| 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 |
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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 |
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XML similarity search and detection |
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Approximate matching |
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Clustering |
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Classification |
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Frequent pattern discovery of XML data |
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Association rule mining of XML data |
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Mining of uncertain XML data |
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Mining of evolving XML data streams |
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XML mining for semantic Web |
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Semantics-aware mining of XML data |
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Domain-specific XML mining applications |
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Credit risk assessment |
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Social network user modeling of geographical maps |
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P2P systems |
| Bibliography |
Includes bibliographical references |
| Notes |
Title screen (IGI Global, viewed November 19, 2011) |
| Subject |
XML (Document markup language)
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Data mining.
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Data Mining
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COMPUTERS -- Database Management -- Data Mining.
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Data mining
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XML (Document markup language)
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| Form |
Electronic book
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| Author |
Tagarelli, Andrea, 1976-
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| ISBN |
9781613503577 |
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1613503571 |
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