Skolem preprocessing using WordNet and lexicon in building effective knowledge representation
We are in the information intensive environment in which various forms of digital contents have been growing exponentially. In this era of digital data, knowledge representation has been considered as a crucial component of any information retrieval system. It is also considered as a major problem e...
| Main Authors: | , , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
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IEEE
2011
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| Online Access: | http://psasir.upm.edu.my/id/eprint/69502/ http://psasir.upm.edu.my/id/eprint/69502/1/Skolem%20preprocessing%20using%20WordNet%20and%20lexicon%20in%20building%20effective%20knowledge%20representation.pdf |
| _version_ | 1848856426270687232 |
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| author | Varathan, Kasturi Dewi Tengku Sembok, Tengku Mohd Abdul Kadir, Rabiah Omar, Nazlia |
| author_facet | Varathan, Kasturi Dewi Tengku Sembok, Tengku Mohd Abdul Kadir, Rabiah Omar, Nazlia |
| author_sort | Varathan, Kasturi Dewi |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | We are in the information intensive environment in which various forms of digital contents have been growing exponentially. In this era of digital data, knowledge representation has been considered as a crucial component of any information retrieval system. It is also considered as a major problem especially in representing the content of unstructured text in an effective way. Although the mission remains impossible to achieve 100% accuracy, many researchers are indulging themselves in documenting these data in many different techniques so that it can be communicated effectively and easily. Indexing is an important element that determines the success of retrieval. Since we are dealing with multiple documents, preprocessing of data is needed before the data gets indexed. Thus, this paper presents an approach on the preprocessing technique. The semantic data which have been represented in skolem clauses will be preprocessed with the help of automatic lexicon generator output and WordNet. This preprocessing plays an important role in getting rid of redundant data before it gets indexed into the semantic matrix. Besides redundancy, it also helps in dealing with common problem that exists in indexing multiple documents in which similar sentences with more or less the same meaning but have been constructed by using different sets of words. As a conclusion, the integration of WordNet and lexicon leads to better result in terms of building effective knowledge representation. |
| first_indexed | 2025-11-15T11:41:28Z |
| format | Conference or Workshop Item |
| id | upm-69502 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T11:41:28Z |
| publishDate | 2011 |
| publisher | IEEE |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-695022019-07-04T04:45:41Z http://psasir.upm.edu.my/id/eprint/69502/ Skolem preprocessing using WordNet and lexicon in building effective knowledge representation Varathan, Kasturi Dewi Tengku Sembok, Tengku Mohd Abdul Kadir, Rabiah Omar, Nazlia We are in the information intensive environment in which various forms of digital contents have been growing exponentially. In this era of digital data, knowledge representation has been considered as a crucial component of any information retrieval system. It is also considered as a major problem especially in representing the content of unstructured text in an effective way. Although the mission remains impossible to achieve 100% accuracy, many researchers are indulging themselves in documenting these data in many different techniques so that it can be communicated effectively and easily. Indexing is an important element that determines the success of retrieval. Since we are dealing with multiple documents, preprocessing of data is needed before the data gets indexed. Thus, this paper presents an approach on the preprocessing technique. The semantic data which have been represented in skolem clauses will be preprocessed with the help of automatic lexicon generator output and WordNet. This preprocessing plays an important role in getting rid of redundant data before it gets indexed into the semantic matrix. Besides redundancy, it also helps in dealing with common problem that exists in indexing multiple documents in which similar sentences with more or less the same meaning but have been constructed by using different sets of words. As a conclusion, the integration of WordNet and lexicon leads to better result in terms of building effective knowledge representation. IEEE 2011 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/69502/1/Skolem%20preprocessing%20using%20WordNet%20and%20lexicon%20in%20building%20effective%20knowledge%20representation.pdf Varathan, Kasturi Dewi and Tengku Sembok, Tengku Mohd and Abdul Kadir, Rabiah and Omar, Nazlia (2011) Skolem preprocessing using WordNet and lexicon in building effective knowledge representation. In: International Conference on Electrical Engineering and Informatics (ICEEI 2011), 17-19 July 2011, Bandung, Indonesia. . 10.1109/ICEEI.2011.6021760 |
| spellingShingle | Varathan, Kasturi Dewi Tengku Sembok, Tengku Mohd Abdul Kadir, Rabiah Omar, Nazlia Skolem preprocessing using WordNet and lexicon in building effective knowledge representation |
| title | Skolem preprocessing using WordNet and lexicon in building effective knowledge representation |
| title_full | Skolem preprocessing using WordNet and lexicon in building effective knowledge representation |
| title_fullStr | Skolem preprocessing using WordNet and lexicon in building effective knowledge representation |
| title_full_unstemmed | Skolem preprocessing using WordNet and lexicon in building effective knowledge representation |
| title_short | Skolem preprocessing using WordNet and lexicon in building effective knowledge representation |
| title_sort | skolem preprocessing using wordnet and lexicon in building effective knowledge representation |
| url | http://psasir.upm.edu.my/id/eprint/69502/ http://psasir.upm.edu.my/id/eprint/69502/ http://psasir.upm.edu.my/id/eprint/69502/1/Skolem%20preprocessing%20using%20WordNet%20and%20lexicon%20in%20building%20effective%20knowledge%20representation.pdf |