大数据 (Nov 2015)

Data Mining in the Era of Big Data:From the Application Perspective

  • 李涛,
  • 曾春秋,
  • 周武柏,
  • 周绮凤,
  • 郑理

Journal volume & issue
Vol. 1
pp. 49 – 72

Abstract

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The technical characteristics, tasks, and difficulties of data mining in big data era were introduced.The system architecture of large-scale data mining was analyzed.Then, the developed FIU-Miner which is a fast, integrated, and user-friendly system for data mining, was introduced.FIU-Miner supports user-friendly rapid data mining task configuration, flexible cross-language program integration, and effective resource management in heterogeneous environments.Finally three successful real-world applications of FIU-Miner: advanced manufacturing data mining, spatial data mining, and business intelligence data mining, were presented to demonstrate its efficacy and effectiveness.

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