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Book Cover
E-book
Author MacCuish, John D., author

Title Clustering in bioinformatics and drug discovery / John D. MacCuish, Norah E. MacCuish
Published Boca Raton, Florida : CRC Press, [2011]
©2011

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Description 1 online resource (235 pages) : illustrations
Series Chapman & Hall/CRC mathematical and computational biology series
Chapman and Hall/CRC mathematical & computational biology series
Contents Cover; Title; Copyright; Contents; List of Figures; List of Tables; Preface; Acknowledgments; About the Authors; List of Symbols; Foreword; Chapter 1: Introduction; Chapter 2: Data; Chapter 3: Clustering Forms; Chapter 4: Partitional Algorithms; Chapter 5: Cluster Sampling Algorithms; Chapter 6: Hierarchical Algorithms; Chapter 7: Hybrid Algorithms; Chapter 8: Asymmetry; Chapter 9: Ambiguity; Chapter 10: Validation; Chapter 11: Large Scale and Parallel Algorithms; Chapter 12: Appendices; Bibliography
Summary "This book presents an introduction to cluster analysis and algorithms in the context of drug discovery clustering applications. It provides the key to understanding applications in clustering large combinatorial libraries (in the millions of compounds) for compound acquisition, HTS results, 3D lead hopping, gene expression for toxicity studies, and protein reaction data. Bringing together common and emerging methods, the text covers topics peculiar to drug discovery data, such as asymmetric measures and asymmetric clustering algorithms as well as clustering ambiguity and its relation to fuzzy clustering and overlapping clustering algorithms"--Provided by publisher
Bibliography Includes bibliographical references and index
Notes Print version record
Subject Bioinformatics -- Mathematics
Drug development.
Cluster analysis.
Computational biology.
Cluster Analysis
Drug Discovery -- methods
Computational Biology
Cluster analysis
Computational biology
Drug development
Form Electronic book
Author MacCuish, Norah E., author
ISBN 9781439816790
1439816794