Satellite Workshop On Language, Artificial Intelligence and Computer Science for Natural Language Processing Applications (LAICS-NLP): Discovery of Meaning from Text
This paper proposes a novel method to disambiguate important words from a collection of documents. The hypothesis that underlies this approach is that there is a minimal set of senses that are significant in characterizing a context. We extend Yarowsky’s one sense per discourse [13] further to a...
| Main Authors: | , , |
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| Format: | Proceeding |
| Language: | English |
| Published: |
Faculty of Engineering Kasetsart University, Bangkok, Thailand.
2006
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| Subjects: | |
| Online Access: | http://ir.unimas.my/id/eprint/525/ http://ir.unimas.my/id/eprint/525/1/discovery_of_meaning_from_text.pdf |
| _version_ | 1848834560143392768 |
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| author | Ong,, Siou Chin. Kulathuramaiyer, Narayanan Yeo, Alvin Wee |
| author_facet | Ong,, Siou Chin. Kulathuramaiyer, Narayanan Yeo, Alvin Wee |
| author_sort | Ong,, Siou Chin. |
| building | UNIMAS Institutional Repository |
| collection | Online Access |
| description | This paper proposes a novel method to disambiguate important words from a collection of documents. The
hypothesis that underlies this approach is that there is a
minimal set of senses that are significant in characterizing a context. We extend Yarowsky’s one sense
per discourse [13] further to a collection of related
documents rather than a single document. We perform
distributed clustering on a set of features representing
each of the top ten categories of documents in the
Reuters-21578 dataset. Groups of terms that have a
similar term distributional pattern across documents were
identified. WordNet-based similarity measurement was
then computed for terms within each cluster. An
aggregation of the associations in WordNet that was
employed to ascertain term similarity within clusters has
provided a means of identifying clusters’ root senses. |
| first_indexed | 2025-11-15T05:53:55Z |
| format | Proceeding |
| id | unimas-525 |
| institution | Universiti Malaysia Sarawak |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T05:53:55Z |
| publishDate | 2006 |
| publisher | Faculty of Engineering Kasetsart University, Bangkok, Thailand. |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | unimas-5252015-03-24T00:41:43Z http://ir.unimas.my/id/eprint/525/ Satellite Workshop On Language, Artificial Intelligence and Computer Science for Natural Language Processing Applications (LAICS-NLP): Discovery of Meaning from Text Ong,, Siou Chin. Kulathuramaiyer, Narayanan Yeo, Alvin Wee AC Collections. Series. Collected works T Technology (General) This paper proposes a novel method to disambiguate important words from a collection of documents. The hypothesis that underlies this approach is that there is a minimal set of senses that are significant in characterizing a context. We extend Yarowsky’s one sense per discourse [13] further to a collection of related documents rather than a single document. We perform distributed clustering on a set of features representing each of the top ten categories of documents in the Reuters-21578 dataset. Groups of terms that have a similar term distributional pattern across documents were identified. WordNet-based similarity measurement was then computed for terms within each cluster. An aggregation of the associations in WordNet that was employed to ascertain term similarity within clusters has provided a means of identifying clusters’ root senses. Faculty of Engineering Kasetsart University, Bangkok, Thailand. 2006 Proceeding NonPeerReviewed text en http://ir.unimas.my/id/eprint/525/1/discovery_of_meaning_from_text.pdf Ong,, Siou Chin. and Kulathuramaiyer, Narayanan and Yeo, Alvin Wee (2006) Satellite Workshop On Language, Artificial Intelligence and Computer Science for Natural Language Processing Applications (LAICS-NLP): Discovery of Meaning from Text. In: UNSPECIFIED. http://naist.cpe.ku.ac.th/LAICS-NLP/ |
| spellingShingle | AC Collections. Series. Collected works T Technology (General) Ong,, Siou Chin. Kulathuramaiyer, Narayanan Yeo, Alvin Wee Satellite Workshop On Language, Artificial Intelligence and Computer Science for Natural Language Processing Applications (LAICS-NLP): Discovery of Meaning from Text |
| title | Satellite Workshop On Language, Artificial Intelligence
and Computer Science for Natural Language Processing Applications (LAICS-NLP): Discovery of Meaning from Text |
| title_full | Satellite Workshop On Language, Artificial Intelligence
and Computer Science for Natural Language Processing Applications (LAICS-NLP): Discovery of Meaning from Text |
| title_fullStr | Satellite Workshop On Language, Artificial Intelligence
and Computer Science for Natural Language Processing Applications (LAICS-NLP): Discovery of Meaning from Text |
| title_full_unstemmed | Satellite Workshop On Language, Artificial Intelligence
and Computer Science for Natural Language Processing Applications (LAICS-NLP): Discovery of Meaning from Text |
| title_short | Satellite Workshop On Language, Artificial Intelligence
and Computer Science for Natural Language Processing Applications (LAICS-NLP): Discovery of Meaning from Text |
| title_sort | satellite workshop on language, artificial intelligence
and computer science for natural language processing applications (laics-nlp): discovery of meaning from text |
| topic | AC Collections. Series. Collected works T Technology (General) |
| url | http://ir.unimas.my/id/eprint/525/ http://ir.unimas.my/id/eprint/525/ http://ir.unimas.my/id/eprint/525/1/discovery_of_meaning_from_text.pdf |