Limitations and Future Trends in Neural Computation (NATO...

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Limitations and Future Trends in Neural...

Limitations and Future Trends in Neural Computation (NATO Science)

Name: Limitations and Future Trends in Neural Computation (NATO Science)
ISBN: 9781586033248

Sergey Ablameyko, NATO ADVANCED RESEARCH WORKSHOP ON LIMIT

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This work reports critical analyses on complexity issues in the continuum setting and on generalization to new examples, which are two basic milestones in learning from examples in connectionist models. The problem of loading the weights of neural networks, which is often framed as continuous optimization, has been the target of many criticisms, since the potential solution of any learning problem is limited by the presence of local minimal in the error function. The notion of efficient solution needs to be formalized so as to provide useful comparisons with the traditional theory of computational complexity in the discrete setting. It also covers up-to-date developments in computational mathematics.

კატეგორია:

Mathematics

წელი:

2003

ენა:

english

გვერდები:

254

ISBN 10:

1586033247

ISBN 13:

9781586033248