Linear Algebra Tools For Data Mining
Author:   Dan A Simovici (Univ Of Massachusetts Boston, Usa)
Publisher:   World Scientific Publishing Co Pte Ltd
Edition:   Second Edition
ISBN:  

9789811270338


Pages:   1004
Publication Date:   14 July 2023
Format:   Hardback
Availability:   In Print   Availability explained
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Linear Algebra Tools For Data Mining


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Overview

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.

Full Product Details

Author:   Dan A Simovici (Univ Of Massachusetts Boston, Usa)
Publisher:   World Scientific Publishing Co Pte Ltd
Imprint:   World Scientific Publishing Co Pte Ltd
Edition:   Second Edition
ISBN:  

9789811270338


ISBN 10:   9811270333
Pages:   1004
Publication Date:   14 July 2023
Audience:   College/higher education ,  Professional and scholarly ,  Tertiary & Higher Education ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

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