{"product_id":"learning-with-kernels-support-vector-machines-regularization-optimization-and-beyond-9780262536578","title":"Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond","description":"\u003cb\u003eA comprehensive introduction to Support Vector Machines and related kernel methods.\u003c\/b\u003e\u003cp\u003eIn the 1990s, a new type of learning algorithm was developed, based on results from statistical learning theory: the Support Vector Machine (SVM). This gave rise to a new class of theoretically elegant learning machines that use a central concept of SVMs---kernels--for a number of learning tasks. Kernel machines provide a modular framework that can be adapted to different tasks and domains by the choice of the kernel function and the base algorithm. They are replacing neural networks in a variety of fields, including engineering, information retrieval, and bioinformatics.\u003c\/p\u003e\u003cp\u003e\u003ci\u003eLearning with Kernels\u003c\/i\u003e provides an introduction to SVMs and related kernel methods. Although the book begins with the basics, it also includes the latest research. It provides all of the concepts necessary to enable a reader equipped with some basic mathematical knowledge to enter the world of machine learning using theoretically well-founded yet easy-to-use kernel algorithms and to understand and apply the powerful algorithms that have been developed over the last few years.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-13666796\"\u003eBernhard Scholkopf\u003c\/a\u003e, \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-13998055\"\u003eAlexander J. Smola\u003c\/a\u003e\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e MIT Press\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/05\/2018\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 648\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.78lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 8.00w x 1.30d\u003cbr\u003e\u003cb\u003eISBN13:\u003c\/b\u003e 9780262536578\u003cbr\u003e\u003cb\u003eISBN10:\u003c\/b\u003e 0262536579\u003cbr\u003e\u003cb\u003eBISAC Categories:\u003c\/b\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM014000\"\u003eComputer Science\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-MAT\"\u003eMathematics\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-MAT000000\"\u003eGeneral\u003c\/a\u003e\u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003eBernhard Schölkopf is Director at the Max Planck Institute for Intelligent Systems in Tübingen, Germany. He is coauthor of \u003ci\u003eLearning with Kernels\u003c\/i\u003e (2002) and is a coeditor of \u003ci\u003eAdvances in Kernel Methods: Support Vector Learning\u003c\/i\u003e (1998), \u003ci\u003eAdvances in Large-Margin Classifiers\u003c\/i\u003e (2000), and \u003ci\u003eKernel Methods in Computational Biology\u003c\/i\u003e (2004), all published by the MIT Press. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eAlexander J. Smola is Senior Principal Researcher and Machine Learning Program Leader at National ICT Australia\/Australian National University, Canberra.","brand":"MIT Press","offers":[{"title":"Default Title","offer_id":44442303037677,"sku":"9780262536578","price":150.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0550\/8097\/6621\/products\/img_dd00321b-610e-4f73-b2e6-bf9c813aff5d.jpg?v=1700204337","url":"https:\/\/sureshotbooks.com\/products\/learning-with-kernels-support-vector-machines-regularization-optimization-and-beyond-9780262536578","provider":"SureShot Books Publishing LLC","version":"1.0","type":"link"}