{"product_id":"9780470170816","title":"Classification Analysis of DNA Microarrays","description":"\u003ch3\u003eWiley Series in Bioinformatics\u003c\/h3\u003e\u003ch1\u003eClassification Analysis of DNA Microarrays\u003c\/h1\u003e\u003ch3\u003eLeif E. Peterson | Yi Pan | Albert Y. Zomaya\u003c\/h3\u003e\u003cdiv\u003e\u003cb\u003eComputers \/ Data Science \/ Data Analytics\u003c\/b\u003e\u003c\/div\u003e\u003cbr\u003e\u003cdiv\u003e\n\u003cp\u003e\u003cb\u003eWiley Series in Bioinformatics: Computational Techniques and Engineering\u003c\/b\u003e\u003cbr\u003e \u003ci\u003eYi Pan and Albert Y. Zomaya, Series Editors\u003c\/i\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eWide coverage of traditional unsupervised and supervised methods and newer contemporary approaches that help researchers handle the rapid growth of classification methods in DNA microarray studies\u003c\/b\u003e \u003c\/p\u003e\n\u003cp\u003eProliferating classification methods in DNA microarray studies have resulted in a body of information scattered throughout literature, conference proceedings, and elsewhere. This book unites many of these classification methods in a single volume. In addition to traditional statistical methods, it covers newer machine-learning approaches such as fuzzy methods, artificial neural networks, evolutionary-based genetic algorithms, support vector machines, swarm intelligence involving particle swarm optimization, and more. \u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eClassification Analysis of DNA Microarrays\u003c\/i\u003e provides highly detailed pseudo-code and rich, graphical programming features, plus ready-to-run source code. Along with primary methods that include traditional and contemporary classification, it offers supplementary tools and data preparation routines for standardization and fuzzification; dimensional reduction via crisp and fuzzy c-means, PCA, and non-linear manifold learning; and computational linguistics via text analytics and n-gram analysis, recursive feature extraction during ANN, kernel-based methods, ensemble classifier fusion. \u003c\/p\u003e\n\u003cp\u003eThis powerful new resource: \u003c\/p\u003e\n\u003cul\u003e \u003cli\u003eProvides information on the use of classification analysis for DNA microarrays used for large-scale high-throughput transcriptional studies\u003c\/li\u003e \u003cli\u003eServes as a historical repository of general use supervised classification methods as well as newer contemporary methods\u003c\/li\u003e \u003cli\u003eBrings the reader quickly up to speed on the various classification methods by implementing the programming pseudo-code and source code provided in the book\u003c\/li\u003e \u003cli\u003eDescribes implementation methods that help shorten discovery times\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003eClassification Analysis of DNA Microarrays is useful for professionals and graduate students in computer science, bioinformatics, biostatistics, systems biology, and many related fields.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e \u003cp\u003e\u003cb\u003eLEIF E. PETERSON, PHD,\u003c\/b\u003e is Associate Professor of Public Health, Weill Cornell Medical College, Cornell University, and is with the Center for Biostatistics, The Methodist Hospital Research Institute (Houston). He is a member of the IEEE Computational Intelligence Society, and Editor-in-Chief of the BioMed Central \u003ci\u003eSource Code for Biology and Medicine\u003c\/i\u003e.\u003c\/p\u003e\n\u003c\/div\u003e\u003cbr\u003e\u003ctable\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublication Date: \u003c\/td\u003e\n\u003ctd\u003e24 June 2013\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublisher: \u003c\/td\u003e\n\u003ctd\u003eWiley\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eImprint: \u003c\/td\u003e\n\u003ctd\u003eWiley-IEEE Computer Society Pr\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eISBN-13: \u003c\/td\u003e\n\u003ctd\u003e9780470170816\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFormat: \u003c\/td\u003e\n\u003ctd\u003eMultiple \/ component \/ retail \/ product \/ part \/ s\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePage Count: \u003c\/td\u003e\n\u003ctd\u003e736\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eWeight (oz): \u003c\/td\u003e\n\u003ctd\u003e40.8\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/table\u003e","brand":"Wiley","offers":[{"title":"Default Title","offer_id":44388367728780,"sku":"9780470170816","price":111.56,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9780470170816_9e8b76a9-76f8-44af-8d1b-f7786f3ff6d5.jpg?v=1780145530","url":"https:\/\/lateknightbooks.com\/products\/9780470170816","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}