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Relational Data Clustering

Models, Algorithms, and Applications

Relational Data Clustering by Bo Long
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Introduction

MODELS
Co-Clustering

Introduction
Related Work
Model Formulation and Analysis

Heterogeneous Relational Data Clustering
Introduction
Related Work
Relation Summary Network Model

Homogeneous Relational Data Clustering
Introduction
Related Work
Community Learning by Graph Approximation

General Relational Data Clustering
Introduction
Related Work
Mixed Membership Relational Clustering
Spectral Relational Clustering

Multiple-View Relational Data Clustering
Introduction
Related Work
Background and Model Formulation

Evolutionary Data Clustering
Introduction
Related Work
Dirichlet Process Mixture Chain (DPChain)
HDP Evolutionary Clustering Model (HDP-EVO)
HDP Incorporated with HTM (HDP-HTM)

ALGORITHMS
Co-Clustering

Nonnegative Block Value Decomposition (NBVD) Algorithm
Proof of the Correctness of the NBVD Algorithm

Heterogeneous Relational Data Clustering
Relation Summary Network Algorithm
A Unified View to Clustering Approaches

Homogeneous Relational Data Clustering
Hard CLGA Algorithm
Soft CLGA Algorithm
Balanced CLGA Algorithm

General Relational Data Clustering
Mixed Membership Relational Clustering Algorithm
Spectral Relational Clustering Algorithm
A Unified View to Clustering

Multiple-View Relational Data Clustering
Algorithm Derivation
Extensions and Discussions

Evolutionary Data Clustering
DPChain Inference
HDP-EVO Inference
HDP-HTM Inference

APPLICATIONS
Co-Clustering

Data Sets and Implementation Details
Evaluation Metrics
Results and Discussion

Heterogeneous Relational Data Clustering
Data Sets and Parameter Setting
Results and Discussion

Homogeneous Relational Data Clustering
Data Sets and Parameter Setting
Results and Discussion

General Relational Data Clustering
Graph Clustering
Bi-Clustering and Tri-Clustering
A Case Study on Actor-Movie Data
Spectral Relational Clustering Applications

Multiple-View and Evolutionary Data Clustering
Multiple-View Clustering
Multiple-View Spectral Embedding
Semi-Supervised Clustering
Evolutionary Clustering

SUMMARY

References

Index

CRC Press; May 2010
214 pages; ISBN 9781420072624
Read online, or download in secure PDF format
Title: Relational Data Clustering
Author: Bo Long; Zhongfei Zhang; Philip S. Yu
 
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