{"product_id":"pattern-recognition-with-support-vector-seong-whan-lee-9783540440161","title":"Pattern Recognition with Support Vector Machines: First International Workshop, Svm 2002, Niagara Falls, Canada, August 10, 2002. Proceedings","description":"With their introduction in 1995, Support Vector Machines (SVMs) marked the beginningofanewerainthelearningfromexamplesparadigm.Rootedinthe Statistical Learning Theory developed by Vladimir Vapnik at AT\u0026amp;T, SVMs quickly gained attention from the pattern recognition community due to a n- beroftheoreticalandcomputationalmerits.Theseinclude, forexample, the simple geometrical interpretation of the margin, uniqueness of the solution, s- tistical robustness of the loss function, modularity of the kernel function, and over't control through the choice of a single regularization parameter. Like all really good and far reaching ideas, SVMs raised a number of - terestingproblemsforboththeoreticiansandpractitioners.Newapproachesto Statistical Learning Theory are under development and new and more e?cient methods for computing SVM with a large number of examples are being studied. Being interested in the development of trainable systems ourselves, we decided to organize an international workshop as a satellite event of the 16th Inter- tional Conference on Pattern Recognition emphasizing the practical impact and relevance of SVMs for pattern recognition. By March 2002, a total of 57 full papers had been submitted from 21 co- tries.Toensurethehighqualityofworkshopandproceedings, theprogramc- mitteeselectedandaccepted30ofthemafterathoroughreviewprocess.Ofthese papers16werepresentedin4oralsessionsand14inapostersession.Thepapers span a variety of topics in pattern recognition with SVMs from computational theoriestotheirimplementations.Inadditiontotheseexcellentpresentations, there were two invited papers by Sayan Mukherjee, MIT and Yoshua Bengio, University of Montreal.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Seong-Whan Lee\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 354044016X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783540440161\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 07\/29\/2002\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 428\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.39lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.30h x 6.22w x 0.68d","brand":"Seong-Whan Lee","offers":[{"title":"Paperback","offer_id":48459860934911,"sku":"9783540440161","price":54.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_0e2513e9-4a60-4845-927d-b5620f65c596.jpg?v=1777412209","url":"https:\/\/www.whiterainbookhouse.com\/products\/pattern-recognition-with-support-vector-seong-whan-lee-9783540440161","provider":"WR Book House","version":"1.0","type":"link"}