Sparse Modeling Theory Algorithms by Rish Irina (25 results)
Language: English
Published by CRC Press 2020
Series: Chapman & Hall/Crc Machine Learning & Pattern Recognition, Book 9 of 15. Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
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Series: Chapman & Hall/Crc Machine Learning & Pattern Recognition, Book 9 of 15. Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
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Published by CRC Press 2020
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Series: Chapman & Hall/Crc Machine Learning & Pattern Recognition, Book 9 of 15. Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
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Series: Chapman & Hall/Crc Machine Learning & Pattern Recognition, Book 9 of 15. Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
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Published by Taylor & Francis Ltd 2020
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Series: Chapman & Hall/Crc Machine Learning & Pattern Recognition, Book 9 of 15. Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
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Published by CRC Press 2020
Series: Chapman & Hall/Crc Machine Learning & Pattern Recognition, Book 9 of 15. Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
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Taschenbuch. Condition: Neu. Sparse Modeling | Theory, Algorithms, and Applications | Irina Rish (u. a.) | Taschenbuch | Einband - flex.(Paperback) | Englisch | 2020 | CRC Press | EAN 9780367658922 | Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, 36244 Bad Hersfeld, gpsr[at]libri[dot]de | Anbieter: preigu.
Language: English
Published by Taylor & Francis Inc 2014
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Language: English
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Series: Chapman & Hall/Crc Machine Learning & Pattern Recognition, Book 9 of 15. Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
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Published by CRC Press 2020
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Series: Chapman & Hall/Crc Machine Learning & Pattern Recognition, Book 9 of 15. Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
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Published by 2014 2014
Series: Chapman & Hall/Crc Machine Learning & Pattern Recognition, Book 9 of 15. Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
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Condition: Used: Good. Occasion - Bon Etat - Sparse modeling. Theory, algorithms and applications (2014) - Grand Format.
- Softcover
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paperback. Condition: New. Paperback. Pub Date: 2018-01-01 Pages: 184 Language: Chinese Publisher: electronic industry press Sparse modeling with close links to the modern statistics. signal processing. machine learning. can realize accurate recovery from a relatively small number of observations be estimated signal. are widely…used in image reconstruction. the data of the parameter learning model. fault diagnosis. pattern recognition and thunder.
Language: English
Published by CRC Press 2020
Series: Chapman & Hall/Crc Machine Learning & Pattern Recognition, Book 9 of 15. Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
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Taschenbuch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Sparse 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.Sparse Modeling: Theory, Algorithms, and Applications 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.The 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. The 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.
Language: English
Published by CRC Press 2014
Series: Chapman & Hall/Crc Machine Learning & Pattern Recognition, Book 9 of 15. Book 9 of 15 - Chapman & Hall/Crc Machine Learning & Pattern Recognition
- Hardcover
- Print on Demand
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Buch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Sparse modeling is an important issue in many applications of machine learning and statistics where the main objective is discovering predictive patterns in data to enhance understanding of underlying physical, biological, and other natural pro…cesses. This book surveys recent advances in statistics, machine learning, and signal processing related to sparse modeling. It provides a comprehensive introduction to recent developments in sparse modeling research, including the theoretical basis for sparse modeling, algorithmic approaches, and applications to computational biology, medicine, neuroscience, graphical model selection, and compressed sensing.
