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E-book

Title XML data mining : models, methods, and applications / Andrea Tagarelli, editor
Published Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), 2011

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Description 1 online resource (electronic texts (503 pages))
Contents 1. A study of XML models for data mining: representations, methods, and issues / Sangeetha Kutty, Richi Nayak and Tien Tran -- 2. Modeling, querying, and mining uncertain XML data / Evgeny Kharlamov and Pierre Senellart -- 3. XML similarity detection and measures / Sanjay Kumar Madria and Waraporn Viyanon -- 4. Efficient identification of similar XML fragments based on tree edit distance / Hongzhi Wang, Jianzhong Li and Fei Li -- 5. Approximate matching between xml documents and schemas with applications in XML classification and clustering / Guangming Xing -- 6. The role of schema and document matchings in XML source clustering / Pasquale De Meo [and others] -- 7. XML document clustering: an algorithmic perspective / Panagiotis Antonellis -- 8. Fuzzy approaches to clustering XML structures / Michal Kozielski -- 9. XML Tree classification on evolving data streams / Albert Bifet and Ricard Gavaldà -- 10. Data driven encoding of structures and link predictions in large XML document collections / Markus Hagenbuchner [and others] -- 11. Frequent pattern discovery and association rule mining of XML data / Qin Ding and Gnanasekaran Sundarraj -- 12. A framework for mining and querying summarized XML data through tree-based association rules / Mirjana Mazuran [and others] -- 13. Discovering higher level correlations from XML data / Luca Cagliero, Tania Cerquitelli and Paolo Garza -- 14. XML mining for semantic Web / Rafael Berlanga and Victoria Nebot
15. A Component-based framework for the integration and exploration of XML sources / Pasquale De Meo, Antonino Nocera and Domenico Ursino -- 16. Matching XML documents at structural and conceptual level using subtree patterns / Qi Hua Pan, Fedja Hadzic and Tharam S. Dillon -- 17. Geographical map annotation with significant tags available from social networks / Elena Roglia, Rosa Meo and Enrico Ponassi -- 18. Organizing XML documents on a peer-to-peer network by collaborative clustering / Francesco Gullo, Giovanni Ponti and Sergio Greco -- 19. Incorporating qualitative information for credit risk assessment through frequent subtree mining for XML / Novita Ikasari, Fedja Hadzic and Tharam S. Dillon
Summary "This book is a collection of knowledge from experts of database, information retrieval, machine learning, and knowledge management communities in developing models, methods and systems for XML data mining that can be used to address key issues and challenges in XML data mining"--Provided by publisher
Analysis XML models for data mining
XML similarity search and detection
Approximate matching
Clustering
Classification
Frequent pattern discovery of XML data
Association rule mining of XML data
Mining of uncertain XML data
Mining of evolving XML data streams
XML mining for semantic Web
Semantics-aware mining of XML data
Domain-specific XML mining applications
Credit risk assessment
Social network user modeling of geographical maps
P2P systems
Bibliography Includes bibliographical references
Notes Title screen (IGI Global, viewed November 19, 2011)
Subject XML (Document markup language)
Data mining.
Data Mining
COMPUTERS -- Database Management -- Data Mining.
Data mining.
XML (Document markup language)
Genre/Form Electronic books
Form Electronic book
Author Tagarelli, Andrea, 1976-
ISBN 9781613503577
1613503571