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Linear Algebra Tools for Data Mining

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Linear Algebra Tools For Data Mining - Simovici, Dan A
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This updated compendium provides the linear algebra background necessary to understand and develop linear algebra applications in data mining and machine learning.Basic knowledge and advanced new topics (spectral theory, singular values, decomposition techniques for matrices, tensors and multidimensional arrays) are presented together with several applications of linear algebra (k-means clustering, biplots, least square approximations, dimensionality reduction techniques, tensors and multidimensional arrays).The useful ...

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Linear Algebra Tools For Data Mining 2023, World Scientific Publishing Co Pte Ltd, Singapore

ISBN-13: 9789811270338

Second Edition

Hardcover

Linear Algebra Tools For Data Mining 2012, World Scientific Publishing Co Pte Ltd, Singapore

ISBN-13: 9789814383493

Hardcover