{"product_id":"regularization-optimization-kernels-and-support-vector-machines-chapman-hallcrc-machine-learning-pattern-recognition-0367658984","title":"Regularization, Optimization, Kernels, and Support Vector Machines (Chapman \u0026 Hall\/CRC Machine Learning \u0026 Pattern Recognition)","description":"\u003cp\u003e\u003cstrong\u003eISBN:\u003c\/strong\u003e 0367658984\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAuthor:\u003c\/strong\u003e Suykens, Johan A.K.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eCondition:\u003c\/strong\u003e New\u003c\/p\u003e\u003cp\u003eRegularization, Optimization, Kernels, and Support Vector Machines 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:Covers the relationship between support vector machines (SVMs) and the LassoDiscusses multi-layer SVMsExplores nonparametric feature selection, basis pursuit methods, and robust compressive sensingDescribes graph-based regularization methods for single- and multi-task learningConsiders regularized methods for dictionary learning and portfolio selectionAddresses non-negative matrix factorizationExamines low-rank matrix and tensor-based modelsPresents advanced kernel methods for batch and online machine learning, system identification, domain adaptation, and image processingTackles large-scale algorithms including conditional gradient methods, (non-convex) proximal techniques, and stochastic gradient descentRegularization, Optimization, Kernels, and Support Vector Machines is ideal for researchers in machine learning, pattern recognition, data mining, signal processing, statistical learning, and related areas.\u003c\/p\u003e","brand":"Mia Karts","offers":[{"title":"Default Title","offer_id":51819161583904,"sku":"NEW0367658984","price":71.96,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0980\/7426\/3840\/files\/71tZotSB8zL.jpg?v=1781126557","url":"https:\/\/miakarts.com\/products\/regularization-optimization-kernels-and-support-vector-machines-chapman-hallcrc-machine-learning-pattern-recognition-0367658984","provider":"Miakarts Books","version":"1.0","type":"link"}