{"product_id":"9783031224386","title":"Bayesian Tensor Decomposition for Signal Processing and Machine Learning: Modeling, Tuning-Free Algorithms, and Applications","description":"This book presents recent advances of Bayesian inference in structured tensor decompositions. It explains how Bayesian modeling and inference lead to tuning-free tensor decomposition algorithms, which achieve state-of-the-art performances in many applications, including\u003cbr\u003e\u003cul\u003e\n\u003cli\u003eblind source separation;\u003c\/li\u003e\n\u003cli\u003esocial network mining;\u003c\/li\u003e\n\u003cli\u003eimage and video processing;\u003c\/li\u003e\n\u003cli\u003earray signal processing; and,\u003c\/li\u003e\n\u003cli\u003ewireless communications.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003eThe book begins with an introduction to the general topics of tensors and Bayesian theories. It then discusses probabilistic models of various structured tensor decompositions and their inference algorithms, with applications tailored for each tensor decomposition presented in the corresponding chapters. The book concludes by looking to the future, and areas where this research can be further developed.\u003cbr\u003eBayesian Tensor Decomposition for Signal Processing and Machine Learning is suitable for postgraduates and researchers with interests in tensor data analytics and Bayesian methods.","brand":"Springer-Verlag New York, LLC","offers":[{"title":"Default Title","offer_id":46464944570609,"sku":"9783031224386","price":129.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0674\/5433\/7265\/files\/9783031224386_p0.jpg?v=1765560871","url":"https:\/\/shop.barnesandnoble.com\/products\/9783031224386","provider":"Barnes \u0026 Noble","version":"1.0","type":"link"}