Chapman & Hall/CRC Data Mining and Knowledge Discovery

Models, Algorithms, and Applications

By: Bo Long, Zhongfei Zhang, Philip S. Yu

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Hardcover | 19 September 2019 | Edition Number 1

At a Glance

Hardcover
214 Pages

Dimensions(cm)
23.39 x 15.6 x 1.14

Hardcover

RRP $139.00

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A culmination of the authors' years of extensive research on this topic, Relational Data Clustering: Models, Algorithms, and Applications addresses the fundamentals and applications of relational data clustering. It describes theoretic models and algorithms and, through examples, shows how to apply these models and algorithms to solve real-world problems.

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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