Clustering: Theoretical And Practical Aspects (Hardcover)

Dan A. Simovici

ISBN 10: 9811241198 / ISBN 13: 9789811241192

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

About this Item

Hardcover. 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. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability.

Seller Inventory # 9789811241192

Bibliographic Details

• Title: Clustering: Theoretical And Practical Aspects (Hardcover)
• Publisher: World Scientific Publishing Co Pte Ltd, Singapore
• Publication Date: 2021
• Language: English
• ISBN 10: 9811241198
• ISBN 13: 9789811241192
• Binding: Hardcover
• Condition: new

About this title

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.