{"product_id":"support-vector-machines-naiyang-deng-9781439857922","title":"Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions","description":"\u003cp\u003e\u003cstrong\u003eSupport Vector Machines: Optimization Based Theory, Algorithms, and Extensions\u003c\/strong\u003e presents an accessible treatment of the two main components of support vector machines (SVMs)-classification problems and regression problems. The book emphasizes the close connection between optimization theory and SVMs since optimization is one of the pillars on which SVMs are built.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eThe authors share insight on many of their research achievements. They give a precise interpretation of statistical leaning theory for C-support vector classification. They also discuss regularized twin SVMs for binary classification problems, SVMs for solving multi-classification problems based on ordinal regression, SVMs for semi-supervised problems, and SVMs for problems with perturbations.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eTo improve readability, concepts, methods, and results are introduced graphically and with clear explanations. For important concepts and algorithms, such as the Crammer-Singer SVM for multi-class classification problems, the text provides geometric interpretations that are not depicted in current literature. \u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eEnabling a sound understanding of SVMs, this book gives beginners as well as more experienced researchers and engineers the tools to solve real-world problems using SVMs.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Naiyang Deng, Yingjie Tian, Chunhua Zhang\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 143985792X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781439857922\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/17\/2012\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 364\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.40lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.40h x 6.10w x 0.90d","brand":"Naiyang Deng","offers":[{"title":"Hardcover","offer_id":44321441612031,"sku":"9781439857922","price":130.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_ab16c49b-1c36-4837-b8e9-f161644b4bcd.jpg?v=1696330912","url":"https:\/\/www.whiterainbookhouse.com\/products\/support-vector-machines-naiyang-deng-9781439857922","provider":"WR Book House","version":"1.0","type":"link"}