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## Pontil, Massimiliano

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 Author ID: pontil.massimiliano Published as: Pontil, Massimiliano
 Documents Indexed: 43 Publications since 1998
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#### Co-Authors

 2 single-authored 12 Micchelli, Charles A. 11 Evgeniou, Theodoros 6 Maurer, Andreas 4 Argyriou, Andreas 4 Poggio, Tomaso A. 3 Verri, Alessandro 2 Baldassarre, Luca 2 Caponnetto, Andrea 2 Elisseeff, André 2 Frasconi, Paolo 2 Herbster, Mark 2 Mcdonald, Andrew M. 2 Nakajima, Chikahito 2 Yao, Yuan 2 Ying, Yiming 1 Ciliberto, Carlo 1 Combettes, Patrick L. 1 De Vito, Ernesto 1 Girosi, Federico 1 Heisele, Bernd 1 Ialongo, Alessandro Davide 1 Lounici, Karim 1 Marcialis, Gian Luca 1 Morales, Jean M. 1 Mukherjee, Sayan 1 Pasteris, Stephen 1 Rifkin, Ryan M. 1 Rocchetto, Andrea 1 Rogai, Stefano 1 Roli, Fabio 1 Romera-Paredes, Bernardino 1 Severini, Simone 1 Stamos, Dimitris 1 Tsybakov, Alexandre B. 1 Van de Geer, Sara Anna 1 Wossnig, Leonard 1 Wu, Qiang 1 Zhou, Dingxuan
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#### Serials

 10 Journal of Machine Learning Research (JMLR) 3 Advances in Computational Mathematics 1 IEEE Transactions on Information Theory 1 The Annals of Statistics 1 Journal of Complexity 1 Machine Learning 1 Neural Computation 1 Numerical Algorithms 1 Pattern Recognition 1 Computational Statistics and Data Analysis 1 International Journal of Computer Vision 1 Foundations of Computational Mathematics 1 Analysis and Applications (Singapore) 1 Proceedings of the Royal Society of London. A. Mathematical, Physical and Engineering Sciences
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#### Fields

 36 Computer science (68-XX) 11 Statistics (62-XX) 2 Operator theory (47-XX) 2 Probability theory and stochastic processes (60-XX) 2 Operations research, mathematical programming (90-XX) 2 Biology and other natural sciences (92-XX) 2 Information and communication theory, circuits (94-XX) 1 History and biography (01-XX) 1 Combinatorics (05-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Quantum theory (81-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Systems theory; control (93-XX)

#### Citations contained in zbMATH Open

33 Publications have been cited 600 times in 482 Documents Cited by Year
Regularization networks and support vector machines. Zbl 0939.68098
Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso
2000
Oracle inequalities and optimal inference under group sparsity. Zbl 1306.62156
Lounici, Karim; Pontil, Massimiliano; van de Geer, Sara; Tsybakov, Alexandre B.
2011
Learning the kernel function via regularization. Zbl 1222.68265
Micchelli, Charles A.; Pontil, Massimiliano
2005
On learning vector-valued functions. Zbl 1092.93045
Micchelli, Charles A.; Pontil, Massimiliano
2005
Learning multiple tasks with kernel methods. Zbl 1222.68197
Evgeniou, Theodoros; Micchelli, Charles A.; Pontil, Massimiliano
2005
Caponnetto, Andrea; Micchelli, Charles A.; Pontil, Massimiliano; Ying, Yiming
2008
Online gradient descent learning algorithms. Zbl 1175.68211
Ying, Yiming; Pontil, Massimiliano
2008
A function representation for learning in Banach spaces. Zbl 1078.68129
Micchelli, Charles A.; Pontil, Massimiliano
2004
On spectral learning. Zbl 1242.68201
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
2010
When is there a representer theorem? Vector versus matrix regularizers. Zbl 1235.68128
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
2009
A note on different covering numbers in learning theory. Zbl 1057.68044
Pontil, Massimiliano
2003
$$K$$-dimensional coding schemes in Hilbert spaces. Zbl 1366.94305
Maurer, Andreas; Pontil, Massimiliano
2010
New perspectives on $$k$$-support and cluster norms. Zbl 1392.68356
Mcdonald, Andrew M.; Pontil, Massimiliano; Stamos, Dimitris
2016
Error bounds for learning the kernel. Zbl 1392.68357
Micchelli, Charles A.; Pontil, Massimiliano; Wu, Qiang; Zhou, Ding-Xuan
2016
Structured sparsity and generalization. Zbl 1283.62086
Maurer, Andreas; Pontil, Massimiliano
2012
The benefit of multitask representation learning. Zbl 1360.68696
Maurer, Andreas; Pontil, Massimiliano; Romera-Paredes, Bernardino
2016
Learning convex combinations of continuously parameterized basic kernels. Zbl 1137.68517
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
2005
Regularizers for structured sparsity. Zbl 1297.62153
Micchelli, Charles A.; Morales, Jean M.; Pontil, Massimiliano
2013
Stability of randomized learning algorithms. Zbl 1222.68192
Elisseeff, Andre; Evgeniou, Theodoros; Pontil, Massimiliano
2005
Statistical learning theory: A primer. Zbl 1012.68685
Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso
2000
Regularization and statistical learning theory for data analysis. Zbl 1072.62642
Evgeniou, Theodoros; Poggio, Tomaso; Pontil, Massimiliano; Verri, Alessandro
2002
Quantum machine learning: a classical perspective. Zbl 1402.68154
Ciliberto, Carlo; Herbster, Mark; Ialongo, Alessandro Davide; Pontil, Massimiliano; Rocchetto, Andrea; Severini, Simone; Wossnig, Leonard
2018
On the noise model of support vector machines regression. Zbl 1046.68556
Pontil, Massimiliano; Mukherjee, Sayan; Girosi, Federico
2000
Leave one out error, stability, and generalization of voting combinations of classifiers. Zbl 1067.68123
Evgeniou, Theodoros; Pontil, Massimiliano; Elisseeff, André
2004
On the $$V_\gamma$$ dimension for regression in reproducing kernel Hilbert spaces. Zbl 0949.68129
Evgeniou, Theodoros; Pontil, Massimiliano
1999
Fingerprint classification with combinations of support vector machines. Zbl 0987.68962
Yao, Yuan; Frasconi, Paolo; Pontil, Massimiliano
2001
Generalization bounds for $$K$$-dimensional coding schemes in Hilbert spaces. Zbl 1156.68543
Maurer, Andreas; Pontil, Massimiliano
2008
Support vector machines with clustering for training with very large datasets. Zbl 1065.68600
Evgeniou, Theodoros; Pontil, Massimiliano
2002
Support vector machines: theory and applications. Zbl 0980.68838
Evgeniou, Theodoros; Pontil, Massimiliano
2001
A uniform lower error bound for half-space learning. Zbl 1156.68542
Maurer, Andreas; Pontil, Massimiliano
2008
Support vector machines: A large scale QP problem. Zbl 0943.68142
Pontil, Massimiliano; Rogai, Stefano; Verri, Alessandro
1998
A note on support vector machine degeneracy. Zbl 0949.68079
Rifkin, Ryan; Pontil, Massimiliano; Verri, Alessandro
1999
Full-body person recognition system. Zbl 1045.68118
Nakajima, Chikahito; Pontil, Massimiliano; Heisele, Bernd; Poggio, Tomaso
2003
Quantum machine learning: a classical perspective. Zbl 1402.68154
Ciliberto, Carlo; Herbster, Mark; Ialongo, Alessandro Davide; Pontil, Massimiliano; Rocchetto, Andrea; Severini, Simone; Wossnig, Leonard
2018
New perspectives on $$k$$-support and cluster norms. Zbl 1392.68356
Mcdonald, Andrew M.; Pontil, Massimiliano; Stamos, Dimitris
2016
Error bounds for learning the kernel. Zbl 1392.68357
Micchelli, Charles A.; Pontil, Massimiliano; Wu, Qiang; Zhou, Ding-Xuan
2016
The benefit of multitask representation learning. Zbl 1360.68696
Maurer, Andreas; Pontil, Massimiliano; Romera-Paredes, Bernardino
2016
Regularizers for structured sparsity. Zbl 1297.62153
Micchelli, Charles A.; Morales, Jean M.; Pontil, Massimiliano
2013
Structured sparsity and generalization. Zbl 1283.62086
Maurer, Andreas; Pontil, Massimiliano
2012
Oracle inequalities and optimal inference under group sparsity. Zbl 1306.62156
Lounici, Karim; Pontil, Massimiliano; van de Geer, Sara; Tsybakov, Alexandre B.
2011
On spectral learning. Zbl 1242.68201
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
2010
$$K$$-dimensional coding schemes in Hilbert spaces. Zbl 1366.94305
Maurer, Andreas; Pontil, Massimiliano
2010
When is there a representer theorem? Vector versus matrix regularizers. Zbl 1235.68128
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
2009
Caponnetto, Andrea; Micchelli, Charles A.; Pontil, Massimiliano; Ying, Yiming
2008
Online gradient descent learning algorithms. Zbl 1175.68211
Ying, Yiming; Pontil, Massimiliano
2008
Generalization bounds for $$K$$-dimensional coding schemes in Hilbert spaces. Zbl 1156.68543
Maurer, Andreas; Pontil, Massimiliano
2008
A uniform lower error bound for half-space learning. Zbl 1156.68542
Maurer, Andreas; Pontil, Massimiliano
2008
Learning the kernel function via regularization. Zbl 1222.68265
Micchelli, Charles A.; Pontil, Massimiliano
2005
On learning vector-valued functions. Zbl 1092.93045
Micchelli, Charles A.; Pontil, Massimiliano
2005
Learning multiple tasks with kernel methods. Zbl 1222.68197
Evgeniou, Theodoros; Micchelli, Charles A.; Pontil, Massimiliano
2005
Learning convex combinations of continuously parameterized basic kernels. Zbl 1137.68517
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
2005
Stability of randomized learning algorithms. Zbl 1222.68192
Elisseeff, Andre; Evgeniou, Theodoros; Pontil, Massimiliano
2005
A function representation for learning in Banach spaces. Zbl 1078.68129
Micchelli, Charles A.; Pontil, Massimiliano
2004
Leave one out error, stability, and generalization of voting combinations of classifiers. Zbl 1067.68123
Evgeniou, Theodoros; Pontil, Massimiliano; Elisseeff, André
2004
A note on different covering numbers in learning theory. Zbl 1057.68044
Pontil, Massimiliano
2003
Full-body person recognition system. Zbl 1045.68118
Nakajima, Chikahito; Pontil, Massimiliano; Heisele, Bernd; Poggio, Tomaso
2003
Regularization and statistical learning theory for data analysis. Zbl 1072.62642
Evgeniou, Theodoros; Poggio, Tomaso; Pontil, Massimiliano; Verri, Alessandro
2002
Support vector machines with clustering for training with very large datasets. Zbl 1065.68600
Evgeniou, Theodoros; Pontil, Massimiliano
2002
Fingerprint classification with combinations of support vector machines. Zbl 0987.68962
Yao, Yuan; Frasconi, Paolo; Pontil, Massimiliano
2001
Support vector machines: theory and applications. Zbl 0980.68838
Evgeniou, Theodoros; Pontil, Massimiliano
2001
Regularization networks and support vector machines. Zbl 0939.68098
Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso
2000
Statistical learning theory: A primer. Zbl 1012.68685
Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso
2000
On the noise model of support vector machines regression. Zbl 1046.68556
Pontil, Massimiliano; Mukherjee, Sayan; Girosi, Federico
2000
On the $$V_\gamma$$ dimension for regression in reproducing kernel Hilbert spaces. Zbl 0949.68129
Evgeniou, Theodoros; Pontil, Massimiliano
1999
A note on support vector machine degeneracy. Zbl 0949.68079
Rifkin, Ryan; Pontil, Massimiliano; Verri, Alessandro
1999
Support vector machines: A large scale QP problem. Zbl 0943.68142
Pontil, Massimiliano; Rogai, Stefano; Verri, Alessandro
1998
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#### Cited by 817 Authors

 29 Zhou, Dingxuan 18 Pillonetto, Gianluigi 16 Sun, Hongwei 14 Wu, Qiang 11 Rosasco, Lorenzo A. 10 Chen, Dirong 10 Sheng, Baohuai 9 Tong, Hongzhi 9 Xiang, Dao-Hong 9 Zhang, Haizhang 7 De Vito, Ernesto 7 Lv, Shaogao 7 Pereverzev, Sergei V. 7 Pontil, Massimiliano 7 Ying, Yiming 6 Guo, Zheng-Chu 6 Hu, Ting 6 Lei, Yunwen 6 Li, Luoqing 6 Micchelli, Charles A. 6 Sanguineti, Marcello 6 Xu, Yuesheng 5 Combettes, Patrick L. 5 Gnecco, Giorgio 5 Gori, Marco 5 Smale, Steve 5 Suykens, Johan A. K. 5 Verri, Alessandro 5 Wang, Jianli 5 Zhang, Yongquan 4 Bach, Francis R. 4 Blanchard, Gilles 4 Cao, Feilong 4 Caponnetto, Andrea 4 Chen, Hong 4 Chiuso, Alessandro 4 Griebel, Michael 4 Salzo, Saverio 4 She, Yiyuan 4 Shi, Lei 4 Song, Guohui 4 Suzuki, Taiji 4 Tsybakov, Alexandre B. 4 Xu, Zongben 4 Yang, Fenghong 4 Ye, Gui-Bo 4 Ye, Qi 4 Zou, Bin 3 Aravkin, Aleksandr Y. 3 Bohn, Bastian 3 Chen, Songcan 3 Chen, Tianshi 3 Feng, Yunlong 3 Lin, Junhong 3 Lin, Shaobo 3 Lu, Shuai 3 Ma, Jiayi 3 Maurer, Andreas 3 Rastogi, Abhishake 3 Rieger, Christian 3 Sivananthan, Sivalingam 3 Villa, Silvia 3 Waegeman, Willem 3 Wang, Rui 3 Xiao, Quanwu 3 Xu, Yong Li 3 Yuan, Ming 2 Abhishake 2 Baldassarre, Luca 2 Barla, Annalisa 2 Bellec, Pierre C. 2 Belloni, Alexandre 2 Bottegal, Giulio 2 Bousquet, Olivier 2 Bradic, Jelena 2 Burke, James V. 2 Cai, Tony Tony 2 Chernozhukov, Victor 2 Christmann, Andreas 2 Chu, Xiaorong 2 Dalalyan, Arnak S. 2 d’Alché-Buc, Florence 2 De Baets, Bernard 2 De Nicolao, Giuseppe 2 Dembczyński, Krzysztof 2 Dieuleveut, Aymeric 2 Diligenti, Michelangelo 2 Dinuzzo, Francesco 2 Fasshauer, Gregory E. 2 Fazel, Maryam 2 Fung, Glenn M. 2 Gao, Chao 2 Gao, Daqi 2 Giannakis, Dimitrios 2 Giesl, Peter 2 Grussler, Christian 2 Hamzi, Boumediene 2 Härdle, Wolfgang Karl 2 Honda, Toshio 2 Jiang, He ...and 717 more Authors
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#### Cited in 134 Serials

 29 Machine Learning 24 Journal of Machine Learning Research (JMLR) 23 Neural Computation 22 Analysis and Applications (Singapore) 21 The Annals of Statistics 19 Journal of Complexity 19 Applied and Computational Harmonic Analysis 18 Advances in Computational Mathematics 17 Automatica 17 Electronic Journal of Statistics 13 Pattern Recognition 11 Neural Networks 8 Journal of Statistical Planning and Inference 8 International Journal of Wavelets, Multiresolution and Information Processing 7 Information Sciences 7 Journal of Approximation Theory 7 Statistical Science 6 Computers & Mathematics with Applications 6 Bernoulli 6 Abstract and Applied Analysis 5 Journal of Mathematical Analysis and Applications 5 SIAM Journal on Optimization 5 International Journal of Computer Vision 4 Journal of Econometrics 4 Journal of Multivariate Analysis 4 SIAM Journal on Control and Optimization 4 Computational Statistics and Data Analysis 4 Mathematical Programming. Series A. Series B 4 Data Mining and Knowledge Discovery 3 Applicable Analysis 3 Artificial Intelligence 3 Journal of the American Statistical Association 3 Journal of Computational and Applied Mathematics 3 SIAM Journal on Numerical Analysis 3 Theoretical Computer Science 3 Computational Statistics 3 European Journal of Operational Research 3 Computational Optimization and Applications 3 Acta Mathematica Sinica. English Series 2 Annals of the Institute of Statistical Mathematics 2 Computing 2 Numerische Mathematik 2 Science in China. Series A 2 Journal of Global Optimization 2 Communications in Statistics. Simulation and Computation 2 International Journal of Computer Mathematics 2 Bulletin of the American Mathematical Society. New Series 2 The Journal of Fourier Analysis and Applications 2 INFORMS Journal on Computing 2 Mathematical Problems in Engineering 2 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics 2 Journal of Inequalities and Applications 2 Chaos 2 Foundations of Computational Mathematics 2 Journal of Systems Science and Complexity 2 Communications on Pure and Applied Analysis 2 Computational Management Science 2 Journal of Industrial and Management Optimization 2 Frontiers of Mathematics in China 2 Advances in Data Analysis and Classification. ADAC 2 Science China. Mathematics 2 Statistics and Computing 1 Computer Methods in Applied Mechanics and Engineering 1 Discrete Applied Mathematics 1 International Journal of Control 1 International Journal of Systems Science 1 International Journal of Theoretical Physics 1 Inverse Problems 1 Journal of Computational Physics 1 Journal of the Franklin Institute 1 Mathematical Methods in the Applied Sciences 1 Physics Letters. A 1 Mathematics of Computation 1 Applied Mathematics and Computation 1 Applied Mathematics and Optimization 1 Biometrics 1 Journal of Mathematical Psychology 1 Kybernetes 1 Memoirs of the American Mathematical Society 1 Operations Research 1 Studies in Applied Mathematics 1 Systems & Control Letters 1 Chinese Annals of Mathematics. Series B 1 Probability Theory and Related Fields 1 Constructive Approximation 1 Journal of Computer Science and Technology 1 Econometric Reviews 1 Computers & Operations Research 1 Applied Mathematics Letters 1 Journal of the American Mathematical Society 1 MCSS. Mathematics of Control, Signals, and Systems 1 Journal of Scientific Computing 1 Signal Processing 1 Annals of Operations Research 1 Multidimensional Systems and Signal Processing 1 International Journal of Adaptive Control and Signal Processing 1 Numerical Algorithms 1 Computational Mathematics and Mathematical Physics 1 Proceedings of the National Academy of Sciences of the United States of America 1 Journal of Mathematical Imaging and Vision ...and 34 more Serials
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#### Cited in 35 Fields

 296 Computer science (68-XX) 233 Statistics (62-XX) 65 Numerical analysis (65-XX) 57 Functional analysis (46-XX) 53 Operations research, mathematical programming (90-XX) 31 Systems theory; control (93-XX) 28 Probability theory and stochastic processes (60-XX) 26 Approximations and expansions (41-XX) 17 Operator theory (47-XX) 14 Information and communication theory, circuits (94-XX) 10 Harmonic analysis on Euclidean spaces (42-XX) 9 Dynamical systems and ergodic theory (37-XX) 9 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 9 Biology and other natural sciences (92-XX) 7 Linear and multilinear algebra; matrix theory (15-XX) 6 Calculus of variations and optimal control; optimization (49-XX) 5 Partial differential equations (35-XX) 4 Quantum theory (81-XX) 3 Integral equations (45-XX) 3 Geophysics (86-XX) 2 Real functions (26-XX) 2 Measure and integration (28-XX) 2 Functions of a complex variable (30-XX) 1 History and biography (01-XX) 1 Mathematical logic and foundations (03-XX) 1 Topological groups, Lie groups (22-XX) 1 Ordinary differential equations (34-XX) 1 Integral transforms, operational calculus (44-XX) 1 Convex and discrete geometry (52-XX) 1 Differential geometry (53-XX) 1 General topology (54-XX) 1 Algebraic topology (55-XX) 1 Manifolds and cell complexes (57-XX) 1 Optics, electromagnetic theory (78-XX) 1 Classical thermodynamics, heat transfer (80-XX)