{"product_id":"sparse-modeling-irina-rish-9781439828694","title":"Sparse Modeling: Theory, Algorithms, and Applications","description":"\u003cp\u003eSparse models are particularly useful in scientific applications, such as biomarker discovery in genetic or neuroimaging data, where the interpretability of a predictive model is essential. Sparsity can also dramatically improve the cost efficiency of signal processing.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eSparse Modeling: Theory, Algorithms, and Applications\u003c\/strong\u003e provides an introduction to the growing field of sparse modeling, including application examples, problem formulations that yield sparse solutions, algorithms for finding such solutions, and recent theoretical results on sparse recovery. The book gets you up to speed on the latest sparsity-related developments and will motivate you to continue learning about the field.\u003c\/p\u003e\u003cp\u003eThe authors first present motivating examples and a high-level survey of key recent developments in sparse modeling. The book then describes optimization problems involving commonly used sparsity-enforcing tools, presents essential theoretical results, and discusses several state-of-the-art algorithms for finding sparse solutions. \u003c\/p\u003e\u003cp\u003eThe authors go on to address a variety of sparse recovery problems that extend the basic formulation to more sophisticated forms of structured sparsity and to different loss functions. They also examine a particular class of sparse graphical models and cover dictionary learning and sparse matrix factorizations.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Irina Rish,Genady Grabarnik\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1439828695\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781439828694\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/04\/2014\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 254\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.10lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.30h x 6.10w x 0.70d","brand":"Irina Rish","offers":[{"title":"Hardcover","offer_id":48088271028479,"sku":"9781439828694","price":105.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_a6339af0-8dce-48b3-96c4-cebd5e67af58.jpg?v=1769103980","url":"https:\/\/www.whiterainbookhouse.com\/products\/sparse-modeling-irina-rish-9781439828694","provider":"WR Book House","version":"1.0","type":"link"}