Clustering: Theoretical And Practical Aspects

Dan A Simovici

ISBN 10: 9811241198 / ISBN 13: 9789811241192

Published by World Scientific Publishing Co Pte Ltd, SG, 2021

This unique compendium gives an updated presentation of clustering, one of the most challenging tasks in machine learning. The book provides a unitary presentation of classical and contemporary algorithms ranging from partitional and hierarchical clustering up to density-based clustering, clustering of categorical data, and spectral clustering.Most of the mathematical background is provided in appendices, highlighting algebraic and complexity theory, in order to make this volume as self-contained as possible. A substantial number of exercises and supplements makes this a useful reference textbook for researchers and students. Seller Inventory # LU-9789811241192

Synopsis:

This unique compendium gives an updated presentation of clustering, one of the most challenging tasks in machine learning. The book provides a unitary presentation of classical and contemporary algorithms ranging from partitional and hierarchical clustering up to density-based clustering, clustering of categorical data, and spectral clustering.Most of the mathematical background is provided in appendices, highlighting algebraic and complexity theory, in order to make this volume as self-contained as possible. A substantial number of exercises and supplements makes this a useful reference textbook for researchers and students.

Bibliographic Details

Title: Clustering: Theoretical And Practical Aspects
Publisher: World Scientific Publishing Co Pte Ltd, SG
Publication Date: 2021
Binding: Hardback
Condition: New