Research Catalog

Title

Data mining patterns : new methods and applications / Pascal Poncelet, Maguelonne Teisseire, Florent Masseglia [editors].

Publication

Hershey : Information Science Reference, [2008], ©2008.

Items in the Library & Off-site

Details

Additional Authors

• Poncelet, Pascal.
• Masseglia, Florent.
• Teisseire, Maguelonne.

Description

xv, 307 pages : illustrations; 29 cm

Summary

"This book provides an overall view of recent solutions for mining, and explores new patterns,offering theoretical frameworks and presenting challenges and possible solutions concerning pattern extractions, emphasizing research techniques and real-world applications. It portrays research applications in data models, methodologies for mining patterns, multi-relational and multidimensional pattern mining, fuzzy data mining, data streaming and incremental mining"--Provided by publisher.

Subject

• Data mining

Note

• "Premier reference source"--Cover.

Bibliography (note)

• Includes bibliographical references (p. 276-296) and index.

Contents

Ch. I. Metric methods in data mining / Dan A. Simovici -- Ch. II. Bi-directional constraint pushing in frequent pattern mining / Osmar R. Zaiane and Mohammed El-Hajj -- Ch. III. Mining hyperclique patterns : a summary of results / Hui Xiong, Pang-Ning Tan, Vipin Kumar and Wenjun Zhou -- Ch. IV. Pattern discovery in biosequences : from simple to complex patterns / Simona Ester Rombo and Luigi Palopoli -- Ch. V. Finding patterns in class-labeled data using data visualization / Gregor Leban, Minca Mramor, Blaz Zupan, Janez Demsar and Ivan Bratko -- Ch. VI. Summarizing data cubes using blocks / Yeow Choong, Anne Laurent and Dominique Laurent -- Ch. VII. Social network mining from the Web / Yutaka Matsuo, Junichiro Mori and Mitsuru Ishizuka -- Ch. VIII. Discovering spatio-textual association rules in document images / Donato Malerba, Margherita Berardi and Michelangelo Ceci -- Ch. IX. Mining XML documents / Laurent Candillier, Ludovic Denoyer, Patrick Gallinari, Marie Christine Rousset, Alexandre Termier and Anne-Marie Vercoustre -- Ch. X. Topic and cluster evolution over noisy document streams / Sascha Schulz, Myra Spiliopoulou and Rene Schult -- Ch. XI. Discovery of latent patterns with hierarchical Bayesian mixed-membership models and the issue of model choice / Cyrille J. Joutard, Edoardo M. Airoldi, Stephen E. Fienberg and Tanzy M. Love.

ISBN

• 9781599041629 (hardcover)
• 1599041626 (hardcover)
• 9781599041643 (ebook)
• 1599041642 (ebook)

LCCN

2007022230

OCLC

• 144596598
• SCSB-5365806

Owning Institutions

Columbia University Libraries