Clustering: Theoretical and Practical Aspects

Simovici, Dan A

ISBN 10: 9811241198 / ISBN 13: 9789811241192

Edité par World Scientific Publishing Company, 2021

A propos de cet article

N° de réf. du vendeur I-9789811241192

Détails bibliographiques

• Titre: Clustering: Theoretical and Practical Aspects
• Éditeur: World Scientific Publishing Company
• Date de parution: 2021
• Langue: anglais
• ISBN à 10 chiffres: 9811241198
• ISBN à 13 chiffres: 9789811241192
• Reliure: Couverture rigide
• État de l'article: New

A propos de ce titre

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.