About This Book This book is about training methods - in particular, fast second-order training methods - for multi-layer perceptrons (MLPs). MLPs (also known as feed-forward neural networks) are the most widely-used class of neural network. Over the past decade MLPs have achieved increasing popularity among scientists, engineers and other professionals as tools for tackling a wide variety of information processing tasks. In common with all neural networks, MLPsare trained (rather than programmed) to carryout the chosen information processing function. Unfortunately, the (traditional' method for trainingMLPs- the well-knownbackpropagation method - is notoriously slow and unreliable when applied to many prac tical tasks. The development of fast and reliable training algorithms for MLPsis one of the most important areas ofresearch within the entire field of neural computing. The main purpose of this book is to bring to a wider audience a range of alternative methods for training MLPs, methods which have proved orders of magnitude faster than backpropagation when applied to many training tasks. The book also addresses the well-known (local minima' problem, and explains ways in which fast training methods can be com bined with strategies for avoiding (or escaping from) local minima. All the methods described in this book have a strong theoretical foundation, drawing on such diverse mathematical fields as classical optimisation theory, homotopic theory and stochastic approximation theory.
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Book Description Springer. PAPERBACK. Book Condition: New. 3540761004 New Condition. Bookseller Inventory # NEW6.0898460
Book Description Springer, 2017. Paperback. Book Condition: New. This item is printed on demand. Bookseller Inventory # P113540761004
Book Description Springer-Verlag Berlin and Heidelberg GmbH and Co. KG, 1997. PAP. Book Condition: New. New Book. Shipped from US within 10 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Bookseller Inventory # IQ-9783540761006
Book Description Springer, 2016. Paperback. Book Condition: New. PRINT ON DEMAND Book; New; Publication Year 2016; Not Signed; Fast Shipping from the UK. No. book. Bookseller Inventory # ria9783540761006_lsuk
Book Description Springer, 1997. Paperback. Book Condition: NEW. 9783540761006 This listing is a new book, a title currently in-print which we order directly and immediately from the publisher. Bookseller Inventory # HTANDREE0734612
Book Description Springer-Verlag Berlin and Heidelberg GmbH and Co. KG, 1997. PAP. Book Condition: New. New Book. Delivered from our UK warehouse in 3 to 5 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Bookseller Inventory # LQ-9783540761006
Book Description Springer. Paperback. Book Condition: New. Paperback. 145 pages. Dimensions: 9.2in. x 6.0in. x 0.4in.This volume aims to develop the readers understanding of the theoretical and practical issues involved in the development of efficient MLP training strategies, and to describe and evaluate the performance of a wide range of specific training algorithm. Particular emphasis is given to the development of methods which a strong theoretical foundation, rather than heuristic, rule of thumb training strategies. Second-Order Methods for Neural Networks will be of interest to academic researchers and postgraduate students working with neural networks (especially supervised learning with multi-layer perceptrons), industrial researchers and programmers developing neural network software, and professionals using neural networks as optimisation tools. This item ships from multiple locations. Your book may arrive from Roseburg,OR, La Vergne,TN. Paperback. Bookseller Inventory # 9783540761006
Book Description Springer, 1997. Book Condition: New. This item is printed on demand for shipment within 3 working days. Bookseller Inventory # LP9783540761006
Book Description Springer, 2017. Paperback. Book Condition: New. This item is printed on demand. Bookseller Inventory # 3540761004
Book Description Springer, 1997. Paperback. Book Condition: New. book. Bookseller Inventory # 3540761004