Data Mining

Download e-book for kindle: Mining Heterogeneous Information Networks: Principles and by Yizhou Sun,Jiawei Han

By Yizhou Sun,Jiawei Han

ISBN-10: 1608458806

ISBN-13: 9781608458806

Real-world actual and summary facts gadgets are interconnected, forming sizeable, interconnected networks. via structuring those info gadgets and interactions among those items into a number of kinds, such networks turn into semi-structured heterogeneous details networks. such a lot real-world purposes that deal with massive facts, together with interconnected social media and social networks, clinical, engineering, or clinical info structures, on-line e-commerce structures, and so much database platforms, might be dependent into heterogeneous details networks. hence, powerful research of large-scale heterogeneous info networks poses an attractive yet severe challenge.

In this booklet, we examine the rules and methodologies of mining heterogeneous info networks. Departing from many present community versions that view interconnected info as homogeneous graphs or networks, our semi-structured heterogeneous info community version leverages the wealthy semantics of typed nodes and hyperlinks in a community and uncovers unusually wealthy wisdom from the community. This semi-structured heterogeneous community modeling ends up in a chain of recent ideas and robust methodologies for mining interconnected information, together with: (1) rank-based clustering and class; (2) meta-path-based similarity seek and mining; (3) relation strength-aware mining, and plenty of different strength advancements. This e-book introduces this new learn frontier and issues out a few promising study directions.

Table of Contents: creation / Ranking-Based Clustering / type of Heterogeneous info Networks / Meta-Path-Based Similarity seek / Meta-Path-Based dating Prediction / Relation Strength-Aware Clustering with Incomplete Attributes / User-Guided Clustering through Meta-Path choice / examine Frontiers

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Mining Heterogeneous Information Networks: Principles and Methodologies by Yizhou Sun,Jiawei Han

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