Linear Algebra Tools for Data Mining: 2nd Edition

Simovici, Dan A

ISBN 10: 9811270333 ISBN 13: 9789811270338

Published by World Scientific Pub Co Inc, 2023

Language: English

Condition: New Hardcover

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Bibliographic Details

Title

Linear Algebra Tools for Data Mining: 2nd Edition

Publisher

World Scientific Pub Co Inc

Publication Date

2023

Language

English

ISBN 10

9811270333

ISBN 13

9789811270338

Binding

Hardcover

Edition

2nd Edition

Condition

New

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About this title

Synopsis

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 reference text includes more than 600 exercises and supplements, many with completed solutions and MATLAB applications.

The volume benefits professionals, academics, researchers and graduate students in the fields of pattern recognition/image analysis, AI, machine learning and databases.

"About this title" may belong to another edition of this title.

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