{"product_id":"pattern-recognition-with-support-vector-machines-first-international-workshop-svm-2002-niagara-falls-canada-august-10-2002-proceedings-von-seong-whan-lee-alessandro-verri-hrsg","title":"Pattern Recognition with Support Vector Machines","description":"\u003cp\u003eWith 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.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783540440161\"\u003e\u003ch3\u003eFirst International Workshop, SVM 2002, Niagara Falls, Canada, August 10, 2002. Proceedings\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783540440161","offer_id":39426442100829,"sku":"9783540440161","price":53.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/7531e9e1-f697-411e-9f33-3b8474b04eff.jpg?v=1773553837","url":"https:\/\/shop.autorenwelt.de\/products\/pattern-recognition-with-support-vector-machines-first-international-workshop-svm-2002-niagara-falls-canada-august-10-2002-proceedings-von-seong-whan-lee-alessandro-verri-hrsg","provider":"Autorenwelt Shop","version":"1.0","type":"link"}