On-line learning is one of the most powerful and commonly used techniques for training large layered networks and has been used successfully in many real-world applications. Traditional analytical methods have been recently complemented by ones from statistical physics and Bayesian statistics. This powerful combination of analytical methods provides more insight and deeper understanding of existing algorithms and leads to novel and principled proposals for their improvement. This book presents a coherent picture of the ...
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On-line learning is one of the most powerful and commonly used techniques for training large layered networks and has been used successfully in many real-world applications. Traditional analytical methods have been recently complemented by ones from statistical physics and Bayesian statistics. This powerful combination of analytical methods provides more insight and deeper understanding of existing algorithms and leads to novel and principled proposals for their improvement. This book presents a coherent picture of the state-of-the-art in the theoretical analysis of on-line learning. An introduction relates the subject to other developments in neural networks and explains the overall picture. Surveys by leading experts in the field combine new and established material and enable non-experts to learn more about the techniques and methods used. This book, the first in the area, provides a comprehensive view of the subject and will be welcomed by mathematicians, scientists and engineers, whether in industry or academia.
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Add this copy of On-Line Learning in Neural Networks to cart. $32.95, new condition, Sold by Scholars Attic rated 4.0 out of 5 stars, ships from Lake Barrington, IL, UNITED STATES, published 1999 by Cambridge University Press.
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BRAND NEW(never opened)! ! -No international shipping available. Sewn binding. Cloth over boards. 412 p. Contains: Illustrations. Publications of the Newton Institute, 17. Audience: General/trade.
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New. Trade paperback (US). Contains: Line drawings. Publications of the Newton Institute . 40 b/w illus. Intended for professional and scholarly audience.
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New. Print on demand Trade paperback (US). Contains: Line drawings. Publications of the Newton Institute . 40 b/w illus. Intended for professional and scholarly audience.
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