Noisy Data in Data Mining (2006)

2006 (6 papers)

  • Van Hulse J, Khoshgoftaar TM. Class noise detection using frequent itemsets. Intelligent Data Analysis 2006;10(6):487-507.
  • Zhu X, Wu X, Chen Q. Bridging local and global data cleansing: Identifying class noise in large, distributed data datasets. Data Mining and Knowledge Discovery 2006;12(2-3):275-308.
  • Zhu X, Wu X. Class noise handling for effective cost-sensitive learning by cost-guided iterative classification filtering. IEEE Trans Knowled Data Eng 2006;18(10):1435-40.
  • Lee EWM, Lee YY, Lim CP, Tang CY. Application of a noisy data classification technique to determine the occurrence of flashover in compartment fires. Advanced Engineering Informatics 2006;20(2):213-22.
  • Zhu X, Wu X, Yang Y. Effective classification of noisy data streams with attribute-oriented dynamic classifier selection. Knowledge and Information Systems 2006;9(3):339-63.