{"product_id":"regularization-optimization-kernels-and-support-johan-a-k-suykens-9781482241396","title":"Regularization, Optimization, Kernels, and Support Vector Machines","description":"\u003cp\u003e\u003cstrong\u003eRegularization, Optimization, Kernels, and Support Vector Machines\u003c\/strong\u003e offers a snapshot of the current state of the art of large-scale machine learning, providing a single multidisciplinary source for the latest research and advances in regularization, sparsity, compressed sensing, convex and large-scale optimization, kernel methods, and support vector machines. Consisting of 21 chapters authored by leading researchers in machine learning, this comprehensive reference: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eCovers the relationship between support vector machines (SVMs) and the Lasso\u003c\/li\u003e \u003cli\u003eDiscusses multi-layer SVMs\u003c\/li\u003e \u003cli\u003eExplores nonparametric feature selection, basis pursuit methods, and robust compressive sensing\u003c\/li\u003e \u003cli\u003eDescribes graph-based regularization methods for single- and multi-task learning\u003c\/li\u003e \u003cli\u003eConsiders regularized methods for dictionary learning and portfolio selection\u003c\/li\u003e \u003cli\u003eAddresses non-negative matrix factorization\u003c\/li\u003e \u003cli\u003eExamines low-rank matrix and tensor-based models\u003c\/li\u003e \u003cli\u003ePresents advanced kernel methods for batch and online machine learning, system identification, domain adaptation, and image processing\u003c\/li\u003e \u003cli\u003eTackles large-scale algorithms including conditional gradient methods, (non-convex) proximal techniques, and stochastic gradient descent\u003c\/li\u003e \u003c\/ul\u003e\u003cp\u003e\u003cb\u003eRegularization, Optimization, Kernels, and Support Vector Machines\u003c\/b\u003e is ideal for researchers in machine learning, pattern recognition, data mining, signal processing, statistical learning, and related areas.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Johan A. K. Suykens\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1482241390\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781482241396\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/30\/2014\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 526\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.80lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.40w x 1.40d","brand":"Johan A. K. Suykens","offers":[{"title":"Hardcover","offer_id":48088376967423,"sku":"9781482241396","price":130.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_8b45f3ab-1d4a-4221-84ba-732e1290f01e.jpg?v=1769104496","url":"https:\/\/www.whiterainbookhouse.com\/products\/regularization-optimization-kernels-and-support-johan-a-k-suykens-9781482241396","provider":"WR Book House","version":"1.0","type":"link"}