{"product_id":"support-vector-machines-optimization-based-theory-algorithms-and-extensions-9781439857922","title":"Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions","description":"\u003cp\u003eEnabling a sound understanding of SVMs, this book gives readers the tools to solve real-world problems using SVMs. It presents an accessible treatment of the two main components of SVMs-classification problems and regression problems. The authors emphasize the close connection between optimization theory and SVMs since optimization is one of the pillars on which SVMs are built. They construct SVMs for semi-supervised, knowledge-based, and robust classification problems. They also cover SVMs for Universum, privileged, multi-class, multi-instance, and multi-label classification problems.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Naiyang Deng,Yingjie Tian,Chunhua Zhang\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/17\/2012\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 364\u003cbr\u003e\u003cb\u003eBinding Type:\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\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781439857922\u003cbr\u003e\u003cp\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003eNaiyang Deng, Yingjie Tian, Chunhua Zhang\u003cbr\u003e\u003c\/p\u003e","brand":"CRC Press","offers":[{"title":"Hardcover","offer_id":44707533324403,"sku":"9781439857922","price":237.74,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0555\/9255\/0515\/files\/img_be178dfd-7781-4329-b1a1-7308023a6671.jpg?v=1775840486","url":"https:\/\/bookstorenmore.com\/products\/support-vector-machines-optimization-based-theory-algorithms-and-extensions-9781439857922","provider":"Bookstore N More","version":"1.0","type":"link"}