Bong, Chih How and Narayanan, Kulathuramaiyer (2012) An empirical study on CO2 emissions in ASEAN countries. In: International Conference on Statistics in Science, Business, and Engineering (ICSSBE), 2012, 10-12 Sept. 2012, Langkawi.
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An Empirical Study of Feature Selection for Text Categorization based on Term (abstract).pdf Download (78kB) | Preview |
Abstract
This paper proposes a local feature selection (FS) measure namely, Categorical Descriptor Term (CTD) for text categorization. It is derived based on classic term weighting scheme, TFIDF. The method explicitly chooses feature set for each category by only selecting set of terms from relevant category. Although past literatures have suggested that the use of features from irrelevant categories can improve the measure of text categorization, we believe that by incorporating only relevant feature can be highly effective. The experimental comparison is carried out between CTD and five wellknown feature selection measures: Information Gain, Chi-Square, Correlation Coefficient, Odd Ratio and GSS Coefficient. The results also show that our proposed method can perform comparatively well with other FS measures, especially on collection with highly overlapped topics.
| Item Type: | Proceeding (Paper) |
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| Uncontrolled Keywords: | Carbon dioxide, Data models, Economic indicators, Energy consumption, Sociology, Statistics,research, Universiti Malaysia Sarawak, unimas, university, universiti, Borneo, Malaysia, Sarawak, Kuching, Samarahan, ipta, education |
| Subjects: | T Technology > T Technology (General) |
| Divisions: | Academic Faculties, Institutes and Centres > Faculty of Computer Science and Information Technology Faculties, Institutes, Centres > Faculty of Computer Science and Information Technology Academic Faculties, Institutes and Centres > Faculty of Computer Science and Information Technology |
| Depositing User: | Karen Kornalius |
| Date Deposited: | 05 Aug 2015 01:54 |
| Last Modified: | 05 Aug 2015 01:54 |
| URI: | http://ir.unimas.my/id/eprint/8478 |
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