English and Malay cross-lingual sentiment lexicon acquisition and analysis
Sentiment analysis finds opinions, sentiments or emotions in user-generated contents. Most efforts are focusing on the English language, for which a large amount of sources and tools for sentiment analysis are available. The objective of this paper is to introduce a cross-lingual sentiment lexicon a...
| Main Authors: | , , , |
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| Format: | Book Section |
| Language: | English |
| Published: |
Springer Verlag
2017
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| Online Access: | http://psasir.upm.edu.my/id/eprint/63093/ http://psasir.upm.edu.my/id/eprint/63093/1/English%20and%20Malay%20cross-lingual%20sentiment%20lexicon%20acquisition%20and%20analysis.pdf |
| _version_ | 1848854719021187072 |
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| author | Nasharuddin, Nurul Amelina Abdullah, Muhamad taufik Azman, Azreen Abdul Kadir, Rabiah |
| author_facet | Nasharuddin, Nurul Amelina Abdullah, Muhamad taufik Azman, Azreen Abdul Kadir, Rabiah |
| author_sort | Nasharuddin, Nurul Amelina |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | Sentiment analysis finds opinions, sentiments or emotions in user-generated contents. Most efforts are focusing on the English language, for which a large amount of sources and tools for sentiment analysis are available. The objective of this paper is to introduce a cross-lingual sentiment lexicon acquisition method for the Malay and English languages and further being test on a set of news test collections. Several part of speech tags are being experimented using the Word Score Summation technique in order to classify the sentiment of the news articles. This method records up to 50% as experimental accuracy result and works better for verbs and negations in both the English and Malay news articles. |
| first_indexed | 2025-11-15T11:14:20Z |
| format | Book Section |
| id | upm-63093 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T11:14:20Z |
| publishDate | 2017 |
| publisher | Springer Verlag |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-630932020-03-17T08:36:15Z http://psasir.upm.edu.my/id/eprint/63093/ English and Malay cross-lingual sentiment lexicon acquisition and analysis Nasharuddin, Nurul Amelina Abdullah, Muhamad taufik Azman, Azreen Abdul Kadir, Rabiah Sentiment analysis finds opinions, sentiments or emotions in user-generated contents. Most efforts are focusing on the English language, for which a large amount of sources and tools for sentiment analysis are available. The objective of this paper is to introduce a cross-lingual sentiment lexicon acquisition method for the Malay and English languages and further being test on a set of news test collections. Several part of speech tags are being experimented using the Word Score Summation technique in order to classify the sentiment of the news articles. This method records up to 50% as experimental accuracy result and works better for verbs and negations in both the English and Malay news articles. Springer Verlag 2017 Book Section PeerReviewed text en http://psasir.upm.edu.my/id/eprint/63093/1/English%20and%20Malay%20cross-lingual%20sentiment%20lexicon%20acquisition%20and%20analysis.pdf Nasharuddin, Nurul Amelina and Abdullah, Muhamad taufik and Azman, Azreen and Abdul Kadir, Rabiah (2017) English and Malay cross-lingual sentiment lexicon acquisition and analysis. In: Lecture Notes in Electrical Engineering. Springer Verlag, MALAYSIA, 467 - 475. ISBN 9789811041532 http://www.prims.upm.edu.my/ , http://www.prims.upm.edu.my/ , http://www.prims.upm.edu.my/ , http://www.prims.upm.edu.my/pub/dokumen/pub_book_chapter/20171218162504ICISA2017_Proceedings.pdf 10.1007/978-981-10-4154-9_54 |
| spellingShingle | Nasharuddin, Nurul Amelina Abdullah, Muhamad taufik Azman, Azreen Abdul Kadir, Rabiah English and Malay cross-lingual sentiment lexicon acquisition and analysis |
| title | English and Malay cross-lingual sentiment lexicon acquisition and analysis |
| title_full | English and Malay cross-lingual sentiment lexicon acquisition and analysis |
| title_fullStr | English and Malay cross-lingual sentiment lexicon acquisition and analysis |
| title_full_unstemmed | English and Malay cross-lingual sentiment lexicon acquisition and analysis |
| title_short | English and Malay cross-lingual sentiment lexicon acquisition and analysis |
| title_sort | english and malay cross-lingual sentiment lexicon acquisition and analysis |
| url | http://psasir.upm.edu.my/id/eprint/63093/ http://psasir.upm.edu.my/id/eprint/63093/ http://psasir.upm.edu.my/id/eprint/63093/ http://psasir.upm.edu.my/id/eprint/63093/1/English%20and%20Malay%20cross-lingual%20sentiment%20lexicon%20acquisition%20and%20analysis.pdf |