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  • 标题:A Note on the Effect of Term Weighing on Selecting Intrinsic Dimensionality of Data
  • 本地全文:下载
  • 作者:Ch. AswaniKumar ; S. Srinivas
  • 期刊名称:Cybernetics and Information Technologies
  • 印刷版ISSN:1311-9702
  • 电子版ISSN:1314-4081
  • 出版年度:2009
  • 卷号:9
  • 期号:1
  • 出版社:Bulgarian Academy of Science
  • 摘要:The effect of term weighting on selecting intrinsic dimensionality of data is discussed. Experiments are conducted, using different term weighting and dimensionality selection methods, on four testing document collections (namely Medline, Cranfield, CACM and CISI). The results point that transforming the data matrix using a term weighting scheme plays a vital role in identifying the intrinsic dimensionality.
  • 关键词:Dimensionality selection; Latent semantic indexing;Ssingular value;decomposition; Term weighting.
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