 15 ] [ 20 ] [ 22 ] [ 23 ] [ 27 ] [ 28 ] [ 29 ]

5 [ 17 ] [ 18 ] [ 24 ] [ 26 ]

6 [ 12 ]

7 [ 14 ] [ 16 ] [ 25 ]

8 [ 10 ]

9 [ 18 ] [ 26 ]

10 [ 30 ]

11 [ 8 ] [ 12 ]

12 [ 9 ] [ 10 ] [ 21 ] [ 25 ]

13 [ 27 ]

14 [ 24 ]

15 [ 11 ]

16 [ 7 ] [ 8 ] [ 9 ] [ 10 ] [ 11 ] [ 14 ] [ 16 ] [ 25 ] [ 27 ]

17 [ 5 ]

18 [ 4 ]

19 [ 18 ] [ 26 ]

20 [ 14 ]

21 [ 16 ]

22 [ 8 ]

23 [ 1 ] [ 2 ] [ 3 ] [ 4 ] [ 5 ]

24 [ 14 ]

25 [ 8 ]

26 [ 17 ] [ 18 ] [ 26 ]




©2005 Association for Computing Machinery