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Pontil, Massimiliano

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Author ID: pontil.massimiliano Recent zbMATH articles by "Pontil, Massimiliano"
Published as: Pontil, Massimiliano
Documents Indexed: 43 Publications since 1998

Publications by Year

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
187
2000
Oracle inequalities and optimal inference under group sparsity. Zbl 1306.62156
Lounici, Karim; Pontil, Massimiliano; van de Geer, Sara; Tsybakov, Alexandre B.
64
2011
Learning the kernel function via regularization. Zbl 1222.68265
Micchelli, Charles A.; Pontil, Massimiliano
57
2005
On learning vector-valued functions. Zbl 1092.93045
Micchelli, Charles A.; Pontil, Massimiliano
41
2005
Learning multiple tasks with kernel methods. Zbl 1222.68197
Evgeniou, Theodoros; Micchelli, Charles A.; Pontil, Massimiliano
41
2005
Universal multi-task kernels. Zbl 1225.68155
Caponnetto, Andrea; Micchelli, Charles A.; Pontil, Massimiliano; Ying, Yiming
29
2008
Online gradient descent learning algorithms. Zbl 1175.68211
Ying, Yiming; Pontil, Massimiliano
21
2008
A function representation for learning in Banach spaces. Zbl 1078.68129
Micchelli, Charles A.; Pontil, Massimiliano
16
2004
On spectral learning. Zbl 1242.68201
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
15
2010
When is there a representer theorem? Vector versus matrix regularizers. Zbl 1235.68128
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
14
2009
A note on different covering numbers in learning theory. Zbl 1057.68044
Pontil, Massimiliano
12
2003
\(K\)-dimensional coding schemes in Hilbert spaces. Zbl 1366.94305
Maurer, Andreas; Pontil, Massimiliano
12
2010
New perspectives on \(k\)-support and cluster norms. Zbl 1392.68356
Mcdonald, Andrew M.; Pontil, Massimiliano; Stamos, Dimitris
10
2016
Error bounds for learning the kernel. Zbl 1392.68357
Micchelli, Charles A.; Pontil, Massimiliano; Wu, Qiang; Zhou, Ding-Xuan
9
2016
Structured sparsity and generalization. Zbl 1283.62086
Maurer, Andreas; Pontil, Massimiliano
8
2012
The benefit of multitask representation learning. Zbl 1360.68696
Maurer, Andreas; Pontil, Massimiliano; Romera-Paredes, Bernardino
8
2016
Learning convex combinations of continuously parameterized basic kernels. Zbl 1137.68517
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
7
2005
Regularizers for structured sparsity. Zbl 1297.62153
Micchelli, Charles A.; Morales, Jean M.; Pontil, Massimiliano
7
2013
Stability of randomized learning algorithms. Zbl 1222.68192
Elisseeff, Andre; Evgeniou, Theodoros; Pontil, Massimiliano
6
2005
Statistical learning theory: A primer. Zbl 1012.68685
Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso
5
2000
Regularization and statistical learning theory for data analysis. Zbl 1072.62642
Evgeniou, Theodoros; Poggio, Tomaso; Pontil, Massimiliano; Verri, Alessandro
5
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
5
2018
On the noise model of support vector machines regression. Zbl 1046.68556
Pontil, Massimiliano; Mukherjee, Sayan; Girosi, Federico
4
2000
Leave one out error, stability, and generalization of voting combinations of classifiers. Zbl 1067.68123
Evgeniou, Theodoros; Pontil, Massimiliano; Elisseeff, André
3
2004
On the \(V_\gamma\) dimension for regression in reproducing kernel Hilbert spaces. Zbl 0949.68129
Evgeniou, Theodoros; Pontil, Massimiliano
3
1999
Fingerprint classification with combinations of support vector machines. Zbl 0987.68962
Yao, Yuan; Frasconi, Paolo; Pontil, Massimiliano
2
2001
Generalization bounds for \(K\)-dimensional coding schemes in Hilbert spaces. Zbl 1156.68543
Maurer, Andreas; Pontil, Massimiliano
2
2008
Support vector machines with clustering for training with very large datasets. Zbl 1065.68600
Evgeniou, Theodoros; Pontil, Massimiliano
2
2002
Support vector machines: theory and applications. Zbl 0980.68838
Evgeniou, Theodoros; Pontil, Massimiliano
1
2001
A uniform lower error bound for half-space learning. Zbl 1156.68542
Maurer, Andreas; Pontil, Massimiliano
1
2008
Support vector machines: A large scale QP problem. Zbl 0943.68142
Pontil, Massimiliano; Rogai, Stefano; Verri, Alessandro
1
1998
A note on support vector machine degeneracy. Zbl 0949.68079
Rifkin, Ryan; Pontil, Massimiliano; Verri, Alessandro
1
1999
Full-body person recognition system. Zbl 1045.68118
Nakajima, Chikahito; Pontil, Massimiliano; Heisele, Bernd; Poggio, Tomaso
1
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
5
2018
New perspectives on \(k\)-support and cluster norms. Zbl 1392.68356
Mcdonald, Andrew M.; Pontil, Massimiliano; Stamos, Dimitris
10
2016
Error bounds for learning the kernel. Zbl 1392.68357
Micchelli, Charles A.; Pontil, Massimiliano; Wu, Qiang; Zhou, Ding-Xuan
9
2016
The benefit of multitask representation learning. Zbl 1360.68696
Maurer, Andreas; Pontil, Massimiliano; Romera-Paredes, Bernardino
8
2016
Regularizers for structured sparsity. Zbl 1297.62153
Micchelli, Charles A.; Morales, Jean M.; Pontil, Massimiliano
7
2013
Structured sparsity and generalization. Zbl 1283.62086
Maurer, Andreas; Pontil, Massimiliano
8
2012
Oracle inequalities and optimal inference under group sparsity. Zbl 1306.62156
Lounici, Karim; Pontil, Massimiliano; van de Geer, Sara; Tsybakov, Alexandre B.
64
2011
On spectral learning. Zbl 1242.68201
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
15
2010
\(K\)-dimensional coding schemes in Hilbert spaces. Zbl 1366.94305
Maurer, Andreas; Pontil, Massimiliano
12
2010
When is there a representer theorem? Vector versus matrix regularizers. Zbl 1235.68128
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
14
2009
Universal multi-task kernels. Zbl 1225.68155
Caponnetto, Andrea; Micchelli, Charles A.; Pontil, Massimiliano; Ying, Yiming
29
2008
Online gradient descent learning algorithms. Zbl 1175.68211
Ying, Yiming; Pontil, Massimiliano
21
2008
Generalization bounds for \(K\)-dimensional coding schemes in Hilbert spaces. Zbl 1156.68543
Maurer, Andreas; Pontil, Massimiliano
2
2008
A uniform lower error bound for half-space learning. Zbl 1156.68542
Maurer, Andreas; Pontil, Massimiliano
1
2008
Learning the kernel function via regularization. Zbl 1222.68265
Micchelli, Charles A.; Pontil, Massimiliano
57
2005
On learning vector-valued functions. Zbl 1092.93045
Micchelli, Charles A.; Pontil, Massimiliano
41
2005
Learning multiple tasks with kernel methods. Zbl 1222.68197
Evgeniou, Theodoros; Micchelli, Charles A.; Pontil, Massimiliano
41
2005
Learning convex combinations of continuously parameterized basic kernels. Zbl 1137.68517
Argyriou, Andreas; Micchelli, Charles A.; Pontil, Massimiliano
7
2005
Stability of randomized learning algorithms. Zbl 1222.68192
Elisseeff, Andre; Evgeniou, Theodoros; Pontil, Massimiliano
6
2005
A function representation for learning in Banach spaces. Zbl 1078.68129
Micchelli, Charles A.; Pontil, Massimiliano
16
2004
Leave one out error, stability, and generalization of voting combinations of classifiers. Zbl 1067.68123
Evgeniou, Theodoros; Pontil, Massimiliano; Elisseeff, André
3
2004
A note on different covering numbers in learning theory. Zbl 1057.68044
Pontil, Massimiliano
12
2003
Full-body person recognition system. Zbl 1045.68118
Nakajima, Chikahito; Pontil, Massimiliano; Heisele, Bernd; Poggio, Tomaso
1
2003
Regularization and statistical learning theory for data analysis. Zbl 1072.62642
Evgeniou, Theodoros; Poggio, Tomaso; Pontil, Massimiliano; Verri, Alessandro
5
2002
Support vector machines with clustering for training with very large datasets. Zbl 1065.68600
Evgeniou, Theodoros; Pontil, Massimiliano
2
2002
Fingerprint classification with combinations of support vector machines. Zbl 0987.68962
Yao, Yuan; Frasconi, Paolo; Pontil, Massimiliano
2
2001
Support vector machines: theory and applications. Zbl 0980.68838
Evgeniou, Theodoros; Pontil, Massimiliano
1
2001
Regularization networks and support vector machines. Zbl 0939.68098
Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso
187
2000
Statistical learning theory: A primer. Zbl 1012.68685
Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso
5
2000
On the noise model of support vector machines regression. Zbl 1046.68556
Pontil, Massimiliano; Mukherjee, Sayan; Girosi, Federico
4
2000
On the \(V_\gamma\) dimension for regression in reproducing kernel Hilbert spaces. Zbl 0949.68129
Evgeniou, Theodoros; Pontil, Massimiliano
3
1999
A note on support vector machine degeneracy. Zbl 0949.68079
Rifkin, Ryan; Pontil, Massimiliano; Verri, Alessandro
1
1999
Support vector machines: A large scale QP problem. Zbl 0943.68142
Pontil, Massimiliano; Rogai, Stefano; Verri, Alessandro
1
1998
all top 5

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
all top 5

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

Citations by Year