Data mining patterns new methods and applications /

• Corporate Author: IGI Global.
• Other Authors: Poncelet, Pascal., Masseglia, Florent., Teisseire, Maguelonne.
• Format: Electronic
• Language: English
• Published: Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), c2008.
• Subjects: Data mining.; Bi-directional constraint pushing; Class-labeled data; Data visualization; Frequent pattern mining; Hierarchical Bayesian mixed-membership models; Latent patterns; Metric methods in data mining; Mining hyperclique patterns; Mining XML documents; Noisy document streams; Pattern discovery in biosequences; Social network mining; Spatio-textual association rules; Summarizing data cubes; Topic and cluster evolution
• Online Access: View fulltext via EzAccess

This book provides an overall view of the recent solutions for mining, and also explores new kinds of patterns. This book offers theoretical frameworks and presents challenges and their possible solutions concerning pattern extractions, emphasizing both research techniques and real-world application...

Table of Contents:

• 1. Metric methods in data mining / Dan Simovici
• 2. Bi-directional constraint pushing in frequent pattern mining / Osmar Zaïane, Mohammed El-Hajj
• 3. Mining hyperclique patterns / Hui Xiong, Pang-Ning Tan, Vipin Kumar, Wenjun Zhou
• 4. Pattern discovery in biosequences / Simona Rombo, Luigi Palopoli
• 5. Finding patterns in class-labeled data using data visualization / Gregor Leban, Minca Mramor, Blaž Zupan, Janez Demšar, Ivan Bratko
• 6. Summarizing data cubes using blocks / Yeow Choong, Anne Laurent, Dominique Laurent
• 7. Social network mining from the web / Yutaka Matsuo, Junichiro Mori, Mitsuru Ishizuka
• 8. Discovering spatio-textual association rules in document images / Donato Malerba, Margherita Berardi, Michelangelo Ceci
• 9. Mining XML documents / Laurent Candillier, Ludovic Denoyer, Patrick Gallinari, Marie Rousset, Alexandre Termier, Anne-Marie Vercoustre
• 10. Topic and cluster evolution over noisy document streams / Sascha Schulz, Myra Spiliopoulou, Rene Schult
• 11. Discovery of latent patterns with hierarchical bayesian mixed-membership models and the issue of model choice / Cyrille Joutard, Edoardo Airoldi, Stephen E. Fienberg, Tanzy Love.