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Data Mining : Next Generation Challenges and Future Directions

Kargupta, Hillol & Joshi, Anupam & Sivakumar, Krishnamoorthy & Yesha, Yelena

Verlag: MIT Press Ltd, London, 2004
ISBN 10: 0262612038 / ISBN 13: 9780262612036
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Titel: Data Mining : Next Generation Challenges and...

Verlag: MIT Press Ltd, London

Erscheinungsdatum: 2004

Einband: paperback

Zustand: Very Good

Zustand des Schutzumschlags: No Dust Jacket

Art des Buches: Ex-Library


Ex-library copy with the usual stamps and markings, including a protective plastic covering. Pages are very clean, bright and tight throughout. Buchnummer des Verkäufers 179508

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Inhaltsangabe: Data mining, or knowledge discovery, has become an indispensable technology for businesses and researchers in many fields. Drawing on work in such areas as statistics, machine learning, pattern recognition, databases, and high performance computing, data mining extracts useful information from the large data sets now available to industry and science. This collection surveys the most recent advances in the field and charts directions for future research.The first part looks at pervasive, distributed, and stream data mining, discussing topics that include distributed data mining algorithms for new application areas, several aspects of next-generation data mining systems and applications, and detection of recurrent patterns in digital media. The second part considers data mining, counter-terrorism, and privacy concerns, examining such topics as biosurveillance, marshalling evidence through data mining, and link discovery. The third part looks at scientific data mining; topics include mining temporally-varying phenomena, data sets using graphs, and spatial data mining. The last part considers web, semantics, and data mining, examining advances in text mining algorithms and software, semantic webs, and other subjects.

Über den Autor: Hillol Kargupta is Associate Professor in the Department of Computer Science and Electrical Engineering at the University of Maryland, Baltimore County. Anupama Joshi is the Executive Director and Cofounder of the National Farm to School Network, a project of Tides Center (formerly based at the Urban & Environmental Policy Institute at Occidental College). Krishnamoorthy Sivakumar is Assistant Professor in the School of Electrical Engineering and Computer Science at Washington State University. Yelena Yesha is Professor in the Department of Computer Science and Electrical Engineering at the University of Maryland, Baltimore County.

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