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Limitations and Future Trends in Neural Computation (NATO Science Series: Computer & Systems Sciences)

Sergey Ablameyko, NATO ADVANCED RESEARCH WORKSHOP ON LIMIT




[PDF.jn34] Limitations and Future Trends in Neural Computation (NATO Science Series: Computer & Systems Sciences)

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 | #11699734 in Books |  2003-08 | Original language:English | PDF # 186 |  9.50 x6.50 x1.00l, | File type: PDF | 254 pages

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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 not...

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