{"product_id":"manifold-learning-theory-and-applications-yunqian-ma-9781439871096","title":"Manifold Learning Theory and Applications","description":"\u003cp\u003eTrained to extract actionable information from large volumes of high-dimensional data, engineers and scientists often have trouble isolating meaningful low-dimensional structures hidden in their high-dimensional observations. Manifold learning, a groundbreaking technique designed to tackle these issues of dimensionality reduction, finds widespread application in machine learning, neural networks, pattern recognition, image processing, and computer vision. \u003c\/p\u003e\u003cp\u003eFilling a void in the literature, \u003cstrong\u003eManifold Learning Theory and Applications\u003c\/strong\u003e incorporates state-of-the-art techniques in manifold learning with a solid theoretical and practical treatment of the subject. Comprehensive in its coverage, this pioneering work explores this novel modality from algorithm creation to successful implementation--offering examples of applications in medical, biometrics, multimedia, and computer vision. Emphasizing implementation, it highlights the various permutations of manifold learning in industry including manifold optimization, large scale manifold learning, semidefinite programming for embedding, manifold models for signal acquisition, compression and processing, and multi scale manifold. \u003c\/p\u003e\u003cp\u003eBeginning with an introduction to manifold learning theories and applications, the book includes discussions on the relevance to nonlinear dimensionality reduction, clustering, graph-based subspace learning, spectral learning and embedding, extensions, and multi-manifold modeling. It synergizes cross-domain knowledge for interdisciplinary instructions, offers a rich set of specialized topics contributed by expert professionals and researchers from a variety of fields. Finally, the book discusses specific algorithms and methodologies using case studies to apply manifold learning for real-world problems. \u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Yunqian Ma\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1439871094\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781439871096\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\/20\/2011\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 330\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.70lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.20h x 7.10w x 0.90d\u003cbr\u003e\u003cbr\u003e\u003cb\u003eReview Citation(s): \u003c\/b\u003e\u003cbr\u003e\u003ci\u003eReference and Research Bk News\u003c\/i\u003e 04\/01\/2012 pg. 204","brand":"Yunqian Ma","offers":[{"title":"Hardcover","offer_id":43986188566783,"sku":"9781439871096","price":170.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_c800fe79-415e-4221-83d8-2e63ed2aa671.jpg?v=1683281883","url":"https:\/\/www.whiterainbookhouse.com\/products\/manifold-learning-theory-and-applications-yunqian-ma-9781439871096","provider":"WR Book House","version":"1.0","type":"link"}