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High-Dimensional Data Analysis with Low-Dimensional Models: Principles, Computation, and Applications
Connecting theory with practice, this systematic and rigorous introduction covers the fundamental principles, algorithms and applications of key mathematical models for high-dimensional data analysis. Comprehensive in its approach, it provides unified coverage of many different low-dimensional models and analytical techniques, including sparse and low-rank models, and both convex and non-convex formulations. Readers will learn how to develop efficient and scalable algorithms for solving real-world problems, supported by numerous examples and exercises throughout, and how to use the computational tools learnt in several application contexts. Applications presented include scientific imaging, communication, face recognition, 3D vision, and deep networks for classification. With code available online, this is an ideal textbook for senior and graduate students in computer science, data science, and electrical engineering, as well as for those taking courses on sparsity, low-dimensional structures, and high-dimensional data. Foreword by Emmanuel Candès.
650 pages, Hardcover
Published April 7, 2022
40 people want to read
About the author
John Wright
673 books41 followersLibrarian Note: There is more than one author in the Goodreads database with this name. ^1
John Wright is the author of the River Cottage Handbooks Mushrooms, Edible Seashore, Hedgerow and Booze and also The Naming of the Shrew, a book which explores the infuriating but fascinating topic of how and why plants, animals and fungi earn their Latin names. As well as writing for national publications, he often appears on the River Cottage series for Channel 4. He gives lectures on natural history and every year he takes around fifty 'forays', many at River Cottage HQ, showing people how to collect food - plants from the hedgerow, seaweeds and shellfish from the shore and mushrooms from pasture and wood. Over a period of nearly twenty-five years he has taken around six hundred such forays. Fungi are his greatest passion and he has thirty-five years' experience in studying them.
John Wright is a member of the British Mycological Society and a Fellow of the Linnaean Society.
John Wright is the author of the River Cottage Handbooks Mushrooms, Edible Seashore, Hedgerow and Booze and also The Naming of the Shrew, a book which explores the infuriating but fascinating topic of how and why plants, animals and fungi earn their Latin names. As well as writing for national publications, he often appears on the River Cottage series for Channel 4. He gives lectures on natural history and every year he takes around fifty 'forays', many at River Cottage HQ, showing people how to collect food - plants from the hedgerow, seaweeds and shellfish from the shore and mushrooms from pasture and wood. Over a period of nearly twenty-five years he has taken around six hundred such forays. Fungi are his greatest passion and he has thirty-five years' experience in studying them.
John Wright is a member of the British Mycological Society and a Fellow of the Linnaean Society.
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May 10, 2023
Yi Ma is a very talented writer about such a fascinating subject
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