Presentation | 2007/7/17 Extracting String Features with Adaptation for Text Classification Katsuhiro Hirata, Masayuki Okabe, Kyoji Umemura, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In traditional methods for text classification, words are used as a set of features for a document However there are many string-based approaches In the string-based approaches, the number of all substrings of documents would be extremely large and we don't know which substring is important for text classification. Previous research reports that using conditional probabilities based on mutual information for extracting features is effective We reports extracting features with adaptation and that the method is more useful for text classification |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Text Classification / Feature Extraction / Suffix Tree / Support Vector Machine |
Paper # | NLC2007-21 |
Date of Issue |
Conference Information | |
Committee | NLC |
---|---|
Conference Date | 2007/7/17(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | |
Vice Chair | |
Secretary | |
Assistant |
Paper Information | |
Registration To | Natural Language Understanding and Models of Communication (NLC) |
---|---|
Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Extracting String Features with Adaptation for Text Classification |
Sub Title (in English) | |
Keyword(1) | Text Classification |
Keyword(2) | Feature Extraction |
Keyword(3) | Suffix Tree |
Keyword(4) | Support Vector Machine |
1st Author's Name | Katsuhiro Hirata |
1st Author's Affiliation | Information & Computer Sciences, Toyohashi University of Technology() |
2nd Author's Name | Masayuki Okabe |
2nd Author's Affiliation | Information and Media Center, Toyohashi University of Technology |
3rd Author's Name | Kyoji Umemura |
3rd Author's Affiliation | Information & Computer Sciences, Toyohashi University of Technology |
Date | 2007/7/17 |
Paper # | NLC2007-21 |
Volume (vol) | vol.107 |
Number (no) | 158 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |