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· 분류 : 외국도서 > 컴퓨터 > 데이터베이스 관리 > 데이터 마이닝
· ISBN : 9781420072617
· 쪽수 : 216쪽
· 출판일 : 2010-05-19
목차
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
