10 Challenging Problems in Data Mining

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This is a list of top 10 problems in data mining researches by Qiang Yang and Xindong Wu. The paper can be downloaded from paper or source

  • Developing a Unifying Theory of Data Mining
  • Scaling Up for High Dimensional Data and High Speed Data Streams
  • Mining Sequence Data and Time Series Data
  • Mining Complex Knowledge from Complex Data
  • Data Mining in a Network Setting
  • Distributed Data Mining and Mining Multi-agent Data
  • Data Mining for Biological and Environmental Problems
  • Data-Mining-Process Related Problems
  • Security, Privacy and Data Integrity
  • Dealing with Non-static, Unbalanced and Cost-sensitive Data

Reference

[1] 10 Challenging Problems in Data Mining Research.