Summarization as Feature Selection for Text Categorization

@inproceedings{Kolcz2001SummarizationAF,
  title={Summarization as Feature Selection for Text Categorization},
  author={Aleksander Kolcz and Vidya Prabakarmurthi and Jugal K. Kalita},
  booktitle={CIKM},
  year={2001}
}
We address the problem of evaluating the effectiveness of summarization techniques for the task of document categorization. It is argued that for a large class of automatic categorization algorithms, extraction-based document categorization can be viewed as a particular form of feature selection performed on the full text of the document and, in this context, its impact can be compared with state-of-the-art feature selection techniques especially devised to provide good categorization… CONTINUE READING
Highly Cited
This paper has 85 citations. REVIEW CITATIONS

2 Figures & Tables

Topics

Statistics

051015'04'06'08'10'12'14'16'18
Citations per Year

86 Citations

Semantic Scholar estimates that this publication has 86 citations based on the available data.

See our FAQ for additional information.