Mining Heterogeneous Information Networks: Principles and Methodologies 1st Edition

Ebook Details

Authors

Yizhou Sun, Jiawei Han

Year 2012
Pages 160
Publisher Morgan &amp
Language en
ISBN 9781608458806
File Size 1.63 MB
File Format PDF
Download Counter 88
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Ebook Description

In this book, we investigate the principles and methodologies of mining heterogeneous information networks. Departing from many existing network models that view interconnected data as homogeneous graphs or networks, our semi-structured heterogeneous information network model leverages the rich semantics of typed nodes and links in a network and uncovers surprisingly rich knowledge from the network. This semi-structured heterogeneous network modeling leads to a series of new principles and powerful methodologies for mining interconnected data, including: (1) rank-based clustering and classification; (2) meta-path-based similarity search and mining; (3) relation strength-aware mining, and many other potential developments. This book introduces this new research frontier and points out some promising research directions.