Computational Lerning Theory and Natural Learning Systems. Volume II.Intersections between theory and experiment.
Language: English
Published by London, The MIT Press, 1994., 1994
- Softcover
- Used

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- Title
- Computational Lerning Theory and Natural Learning Systems. Volume II.Intersections between theory and experiment.
- Author
- Stephen José Hanson, Thomas Petsche, Michael Kearns and Ronals L.Rivest.
- Publisher
- London, The MIT Press, 1994.
- Publication year
- 1994
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 0262581337
- ISBN 13
- 9780262581332
Computational learning theory, neural networks, and AI machine learning appear to be disparate fields; in fact they have the same goal: to build a machine or program that can learn from its environment. Accordingly, many of the papers in this volume deal with the problem of learning from examples. In particular, they are intended to encourage discussion between those trying to build learning algorithms (for instance, algorithms addressed by learning theoretic analyses are quite different from those used by neural network or machine-learning researchers) and those trying to analyze them.
The first section provides theoretical explanations for the learning systems addressed, the second section focuses on issues in model selection and inductive bias, the third section presents new learning algorithms, the fourth section explores the dynamics of learning in feedforward neural networks, and the final section focuses on the application of learning algorithms.
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Antiquariat Hans Hammerstein
München, Germany
AbeBooks seller since February 20, 2001
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