Artificial Neural Networks: Methods and Applications / Edition 1

Artificial Neural Networks: Methods and Applications / Edition 1

by David J. Livingstone
ISBN-10:
1617377384
ISBN-13:
9781617377389
Pub. Date:
10/09/2011
Publisher:
Springer-Verlag New York, LLC
Select a Purchase Option (Softcover reprint of hardcover 1st ed. 2009)
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Overview

Artificial Neural Networks: Methods and Applications / Edition 1

As an extension of artificial intelligence research, artificial neural networks (ANN) aim to simulate intelligent behavior by mimicking the way that biological neural networks function. In Artificial Neural Networks, an international panel of experts report the history of the application of ANN to chemical and biological problems, provide a guide to network architectures, training and the extraction of rules from trained networks, and cover many cutting-edge examples of the application of ANN to chemistry and biology. In the tradition of the highly successful Methods in Molecular Biology™ series, this volume exhibits clear, easy-to-use information with many step-by-step laboratory prools.

Comprehensive and state-of-the-art, Artificial Neural Networks is an excellent guide to this accelerating technological field of study.

Product Details

ISBN-13: 9781617377389
Publisher: Springer-Verlag New York, LLC
Publication date: 10/09/2011
Series: Methods in Molecular Biology Series , #458
Edition description: Softcover reprint of hardcover 1st ed. 2009
Pages: 254
Product dimensions: 6.10(w) x 9.25(h) x 0.02(d)

Table of Contents

Preface v

Contributors ix

1 Artificial Neural Networks in Biology and Chemistry: The Evolution of a New Analytical Tool Hugh M. Cartwright 1

2 Overview of Artificial Neural Networks Jinming Zou Yi Han Sung-Sau So 15

3 Bayesian Regularization of Neural Networks Frank Burden Dave Winkler 25

4 Kohonen and Counterpropagation Neural Networks Applied for Mapping and Interpretation of IR Spectra Marjana Novic 45

5 Artificial Neural Network Modeling in Environmental Toxicology James Devillers 61

6 Neural Networks in Analytical Chemistry Mehdi Jalali-Heravi 81

7 Application of Artificial Neural Networks for Decision Support in Medicine Brendan Larder Dechao Wang Andy Revell 123

8 Neural Networks in Building QSAR Models Igor I. Baskin Vladimir A. Palyulin Nikolai S. Zefirov 137

9 Peptide Bioinformatics: Peptide Classification Using Peptide Machines Zheng Rong Yang 159

10 Associative Neural Network Igor V. Tetko 185

11 Neural Networks Predict Protein Structure and Function Marco Punta Burkhard Rost 203

12 The Extraction of Information and Knowledge from Trained Neural Networks David J. Livingstone Antony Browne Raymond Crichton Brian D. Hudson David Whitley Martyn G. Ford 231

Index 249

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