Relational data clustering : models, algorithms, and applications /: models, algorithms, and applications. (©2010)

• Record Type: Book
• Further Information: Note: Bo Long, Zhongfei Zhang, Philip S. Yu.
• Other Names: Long, Bo; Zhang, Zhongfei; Yu, Philip S
• Contents: 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
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2010
• Copyright Date: 2010
• Extent: 1 online resource (xvi, 196 pages), illustrations
• Subjects: 005.75/6; Data mining; Cluster analysis; Relational databases; COMPUTERS -- Programming Languages -- SQL; Cluster analysis; Data mining; Relational databases; Electronic books
• Languages: English
• ISBNs: 9781420072624; 1420072625
• Notes: Note: Includes bibliographical references (pages 185-194) and index.; Note: Print version record.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.