Data mining : next generation challenges and future directions

著者

• Kargupta, Hillol
• Uthurusamy, Ramasamy

書誌事項

Data mining : next generation challenges and future directions

edited by Hillol Kargupta ... [et al.] ; [foreword by Ramasamy Uthurusamy]

AAAI Press , MIT Press, c2004

注記

"Copublished and distributed by The MIT Press"--T.p. verso

Includes bibliographical references (p. [481]-531) and index

内容説明・目次

内容説明

A state-of-the-art survey of recent advances in data mining or knowledge discovery. 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.

「Nielsen BookData」 より

詳細情報

• NII書誌ID(NCID): BA70047705
• ISBN:
  • 0262612038
• 出版国コード: us
• タイトル言語コード: eng
• 本文言語コード: eng
• 出版地: Menlo Park, Calif.,Cambridge, Mass.
• ページ数/冊数: xviii, 558 p.
• 大きさ: 23 cm