{"product_id":"tensors-for-data-processing-theory-methods-and-applications-paperback-9780128244470","title":"Tensors for Data Processing; Theory, Methods, and Applications (Paperback) 9780128244470","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eTensors for Data Processing\u003c\/font\u003e\u003cbr\u003e\r\n\u003cfont size=\"5\"\u003eTheory, Methods, and Applications\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cem\u003eA complete reference of classical and state-of-the-art tensor methods and their applications\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eYipeng Liu (Edited by)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9780128244470, Elsevier Science\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003ePaperback, published 27 October 2021\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e596 pages, Approx. 100 illustrations\u003cbr\u003e23.4 x 19 x 3.7 cm, 1.18 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003e\u003cp\u003e\u003ci\u003eTensors for Data Processing: Theory, Methods and Applications\u003c\/i\u003e presents both classical and state-of-the-art methods on tensor computation for data processing, covering computation theories, processing methods, computing and engineering applications, with an emphasis on techniques for data processing. This reference is ideal for students, researchers and industry developers who want to understand and use tensor-based data processing theories and methods.\u003c\/p\u003e  \u003cp\u003eAs a higher-order generalization of a matrix, tensor-based processing can avoid multi-linear data structure loss that occurs in classical matrix-based data processing methods. This move from matrix to tensors is beneficial for many diverse application areas, including signal processing, computer science, acoustics, neuroscience, communication, medical engineering, seismology, psychometric, chemometrics, biometric, quantum physics and quantum chemistry.\u003c\/p\u003e\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e\u003cp\u003e1 Tensor decompositions: computations, applications, and challenges\u003ci\u003e\u003c\/i\u003e\u003c\/p\u003e  \u003cp\u003e2 Transform-based tensor singular value decomposition in multidimensional image recovery\u003ci\u003e\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e3 Partensor\u003ci\u003e\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e4 A Riemannian approach to low-rank tensor learning\u003ci\u003e\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e5 Generalized thresholding for low-rank tensor recovery: approaches based on model and learning\u003ci\u003e\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e6 Tensor principal component analysis\u003ci\u003e\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e7 Tensors for deep learning theory\u003c\/p\u003e \u003cp\u003e8 Tensor network algorithms for image classification\u003ci\u003e\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e9 High-performance tensor decompositions for compressing and accelerating deep neural networks\u003ci\u003e\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e10 Coupled tensor decompositions for data fusion\u003ci\u003e\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e11 Tensor methods for low-level vision\u003ci\u003e\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e12 Tensors for neuroimaging\u003ci\u003e\u003c\/i\u003e\u003c\/p\u003e \u003cp\u003e13 Tensor representation for remote sensing images\u003c\/p\u003e \u003cp\u003e14 Structured tensor train decomposition for speeding up kernel-based learning\u003c\/p\u003e\n\u003ci\u003e \u003c\/i\u003e\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Signal processing [\u003ca title=\"See our other books on Signal processing\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Signal%20processing%20%5BUYS%5D%22\"\u003eUYS\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Academic Press","offers":[{"title":"Default Title","offer_id":46648313315608,"sku":"9780128244470","price":89.69,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/products\/9780128244470.jpg?v=1694090552","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/tensors-for-data-processing-theory-methods-and-applications-paperback-9780128244470","provider":"Freshly Printed Books","version":"1.0","type":"link"}