Constrained clustering : advances in algorithms, theory, and applications /: advances in algorithms, theory, and applications. (©2009)

• Record Type: Book
• Further Information: Note: Edited by Sugato Basu, Ian Davidson, Kiri L. Wagstaff.
• Other Names: Basu, Sugato; Davidson, Ian, 1971-; Wagstaff, Kiri Lou
• Contents: Introduction ; Sugato Basu, Ian Davidson, and Kiri L. Wagstaff ; Semisupervised Clustering with User Feedback ; David Cohn, Rich Caruana, and Andrew Kachites McCallum ; Gaussian Mixture Models with Equivalence Constraints ; Noam Shental, Aharon Bar-Hillel, Tomer Hertz, and Daphna Weinshall ; Pairwise Constraints as Priors in Probabilistic Clustering ; Zhengdong Lu and Todd K. Leen ; Clustering with Constraints: A Mean-Field Approximation Perspective ; Tilman Lange, Martin H. Law, Anil K. Jain, and J.M. Buhmann ; Constraint-Driven Co-Clustering of 0/1 Data ; Ruggero G. Pensa, Céline Robardet, and Jean-François Boulicaut ; On Supervised Clustering for Creating Categorization Segmentations ; Charu Aggarwal, Stephen C. Gates, and Philip Yu ; Clustering with Balancing Constraints ; Arindam Banerjee and Joydeep Ghosh ; Using Assignment Constraints to Avoid Empty Clusters in k-Means Clustering ; A. Demiriz, K.P. Bennett, and P.S. Bradley ; Collective Relational Clustering ; Indrajit Bhattacharya and Lise Getoor ; Nonredundant Data Clustering ; David Gondek ; Joint Cluster Analysis of Attribute Data and Relationship Data ; Martin Ester, Rong Ge, Byron J. Gao, Zengjian Hu, and Boaz Ben-moshe ; Correlation Clustering ; Nicole Immorlica and Anthony Wirth ; Interactive Visual Clustering for Relational Data ; Marie desJardins, James MacGlashan, and Julia Ferraioli ; Distance Metric Learning from Cannot-Be-Linked Example Pairs with Application to Name Disambiguation ; Satoshi Oyama and Katsumi Tanaka ; Privacy-Preserving Data Publishing: A Constraint-Based Clustering Approach ; Anthony K.H. Tung, Jiawei Han, Laks V.S. Lakshmanan, and Raymond T. Ng ; Learning with Pairwise Constraints for Video Object Classification ; Rong Yan, Jian Zhang, Jie Yang, and Alexander G. Hauptmann ; References ; Index
• Publisher Details: Boca Raton : CRC Press
• Publication Date: 2009
• Copyright Date: 2009
• Extent: 1 online resource (441 pages), illustrations
• Subjects: 519.5/3; Cluster analysis -- Data processing; Data mining; Computer algorithms; MATHEMATICS -- Probability & Statistics -- General; Cluster analysis -- Data processing; Computer algorithms; Data mining; Cluster Analysis; Automatic Data Processing; Data Mining; Algorithms; Electronic books
• Languages: English
• ISBNs: 9781584889977; 1584889977; 9781584889960; 1584889969
• Notes: Note: Includes bibliographical references 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.