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Nonnegative Matrix Factorization, Nicolas Gillis


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Цена: 75240.00T
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Автор: Nicolas Gillis
Название:  Nonnegative Matrix Factorization
ISBN: 9781611976403
Издательство: Mare Nostrum (Eurospan)
Классификация:



ISBN-10: 1611976405
Обложка/Формат: Paperback
Страницы: 350
Вес: 0.78 кг.
Дата издания: 30.01.2021
Серия: Data science
Язык: English
Размер: 178 x 256 x 12
Читательская аудитория: Professional and scholarly
Ключевые слова: Applied mathematics,Combinatorics & graph theory,Computing & information technology,Mathematical modelling,Optimization
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Поставляется из: Англии
Описание: Nonnegative matrix factorization (NMF) in its modern form has become a standard tool in the analysis of high-dimensional data sets. This book provides a comprehensive and up-to-date account of the most important aspects of the NMF problem and is the first to detail its theoretical aspects, including geometric interpretation, nonnegative rank, complexity, and uniqueness. It explains why understanding these theoretical insights is key to using this computational tool effectively and meaningfully.Nonnegative Matrix Factorization is accessible to a wide audience and is ideal for anyone interested in the workings of NMF. It discusses some new results on the nonnegative rank and the identifiability of NMF and makes available MATLAB codes for readers to run the numerical examples presented in the book. Graduate students starting to work on NMF and researchers interested in better understanding the NMF problem and how they can use it will find this book useful. It can be used in advanced undergraduate and graduate-level courses on numerical linear algebra and on advanced topics in numerical linear algebra and requires only a basic knowledge of linear algebra and optimization.
Дополнительное описание: Mathematical modelling|Applied mathematics|Computing and Information Technology|Optimization|Combinatorics and graph theory


Nonnegative Matrices in the Mathematical Sciences

Автор: Abraham Berman, Robert J. Plemmons
Название: Nonnegative Matrices in the Mathematical Sciences
ISBN: 0898713218 ISBN-13(EAN): 9780898713213
Издательство: Mare Nostrum (Eurospan)
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Цена: 55170.00 T
Наличие на складе: Невозможна поставка.
Описание: Valuable text for scientists and engineers who work with problems relating to Markov chains and queuing networks, or mathematical programming.

One-Factorizations

Автор: W.D. Wallis
Название: One-Factorizations
ISBN: 0792343239 ISBN-13(EAN): 9780792343233
Издательство: Springer
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Цена: 88500.00 T
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Описание: A textbook on graph factorizations, an area which lies partly in graph theory and partly in the theory of combinational designs. It is useful for beginning graduate students in Combinatorial Mathematics, and can be used as a text for a special topics course. It is also useful as a reference source for professionals in the field.

Matrix and Tensor Factorization Techniques for Recommender Systems

Автор: Panagiotis Symeonidis; Andreas Zioupos
Название: Matrix and Tensor Factorization Techniques for Recommender Systems
ISBN: 3319413562 ISBN-13(EAN): 9783319413563
Издательство: Springer
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Цена: 51230.00 T
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Описание: This book provides a detailed theoretical mathematical background of matrix/tensor factorization techniques and a step-by-step analysis of each method on the basis of an integrated toy example that runs throughout all its chapters and helps the reader to understand the key differences among methods.


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