Resolusi anafora artikel Bahasa Melayu berasaskan pengetahuan terhad dan kelas semantik
Anaphora resolution (AR) is a process to resolve reference entity of pronoun anaphora. It is a phenomenon that occur in every languages and requires human experts or specific rules in order to resolve it. AR able to improve language processing applications such as question-answering, text mining, do...
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| Format: | Thesis |
| Language: | English |
| Published: |
2016
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| Online Access: | http://umpir.ump.edu.my/id/eprint/25341/1/Resolusi%20anafora%20artikel%20Bahasa%20Melayu%20berasaskan%20pengetahuan%20terhad.pdf http://umpir.ump.edu.my/id/eprint/25341/ |
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| Institution: | Universiti Malaysia Pahang |
| Language: | English |
| Summary: | Anaphora resolution (AR) is a process to resolve reference entity of pronoun anaphora. It is a phenomenon that occur in every languages and requires human experts or specific rules in order to resolve it. AR able to improve language processing applications such as question-answering, text mining, document summarizations, and information extraction. There has been various research carried out on AR, but the majority of them were meant for languages such as English, Japanese and Norwegian. Very few and almost no research effort have been focussed on AR for Malay language. Therefore, the aim of this research is to resolve the phenomena of AR for Malay text by using knowledge poor approach and semantic class labelling model. In order to achieve the aim, a framework of the Malay AR has been developed as a guide to solve this phenomenon in Malay language. Meanwhile, the process to determine the type of usage for pronoun nya has been solved by using a set of rules, a set of similar words, and word filtering that has been generate from semantic class labelling model. This process is important because the use of pronoun nya in Malay text is the highest, amounting to 68% as compared to other pronouns that mostly depend on the sociological status of referring entity or antecedent. The antecedent candidate determination is an important process that should be considered. The antecedent candidates can be in the form of proper noun or nouns. In order to determine proper nouns as suitable candidates, two main processes need to be done: (1) the entity recognition for proper noun that has the word 'dan' and comma symbol (,); and (2) the process to determine the semantic label for each retrieved candidate in order to determine their sociological status. The research used part of the name gazetteers for people, organization, location and position. Testing has been conducted on 60 Malay articles with different classes of proper nouns. The results were compared with the benchmark data tagged by a Malay linguist. The result shows an average precision and recall values of 85% and 90% respectively. The proposed framework of AR by using knowledge poor approach for Malay text shows increased success rate by 18.79% as compared to the generic approach proposed by Mitkov and Lappin. |
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