Dr. Andrea CAPONNETTO

Research Output

  1. 2011
  2. Published

    A note on stability of error bounds in statistical learning theory

    Li, M. & Caponnetto, A., Oct 2011, In : Analysis and Applications. 9, 4, p. 369-382

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

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  3. 2010
  4. Published

    Cross-validation based adaptation for regularization operators in learning theory

    Caponnetto, A. & Yao, Y., Apr 2010, In : Analysis and Applications. 8, 2, p. 161-183

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 33
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  5. Published

    Mathematics of the neural response

    Smale, S., Rosasco, L., Bouvrie, J., Caponnetto, A. & Poggio, T., Jan 2010, In : Foundations of Computational Mathematics. 10, 1, p. 67-91

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 31
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  6. 2009
  7. Published

    Entropy conditions for L r -convergence of empirical processes

    Caponnetto, A., De Vito, E. & Pontil, M., May 2009, In : Advances in Computational Mathematics. 30, 4, p. 355-373

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

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  8. 2008
  9. Published

    Universal multi-task Kernels

    Caponnetto, A., Micchelli, C. A., Pontil, M. & Ying, Y., Jul 2008, In : Journal of Machine Learning Research. 9, p. 1615-1646

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 74
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  10. 2007
  11. Risk bounds for random regression graphs

    Caponnetto, A. & Smale, S., Nov 2007, In : Foundations of Computational Mathematics. 7, 4, p. 495-528

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 3
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  12. On early stopping in gradient descent learning

    Yao, Y., Rosasco, L. & Caponnetto, A., Aug 2007, In : Constructive Approximation. 26, 2, p. 289-315

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 175
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  13. Optimal rates for the regularized least-squares algorithm

    Caponnetto, A. & De Vito, E., Jul 2007, In : Foundations of Computational Mathematics. 7, 3, p. 331-368

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 200
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  14. Stability of K-means clustering

    Rakhlin, A. & Caponnetto, A., 2007, Advances in Neural Information Processing Systems. p. 1121-1128

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45)32_Refereed conference paper (with ISBN/ISSN)Not applicablepeer-review

    Scopus citations: 51
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  15. Support vectors algorithms as regularization networks

    Caponnetto, A., Rosasco, L., Odone, F. & Verri, A., 2007, ESANN 2005 Proceedings - 13th European Symposium on Artificial Neural Networks. p. 595-600

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45)32_Refereed conference paper (with ISBN/ISSN)Not applicablepeer-review

    Scopus citations: 1
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  16. 2006
  17. Stability properties of empirical risk minimization over Donsker classes

    Caponnetto, A. & Rakhlin, A., Dec 2006, In : Journal of Machine Learning Research. 7, p. 2565-2583

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 11
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  18. 2005
  19. Model selection for regularized least-squares algorithm in learning theory

    De Vito, E., Caponnetto, A. & Rosasco, L., Feb 2005, In : Foundations of Computational Mathematics. 5, 1, p. 59-85

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 104
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  20. Learning from examples as an inverse problem

    De Vito, E., Rosasco, L., Caponnetto, A., De Giovannini, U. & Odone, F., 2005, In : Journal of Machine Learning Research. 6

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 93
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  21. Learning, regularization and ill-posed inverse problems

    Rosasco, L., Caponnetto, A., De Vito, E., De Giovannini, U. & Odone, F., 2005, Advances in Neural Information Processing Systems. Neural information processing systems foundation

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45)32_Refereed conference paper (with ISBN/ISSN)Not applicablepeer-review

    Scopus citations: 1
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  22. 2004
  23. Some properties of regularized kernel methods

    De Vito, E., Rosasco, L., Caponnetto, A., Piana, M. & Verri, A., 1 Oct 2004, In : Journal of Machine Learning Research. 5, p. 1363-1390

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 53
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  24. Are Loss Functions All the Same?

    Rosasco, L., De Vito, E., Caponnetto, A., Piana, M. & Verri, A., May 2004, In : Neural Computation. 16, 5, p. 1063-1076

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 129
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  25. 2002
  26. Analysis of the compatibility conditions for the Radon projections, with an application to seismology

    Bindi, D. & Caponnetto, A., 2002, In : International Journal of Imaging Systems and Technology. 12, 3, p. 112-116

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

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  27. 2001
  28. Tomographic imaging of the earthquake source: Numerical validation in two-dimensional approximation

    Bindi, D. & Caponnetto, A., 10 Apr 2001, In : Journal of Geophysical Research: Solid Earth. 106, B4, p. 6643-6656 2000JB900433.

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 5
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  29. 1997
  30. Tomography with a finite set of projections: Singular value decomposition and resolution

    Caponnetto, A. & Bertero, M., 1997, In : Inverse Problems. 13, 5, p. 1191-1205

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalNot applicablepeer-review

    Scopus citations: 14
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