Edit Profile (opens in new tab) Pontil, Massimiliano Co-Author Distance Author ID: pontil.massimiliano Published as: Pontil, Massimiliano Documents Indexed: 45 Publications since 1998 Co-Authors: 38 Co-Authors with 43 Joint Publications 861 Co-Co-Authors all top 5 Co-Authors 2 single-authored 13 Micchelli, Charles A. 12 Evgeniou, Theodoros 6 Maurer, Andreas 5 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 all top 5 Serials 10 Journal of Machine Learning Research (JMLR) 3 Machine Learning 3 Advances in Computational Mathematics 1 IEEE Transactions on Information Theory 1 The Annals of Statistics 1 Journal of Complexity 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 all top 5 Fields 38 Computer science (68-XX) 11 Statistics (62-XX) 4 Operations research, mathematical programming (90-XX) 2 Operator theory (47-XX) 2 Probability theory and stochastic processes (60-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) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 38 Publications have been cited 853 times in 663 Documents Cited by ▼ Year ▼ Regularization networks and support vector machines. Zbl 0939.68098Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso 211 2000 Convex multi-task feature learning. Zbl 1470.68073Argyriou, Andreas; Evgeniou, Theodoros; Pontil, Massimiliano 101 2008 Oracle inequalities and optimal inference under group sparsity. Zbl 1306.62156Lounici, Karim; Pontil, Massimiliano; van de Geer, Sara; Tsybakov, Alexandre B. 83 2011 Learning the kernel function via regularization. Zbl 1222.68265Micchelli, Charles A.; Pontil, Massimiliano 67 2005 On learning vector-valued functions. Zbl 1092.93045Micchelli, Charles A.; Pontil, Massimiliano 60 2005 Learning multiple tasks with kernel methods. Zbl 1222.68197Evgeniou, Theodoros; Micchelli, Charles A.; Pontil, Massimiliano 48 2005 Universal multi-task kernels. Zbl 1225.68155Caponnetto, Andrea; Micchelli, Charles A.; Pontil, Massimiliano; Ying, Yiming 33 2008 Online gradient descent learning algorithms. Zbl 1175.68211Ying, Yiming; Pontil, Massimiliano 29 2008 A function representation for learning in Banach spaces. Zbl 1078.68129Micchelli, Charles A.; Pontil, Massimiliano 22 2004 When is there a representer theorem? Vector versus matrix regularizers. Zbl 1235.68128Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano 18 2009 On spectral learning. Zbl 1242.68201Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano 18 2010 \(K\)-dimensional coding schemes in Hilbert spaces. Zbl 1366.94305Maurer, Andreas; Pontil, Massimiliano 16 2010 New perspectives on \(k\)-support and cluster norms. Zbl 1392.68356Mcdonald, Andrew M.; Pontil, Massimiliano; Stamos, Dimitris 13 2016 A note on different covering numbers in learning theory. Zbl 1057.68044Pontil, Massimiliano 13 2003 Error bounds for learning the kernel. Zbl 1392.68357Micchelli, Charles A.; Pontil, Massimiliano; Wu, Qiang; Zhou, Ding-Xuan 12 2016 The benefit of multitask representation learning. Zbl 1360.68696Maurer, Andreas; Pontil, Massimiliano; Romera-Paredes, Bernardino 11 2016 Stability of randomized learning algorithms. Zbl 1222.68192Elisseeff, Andre; Evgeniou, Theodoros; Pontil, Massimiliano 11 2005 Learning convex combinations of continuously parameterized basic kernels. Zbl 1137.68517Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano 10 2005 Structured sparsity and generalization. Zbl 1283.62086Maurer, Andreas; Pontil, Massimiliano 10 2012 Quantum machine learning: a classical perspective. Zbl 1402.68154Ciliberto, Carlo; Herbster, Mark; Ialongo, Alessandro Davide; Pontil, Massimiliano; Rocchetto, Andrea; Severini, Simone; Wossnig, Leonard 10 2018 Regularizers for structured sparsity. Zbl 1297.62153Micchelli, Charles A.; Morales, Jean M.; Pontil, Massimiliano 10 2013 Regularization and statistical learning theory for data analysis. Zbl 1072.62642Evgeniou, Theodoros; Poggio, Tomaso; Pontil, Massimiliano; Verri, Alessandro 6 2002 Statistical learning theory: A primer. Zbl 1012.68685Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso 6 2000 Feature space perspectives for learning the kernel. Zbl 1470.68148Micchelli, Charles A.; Pontil, Massimiliano 6 2007 On the noise model of support vector machines regression. Zbl 1046.68556Pontil, Massimiliano; Mukherjee, Sayan; Girosi, Federico 4 2000 On the \(V_\gamma\) dimension for regression in reproducing kernel Hilbert spaces. Zbl 0949.68129Evgeniou, Theodoros; Pontil, Massimiliano 4 1999 Leave one out error, stability, and generalization of voting combinations of classifiers. Zbl 1067.68123Evgeniou, Theodoros; Pontil, Massimiliano; Elisseeff, André 3 2004 Support vector machines: theory and applications. Zbl 0980.68838Evgeniou, Theodoros; Pontil, Massimiliano 2 2001 Fingerprint classification with combinations of support vector machines. Zbl 0987.68962Yao, Yuan; Frasconi, Paolo; Pontil, Massimiliano 2 2001 Predicting a switching sequence of graph labelings. Zbl 1351.68214Herbster, Mark; Pasteris, Stephen; Pontil, Massimiliano 2 2015 Support vector machines with clustering for training with very large datasets. Zbl 1065.68600Evgeniou, Theodoros; Pontil, Massimiliano 2 2002 Support vector machines: A large scale QP problem. Zbl 0943.68142Pontil, Massimiliano; Rogai, Stefano; Verri, Alessandro 2 1998 A note on support vector machine degeneracy. Zbl 0949.68079Rifkin, Ryan; Pontil, Massimiliano; Verri, Alessandro 2 1999 Generalization bounds for \(K\)-dimensional coding schemes in Hilbert spaces. Zbl 1156.68543Maurer, Andreas; Pontil, Massimiliano 2 2008 On sparsity inducing regularization methods for machine learning. Zbl 1330.68245Argyriou, Andreas; Baldassarre, Luca; Micchelli, Charles A.; Pontil, Massimiliano 1 2013 A uniform lower error bound for half-space learning. Zbl 1156.68542Maurer, Andreas; Pontil, Massimiliano 1 2008 Full-body person recognition system. Zbl 1045.68118Nakajima, Chikahito; Pontil, Massimiliano; Heisele, Bernd; Poggio, Tomaso 1 2003 Learning preference relations from data. Zbl 1028.68589Evgeniou, Theodoros; Pontil, Massimiliano 1 2002 Quantum machine learning: a classical perspective. Zbl 1402.68154Ciliberto, Carlo; Herbster, Mark; Ialongo, Alessandro Davide; Pontil, Massimiliano; Rocchetto, Andrea; Severini, Simone; Wossnig, Leonard 10 2018 New perspectives on \(k\)-support and cluster norms. Zbl 1392.68356Mcdonald, Andrew M.; Pontil, Massimiliano; Stamos, Dimitris 13 2016 Error bounds for learning the kernel. Zbl 1392.68357Micchelli, Charles A.; Pontil, Massimiliano; Wu, Qiang; Zhou, Ding-Xuan 12 2016 The benefit of multitask representation learning. Zbl 1360.68696Maurer, Andreas; Pontil, Massimiliano; Romera-Paredes, Bernardino 11 2016 Predicting a switching sequence of graph labelings. Zbl 1351.68214Herbster, Mark; Pasteris, Stephen; Pontil, Massimiliano 2 2015 Regularizers for structured sparsity. Zbl 1297.62153Micchelli, Charles A.; Morales, Jean M.; Pontil, Massimiliano 10 2013 On sparsity inducing regularization methods for machine learning. Zbl 1330.68245Argyriou, Andreas; Baldassarre, Luca; Micchelli, Charles A.; Pontil, Massimiliano 1 2013 Structured sparsity and generalization. Zbl 1283.62086Maurer, Andreas; Pontil, Massimiliano 10 2012 Oracle inequalities and optimal inference under group sparsity. Zbl 1306.62156Lounici, Karim; Pontil, Massimiliano; van de Geer, Sara; Tsybakov, Alexandre B. 83 2011 On spectral learning. Zbl 1242.68201Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano 18 2010 \(K\)-dimensional coding schemes in Hilbert spaces. Zbl 1366.94305Maurer, Andreas; Pontil, Massimiliano 16 2010 When is there a representer theorem? Vector versus matrix regularizers. Zbl 1235.68128Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano 18 2009 Convex multi-task feature learning. Zbl 1470.68073Argyriou, Andreas; Evgeniou, Theodoros; Pontil, Massimiliano 101 2008 Universal multi-task kernels. Zbl 1225.68155Caponnetto, Andrea; Micchelli, Charles A.; Pontil, Massimiliano; Ying, Yiming 33 2008 Online gradient descent learning algorithms. Zbl 1175.68211Ying, Yiming; Pontil, Massimiliano 29 2008 Generalization bounds for \(K\)-dimensional coding schemes in Hilbert spaces. Zbl 1156.68543Maurer, Andreas; Pontil, Massimiliano 2 2008 A uniform lower error bound for half-space learning. Zbl 1156.68542Maurer, Andreas; Pontil, Massimiliano 1 2008 Feature space perspectives for learning the kernel. Zbl 1470.68148Micchelli, Charles A.; Pontil, Massimiliano 6 2007 Learning the kernel function via regularization. Zbl 1222.68265Micchelli, Charles A.; Pontil, Massimiliano 67 2005 On learning vector-valued functions. Zbl 1092.93045Micchelli, Charles A.; Pontil, Massimiliano 60 2005 Learning multiple tasks with kernel methods. Zbl 1222.68197Evgeniou, Theodoros; Micchelli, Charles A.; Pontil, Massimiliano 48 2005 Stability of randomized learning algorithms. Zbl 1222.68192Elisseeff, Andre; Evgeniou, Theodoros; Pontil, Massimiliano 11 2005 Learning convex combinations of continuously parameterized basic kernels. Zbl 1137.68517Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano 10 2005 A function representation for learning in Banach spaces. Zbl 1078.68129Micchelli, Charles A.; Pontil, Massimiliano 22 2004 Leave one out error, stability, and generalization of voting combinations of classifiers. Zbl 1067.68123Evgeniou, Theodoros; Pontil, Massimiliano; Elisseeff, André 3 2004 A note on different covering numbers in learning theory. Zbl 1057.68044Pontil, Massimiliano 13 2003 Full-body person recognition system. Zbl 1045.68118Nakajima, Chikahito; Pontil, Massimiliano; Heisele, Bernd; Poggio, Tomaso 1 2003 Regularization and statistical learning theory for data analysis. Zbl 1072.62642Evgeniou, Theodoros; Poggio, Tomaso; Pontil, Massimiliano; Verri, Alessandro 6 2002 Support vector machines with clustering for training with very large datasets. Zbl 1065.68600Evgeniou, Theodoros; Pontil, Massimiliano 2 2002 Learning preference relations from data. Zbl 1028.68589Evgeniou, Theodoros; Pontil, Massimiliano 1 2002 Support vector machines: theory and applications. Zbl 0980.68838Evgeniou, Theodoros; Pontil, Massimiliano 2 2001 Fingerprint classification with combinations of support vector machines. Zbl 0987.68962Yao, Yuan; Frasconi, Paolo; Pontil, Massimiliano 2 2001 Regularization networks and support vector machines. Zbl 0939.68098Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso 211 2000 Statistical learning theory: A primer. Zbl 1012.68685Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso 6 2000 On the noise model of support vector machines regression. Zbl 1046.68556Pontil, Massimiliano; Mukherjee, Sayan; Girosi, Federico 4 2000 On the \(V_\gamma\) dimension for regression in reproducing kernel Hilbert spaces. Zbl 0949.68129Evgeniou, Theodoros; Pontil, Massimiliano 4 1999 A note on support vector machine degeneracy. Zbl 0949.68079Rifkin, Ryan; Pontil, Massimiliano; Verri, Alessandro 2 1999 Support vector machines: A large scale QP problem. Zbl 0943.68142Pontil, Massimiliano; Rogai, Stefano; Verri, Alessandro 2 1998 all cited Publications top 5 cited Publications all top 5 Cited by 1,223 Authors 31 Zhou, Dingxuan 19 Pillonetto, Gianluigi 17 Sun, Hongwei 16 Wu, Qiang 12 Sheng, Baohuai 11 Chen, Dirong 11 Rosasco, Lorenzo A. 10 Zhang, Haizhang 9 Pontil, Massimiliano 9 Tong, Hongzhi 9 Xiang, Dao-Hong 8 Lei, Yunwen 8 Lv, Shaogao 8 Pereverzev, Sergei V. 8 Xu, Yuesheng 8 Ying, Yiming 7 De Vito, Ernesto 7 Guo, Zheng-Chu 7 Li, Luoqing 7 Micchelli, Charles A. 7 Zou, Bin 6 Hu, Ting 6 Sanguineti, Marcello 6 Shi, Lei 6 Suykens, Johan A. K. 5 Combettes, Patrick L. 5 Gnecco, Giorgio 5 Gori, Marco 5 Guo, Xin 5 Lin, Shaobo 5 She, Yiyuan 5 Smale, Steve 5 Suzuki, Taiji 5 Unser, Michael A. 5 Verri, Alessandro 5 Wang, Jianli 5 Wang, Rui 5 Xu, Zongben 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 Haasdonk, Bernard 4 Lin, Junhong 4 Rakotomamonjy, Alain 4 Rastogi, Abhishake 4 Salzo, Saverio 4 Song, Guohui 4 Sugiyama, Masashi 4 Tsybakov, Alexandre B. 4 Waegeman, Willem 4 Xu, Jie 4 Xu, Yongli 4 Yang, Fenghong 4 Ye, Gui-Bo 4 Ye, Qi 4 Yuan, Ming 3 Aravkin, Aleksandr Y. 3 Aziznejad, Shayan 3 Bohn, Bastian 3 Burke, James V. 3 Cai, Tony Tony 3 Chen, Songcan 3 Chen, Tianshi 3 De Baets, Bernard 3 De Nicolao, Giuseppe 3 Dinuzzo, Francesco 3 Feng, Yunlong 3 Frasconi, Paolo 3 Giannakis, Dimitrios 3 Grussler, Christian 3 Hamzi, Boumediene 3 Jin, Bangti 3 Lu, Shuai 3 Ma, Jiayi 3 Mathé, Peter 3 Maurer, Andreas 3 Pahikkala, Tapio 3 Paschalidis, Ioannis Ch. 3 Pereverzyev, Sergiy jun. 3 Rieger, Christian 3 Santin, Gabriele 3 Sivananthan, Sivalingam 3 Stock, Michiel 3 Tang, Yuanyan 3 Van de Geer, Sara Anna 3 Villa, Silvia 3 Wang, Cheng 3 Wang, Huimin 3 Wei, Ke 3 Xiao, Quanwu 3 Zhang, Jun 2 Abhishake 2 Airola, Antti 2 Argyriou, Andreas 2 Baldassarre, Luca ...and 1,123 more Authors all top 5 Cited in 172 Serials 47 Machine Learning 37 Journal of Machine Learning Research (JMLR) 29 The Annals of Statistics 27 Neural Computation 26 Applied and Computational Harmonic Analysis 23 Analysis and Applications (Singapore) 20 Journal of Complexity 19 Automatica 18 Advances in Computational Mathematics 18 Electronic Journal of Statistics 15 Neural Networks 13 Pattern Recognition 13 International Journal of Wavelets, Multiresolution and Information Processing 9 Information Sciences 9 Journal of Approximation Theory 9 Journal of Statistical Planning and Inference 9 Mathematical Programming. Series A. Series B 8 Statistical Science 8 Abstract and Applied Analysis 7 Computational Statistics and Data Analysis 7 SIAM Journal on Optimization 6 Computers & Mathematics with Applications 6 Journal of Mathematical Analysis and Applications 6 International Journal of Computer Vision 6 Bernoulli 6 SIAM Journal on Mathematics of Data Science 5 Applied Mathematics and Computation 5 Journal of Econometrics 5 Journal of Multivariate Analysis 5 Theoretical Computer Science 5 Data Mining and Knowledge Discovery 5 Quantum Information Processing 5 Statistics and Computing 4 Artificial Intelligence 4 Journal of the American Statistical Association 4 SIAM Journal on Control and Optimization 4 European Journal of Operational Research 4 Acta Mathematica Sinica. English Series 4 Science China. Mathematics 3 Applicable Analysis 3 Journal of Computational and Applied Mathematics 3 Numerische Mathematik 3 SIAM Journal on Numerical Analysis 3 Computational Statistics 3 Computational Optimization and Applications 3 SIAM Journal on Scientific Computing 3 INFORMS Journal on Computing 3 Journal of Inequalities and Applications 3 Foundations of Computational Mathematics 3 Journal of Industrial and Management Optimization 3 Computational & Mathematical Methods in Medicine 2 Computer Methods in Applied Mechanics and Engineering 2 Inverse Problems 2 Journal of the Franklin Institute 2 Journal of Mathematical Physics 2 Mathematics of Computation 2 Annals of the Institute of Statistical Mathematics 2 Computing 2 Journal of Optimization Theory and Applications 2 Physica D 2 Applied Numerical Mathematics 2 Econometric Reviews 2 Applied Mathematics Letters 2 Journal of Scientific Computing 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 Test 2 Annals of Mathematics and Artificial Intelligence 2 The Journal of Fourier Analysis and Applications 2 Mathematical Problems in Engineering 2 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics 2 Chaos 2 International Journal of Applied Mathematics and Computer Science 2 Journal of Systems Science and Complexity 2 Communications on Pure and Applied Analysis 2 Computational Management Science 2 Frontiers of Mathematics in China 2 Advances in Data Analysis and Classification. ADAC 2 Set-Valued and Variational Analysis 2 International Journal of Systems Science. Principles and Applications of Systems and Integration 1 Discrete Applied Mathematics 1 International Journal of Control 1 International Journal of Systems Science 1 International Journal of Theoretical Physics 1 Journal of Computational Physics 1 Mathematical Methods in the Applied Sciences 1 Physics Letters. A 1 Applied Mathematics and Optimization 1 Biometrics 1 Journal of Functional Analysis 1 Journal of Mathematical Psychology 1 Kybernetes 1 Memoirs of the American Mathematical Society 1 Operations Research 1 Studies in Applied Mathematics 1 Mathematica Numerica Sinica 1 Systems & Control Letters ...and 72 more Serials all top 5 Cited in 40 Fields 393 Computer science (68-XX) 324 Statistics (62-XX) 97 Numerical analysis (65-XX) 96 Operations research, mathematical programming (90-XX) 81 Functional analysis (46-XX) 37 Systems theory; control (93-XX) 36 Probability theory and stochastic processes (60-XX) 34 Approximations and expansions (41-XX) 27 Linear and multilinear algebra; matrix theory (15-XX) 27 Information and communication theory, circuits (94-XX) 21 Operator theory (47-XX) 15 Harmonic analysis on Euclidean spaces (42-XX) 15 Biology and other natural sciences (92-XX) 12 Calculus of variations and optimal control; optimization (49-XX) 11 Dynamical systems and ergodic theory (37-XX) 10 Quantum theory (81-XX) 10 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 8 Partial differential equations (35-XX) 4 Real functions (26-XX) 4 Measure and integration (28-XX) 4 Functions of a complex variable (30-XX) 3 Integral equations (45-XX) 3 Convex and discrete geometry (52-XX) 3 Geophysics (86-XX) 2 General and overarching topics; collections (00-XX) 2 Combinatorics (05-XX) 2 Ordinary differential equations (34-XX) 2 Differential geometry (53-XX) 2 Optics, electromagnetic theory (78-XX) 1 Mathematical logic and foundations (03-XX) 1 Algebraic geometry (14-XX) 1 Topological groups, Lie groups (22-XX) 1 Abstract harmonic analysis (43-XX) 1 Integral transforms, operational calculus (44-XX) 1 General topology (54-XX) 1 Algebraic topology (55-XX) 1 Manifolds and cell complexes (57-XX) 1 Mechanics of deformable solids (74-XX) 1 Fluid mechanics (76-XX) 1 Statistical mechanics, structure of matter (82-XX) Citations by Year