Clustering: Theoretical And Practical Aspects

Dan A Simovici (Autor)

Buch | Hardcover

884 Seiten

2021
World Scientific Publishing Co Pte Ltd (Verlag)
978-981-12-4119-2 (ISBN)

Infos

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.

Produkt-Details

• Erscheinungsdatum: 06.09.2021
• Verlagsort: Singapore
• Sprache: englisch
• Themenwelt: Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
• ISBN-10: 981-12-4119-8 / 9811241198
• ISBN-13: 978-981-12-4119-2 / 9789811241192
• Zustand: Neuware