Description |
561 pages |
Contents |
A history of the development of datamining in pharmaceutical research / David J. Livingstone and John Bradshaw -- Drug gold and data dragons : myths and realities of data mining in the pharmaceutical industry / Barry Robson and Andy Vaithiligam -- Application of data mining algorithms in pharmaceutical research and development / Konstantin V. Balakin -- Data mining approaches for compound selection and iterative screening / Martin Vogt and Jürgen Bajorath -- Prediction of toxic effects of pharmaceutical agents / Andreas Maunz and Christoph Helma -- Chemogenomics-based design of GPCR-targeted libraries using data mining techniques / Konstantin V. Balakin and Elena V. Bovina -- Mining high-throughput screening data by novel knowledge-based optimization analysis / S. Frank Yan ... [et al.] -- Mining DNA microarray gene expression data / Paolo Magni -- Bioinformatics approaches for analysis of protein-ligand interactions / Munazah Andrabi ... [et al.] -- Analysis of toxicogenomics databases / Lyle D. Burgoon -- Bridging the pharmaceutical shortfall : informatics approaches to the discovery of vaccines, antigens, epitopes, and adjuvants / Matthew N. Davies and Darren R. Flower -- Data mining in pharmacovigilance / Manfred Hauben and Andrew Bate -- Data-mining methods as tools for predicting individual drug response / Sabbagh Audrey and Darlu Pierre -- Data mining methods in pharmaceutical formulation / Raymond C. Rowe and Elizabeth A Colbourn -- Dimensionality reduction techniques for pharmaceutical data mining / Igor V. Pletnev, Yan A. Ivanenkov, and Alexey V. Tarasov -- Advanced methods of artificial intelligence in the design of pharmaceutical agents / Yan A. Ivanenkov and Ludmila M. Khandarova -- Databases for chemical and biological information / Tudor I. Oprea, Liliana Ostopovici-Halip, Ramona Rad-Curpan -- Mining chemical structural information from the literature / Debra L. Banville |
Bibliography |
Includes bibliographical references and index |
Subject |
Computational biology.
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Data mining.
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Pharmacology.
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Drug Discovery -- methods.
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Computational Biology.
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Data Interpretation, Statistical.
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Author |
Balakin, Konstantin V.
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LC no. |
2009026523 |
ISBN |
9780470196083 (cloth) |
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