{"product_id":"pattern-classification-a-unified-view-of-statistical-and-neural-approaches-hardback-9780471135340","title":"Pattern Classification; A Unified View of Statistical and Neural Approaches (Hardback) 9780471135340","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003ePattern Classification\u003c\/font\u003e\u003cbr\u003e\r\n\u003cfont size=\"5\"\u003eA Unified View of Statistical and Neural Approaches\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eJürgen Schürmann (Author)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9780471135340, Wiley\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eHardback, published 4 April 1996\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e392 pages\u003cbr\u003e24.2 x 16.2 x 2.3 cm, 0.678 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003ePATTERN CLASSIFICATION\u003cbr\u003e \u003cbr\u003e a unified view of statistical and neural approaches\u003cbr\u003e \u003cbr\u003e The product of years of research and practical experience in pattern classification, this book offers a theory-based engineering perspective on neural networks and statistical pattern classification. Pattern Classification sheds new light on the relationship between seemingly unrelated approaches to pattern recognition, including statistical methods, polynomial regression, multilayer perceptron, and radial basis functions. Important topics such as feature selection, reject criteria, classifier performance measurement, and classifier combinations are fully covered, as well as material on techniques that, until now, would have required an extensive literature search to locate. A full program of illustrations, graphs, and examples helps make the operations and general properties of different classification approaches intuitively understandable.\u003cbr\u003e \u003cbr\u003e Offering a lucid presentation of complex applications and their algorithms, Pattern Classification is an invaluable resource for researchers, engineers, and graduate students in this rapidly developing field.\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eStatistical Decision Theory.\u003cbr\u003e \u003cbr\u003e Need for Approximations: Fundamental Approaches.\u003cbr\u003e \u003cbr\u003e Classification Based on Statistical Models Determined by First-and-Second Order Statistical Moments.\u003cbr\u003e \u003cbr\u003e Classification Based on Mean-Square Functional Approximations.\u003cbr\u003e \u003cbr\u003e Polynomial Regression.\u003cbr\u003e \u003cbr\u003e Multilayer Perceptron Regression.\u003cbr\u003e \u003cbr\u003e Radial Basis Functions.\u003cbr\u003e \u003cbr\u003e Measurements, Features, and Feature Section.\u003cbr\u003e \u003cbr\u003e Reject Criteria and Classifier Performance.\u003cbr\u003e \u003cbr\u003e Combining Classifiers.\u003cbr\u003e \u003cbr\u003e Conclusion.\u003cbr\u003e \u003cbr\u003e STATMOD Program: Description of ftp Package.\u003cbr\u003e \u003cbr\u003e References.\u003cbr\u003e \u003cbr\u003e Index.\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Electronics \u0026amp; communications engineering [\u003ca title=\"See our other books on Electronics \u0026amp; communications engineering\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Electronics%20\u0026amp;%20communications%20engineering%20%5BTJ%5D%22\"\u003eTJ\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Wiley-Interscience","offers":[{"title":"Brand New","offer_id":52278207086872,"sku":"9780471135340","price":141.49,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/files\/9780471135340.jpg?v=1781460369","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/pattern-classification-a-unified-view-of-statistical-and-neural-approaches-hardback-9780471135340","provider":"Freshly Printed Books","version":"1.0","type":"link"}