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" The sample complexity of pattern classification with neural networks: The size of the weights is more important than the size of the network. "
Exploratory Analysis of Metallurgical Process Data with Neural Networks and ... - 335. lappuse
autors: C. Aldrich - 2002 - 386 lapas
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Advances in Neural Information Processing Systems 9: Proceedings of the 1996 ...

Michael C. Mozer, Michael I. Jordan, Thomas Petsche - 1997 - 1098 lapas
...Proceedings of the CTP-PBSRI Joint Workshop on Theoretical Physics, J.-H. Oh et al eds, 105-130, 1995. For valid generalization, the size of the weights is more important than the size of the network Peter L. Bartlett Department of Systems Engineering Research School of Information Sciences and Engineering...
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Computational Learning Theory: Third European Conference ..., 3. sējums

Shai Ben-David, J. G. Carbonnell, J. Siekmann - 1997 - 330 lapas
...207-217, (1993). 3. Peter Bartlett, "The Sample Complexity of Pattern Classification with Neural Networks: the Size of the Weights is More Important than the Size of the Network," Technical Report. Department of Systems Engineering, Australian National University, May 1996. 4. Bernhard...
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Advances in Kernel Methods: Support Vector Learning

Rosanna Soentpiet, Managing Director of the Max Planck Institute for Biological Cybernetics in Tubingen Germany Profe Bernhard Scholkopf - 1999 - 376 lapas
...44(2):525-536, 1998a. PL Bartlett. The sample complexity of pattern classification with neural networks: the size of the weights is more important than the size of the network. IEEE Transactions on Information Theory, 44(2):525-536, 1998b. PL Bartlett, P. Long, and RC Williamson....
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Advances in Neural Information Processing Systems 11: Proceedings of the ...

Michael S. Kearns, Sara A. Solla, David A. Cohn - 1999 - 1090 lapas
...References [Bar98] PL Bartlett. The sample complexity of pattern classification with neural networks: the size of the weights is more important than the size of the network. IEEE Transactions on Information Theory, 44(2):525-536, 1998. [Bre97] L. Breiman. Prediction games...
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Advances in Large Margin Classifiers

Alexander J. Smola, Peter J. Bartlett, Nottinghamshire Healthcare Nhs Trust Chair in Mental Health Law Peter Bartlett, Dale Schuurmans, Director of the Max Planck Institute for Intelligent in Tübingen Germany Professor for Machine Lea Bernhard Schölkopf, Bernhard Schölkopf - 2000 - 412 lapas
...54(2):317-331, 1997. PL Bartlett. The sample complexity of pattern classification with neural networks: the size of the weights is more important than the size of the network. IEEE Transactions on Information Theory, 44(2):525-536, 1998. PL Bartlett, SR Kulkarni, and SE Posner....
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Advances in Neural Information Processing Systems 12 ..., 1-2. sējumi

Sara A. Solla, Klaus-Robert Müller, Todd K. Leen - 2000 - 1080 lapas
...overfit. References [1] PL Bartlett. The sample complexity of pattern classification with neural networks: the size of the weights is more important than the size of the network. IEEE Transactions on Information Theory, 44(2):525-536, March 1998. [2] L. Breiman. Bagging predictors....
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Advances in Neural Information Processing Systems 13: Proceedings of the ...

Todd K. Leen, Thomas G. Dietterich, Volker Tresp - 2001 - 1106 lapas
...training data, while BP is biased toward learning smoolher functions. References [ 1 ] Peter L. Bartlett. For valid generalization the size of the weights is more important than the size of the network. In Advances in Neural Information Processing Systems, volume 9, page 134. The MIT Press, 1997. [2]...
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Learning Kernel Classifiers: Theory and Algorithms

Ralf Herbrich - 2001 - 384 lapas
...deGryter. Bartlett, PL (1998). The sample complexity of pattern classification with neural networks: The size of the weights is more important than the size of the network. IEEE Transactions on Information Theory 44(2), 525-536. Bartlett, PL and J. Shawe-Taylor(1999). Generalization...
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Advances in Neural Information Processing Systems 14: Proceedings of the ...

Thomas G. Dietterich, Suzanna Becker, Zoubin Ghahramani - 2002 - 1594 lapas
...References [1] Peter Bartlett, "The Sample Complexity of Pattern Classification with Neural Networks: The Size of the Weights is More Important than the Size of the Network", IEEE Transactions on Information Theory, Vol. 44, No. 2, March 1998. [2] V. Koltchinskii and D. Panchenko,...
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Mathematical Statistics and Applications: Festschrift for Constance Van Eeden

Constance van Eeden, Marc Moore - 2003 - 495 lapas
...pp. 25-32. Bartlett, PL (1998). The sample complexity of pattern classification with neural networks: the size of the weights is more important than the size of the network. IEEE Trans. Inform. Theory 44, 525-536. Buhlmann, P. and Yu, B. (2002). Analyzing bagging. Ann. Statist....
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