Linear Algebra Tools for Data Mining - Couverture rigide

Simovici, Dan A

 
9789811270338: Linear Algebra Tools for Data Mining
Couverture rigide
ISBN 10 : 9811270333 ISBN 13 : 9789811270338
Editeur : World Scientific Publishing Co Pte Ltd, 2023

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.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
World Scientific Publishing Co Pte Ltd
Date d'édition
2023
Langue
anglais
ISBN 10 
9811270333
ISBN 13 
9789811270338
Reliure
Relié
Numéro d'édition
2
Nombre de pages
1004
Coordonnées du fabricant
non disponible
Personne responsable
non disponible