Relational Data Clustering: Models, Algorithms, and Applications
Autor Bo Long, Zhongfei Zhang, Philip S. Yuen Limba Engleză Hardback – 19 mai 2010
After defining the field, the book introduces different types of model formulations for relational data clustering, presents various algorithms for the corresponding models, and demonstrates applications of the models and algorithms through extensive experimental results. The authors cover six topics of relational data clustering:
- Clustering on bi-type heterogeneous relational data
- Multi-type heterogeneous relational data
- Homogeneous relational data clustering
- Clustering on the most general case of relational data
- Individual relational clustering framework
- Recent research on evolutionary clustering
This book focuses on both practical algorithm derivation and theoretical framework construction for relational data clustering. It provides a complete, self-contained introduction to advances in the field.
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Specificații
ISBN-13: 9781420072617
ISBN-10: 1420072617
Pagini: 212
Ilustrații: 25 Tables, black and white; 30 Illustrations, black and white
Dimensiuni: 156 x 234 x 16 mm
Greutate: 0.56 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
ISBN-10: 1420072617
Pagini: 212
Ilustrații: 25 Tables, black and white; 30 Illustrations, black and white
Dimensiuni: 156 x 234 x 16 mm
Greutate: 0.56 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Public țintă
Professional Practice & DevelopmentCuprins
Introduction. Models. Algorithms. Applications. Summary. References. Index.
Notă biografică
Bo Long is a scientist at Yahoo! Labs in Sunnyvale, California.
Zhongfei Zhang is an associate professor in the computer science department at the State University of New York in Binghamton.
Philip S. Yu is a professor in the computer science department and the Wexler Chair in Information Technology at the University of Illinois in Chicago.
Zhongfei Zhang is an associate professor in the computer science department at the State University of New York in Binghamton.
Philip S. Yu is a professor in the computer science department and the Wexler Chair in Information Technology at the University of Illinois in Chicago.
Descriere
A culmination of the authors’ years of extensive research on the topic, this book provides a complete, self-contained introduction to advances in relational data clustering. It presents a novel theoretical framework as well as the most state-of-the-art models for relational data clustering. The authors also describe a family of new algorithms for various relational clustering problems arising in a wide range of important applications. Concepts and theory are explained through detailed application examples and the book includes a comprehensive reference list of related literature.