Artificial neural networks : methods and applications / edit by David J. Livingstone

By: Livingstone, David JMaterial type: TextTextPublication details: New Delhi : Springer, 2011, 2008cDescription: ix, 254 p. : ill. ; 24 cmISBN: 978818489894 (pbk)Subject(s): Neural networks (Computer science)DDC classification: 006.32
Contents:
Artificial neural networks in biology and chemistry : the evolution of a new analytical tool / Hugh M. Cartwright -- Overview of artificial neural networks / Jinming Zou, Yi Han, and Sung-Sau So -- Bayesian regularization of neural networks / Frank Burden and Dave Winkler -- Kohonen and counterpropagation neural networks applied for mapping and interpretation of IR spectra / Marjana Novic -- Artificial neural network modeling in environmental toxicology / James Devillers -- Neural networks in analytical chemistry / Mehdi Jalali-Heravi -- Application of artificial neural networks for decision support in medicine / Brendan Larder, Dechao Wang, and Andy Revell -- Neural networks in building QSAR models / Igor I. Baskin, Vladimir A. Palyulin, and Nikolai S. Zefirov -- Peptide bioinformatics : peptide classification using peptide machines / Zheng Rong Yang -- Associative neural network / Igor V. Tetko -- Neural networks predict protein structure and function / Marco Punta and Burkhard Rost -- The extraction of information and knowledge from trained neural networks / David J. Livingstone ... [et al.]
Summary: Reports the history of the application of ANN to chemical and biological problems, provides a guide to network architectures, training and the extraction of rules from trained networks, and covers
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Holdings
Item type Current library Call number Status Date due Barcode Item holds
Books Books Namal Library
Computer Science
006.32 LIV-A 2011 1164 (Browse shelf (Opens below)) Available 1164
Total holds: 0

Index included

Artificial neural networks in biology and chemistry : the evolution of a new analytical tool / Hugh M. Cartwright -- Overview of artificial neural networks / Jinming Zou, Yi Han, and Sung-Sau So -- Bayesian regularization of neural networks / Frank Burden and Dave Winkler -- Kohonen and counterpropagation neural networks applied for mapping and interpretation of IR spectra / Marjana Novic -- Artificial neural network modeling in environmental toxicology / James Devillers -- Neural networks in analytical chemistry / Mehdi Jalali-Heravi -- Application of artificial neural networks for decision support in medicine / Brendan Larder, Dechao Wang, and Andy Revell -- Neural networks in building QSAR models / Igor I. Baskin, Vladimir A. Palyulin, and Nikolai S. Zefirov -- Peptide bioinformatics : peptide classification using peptide machines / Zheng Rong Yang -- Associative neural network / Igor V. Tetko -- Neural networks predict protein structure and function / Marco Punta and Burkhard Rost -- The extraction of information and knowledge from trained neural networks / David J. Livingstone ... [et al.]

Reports the history of the application of ANN to chemical and biological problems, provides a guide to network architectures, training and the extraction of rules from trained networks, and covers

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