Indonesian affective word resources construction in valence and arousal dimension for sentiment analysis
Research in the field of text analysis will always be related to words, either the selection of words to be used or the position of the words in a sentence. Furthermore, a hypothesis that each language difference can cause different meanings, makes some researchers interested in doing research c...
| Main Authors: | , , , |
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| Format: | Proceeding Paper |
| Language: | English English |
| Published: |
IEEE
2019
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/69472/ http://irep.iium.edu.my/69472/7/69472%20Indonesian%20Affective%20Word%20Resources.pdf http://irep.iium.edu.my/69472/8/69472%20Indonesian%20Affective%20Word%20Resources%20SCOPUS.pdf |
| _version_ | 1848787121132797952 |
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| author | Hulliyah, Khodijah Sukmana, Husni Teja Awang Abu Bakar, Normi Sham Ismail, Amelia Ritahani |
| author_facet | Hulliyah, Khodijah Sukmana, Husni Teja Awang Abu Bakar, Normi Sham Ismail, Amelia Ritahani |
| author_sort | Hulliyah, Khodijah |
| building | IIUM Repository |
| collection | Online Access |
| description | Research in the field of text analysis will always be
related to words, either the selection of words to be used or the
position of the words in a sentence. Furthermore, a hypothesis
that each language difference can cause different meanings,
makes some researchers interested in doing research classifying
words based on emotion or affective words. Research focuses on
affective states as a continuous numerical value to the dimensions
of valence and arousal. Sentiment analysis that is usually done
with positive and negative category approaches, nowadays, the
dimensional approach can provide more analysis of grained
sentiments. On the other hand, the affective words dataset with
valence and arousal rating are still very rare, especially for the
Indonesian language. Therefore, this research does an affective
lexicon dataset called Indonesian Valence and Arousal Words
(IVAW) containing 1024 words by Self-Assessment Manikin
(SAM) surveys. Furthermore, for the next study, we will also
crawls status in twitter based on selected words from IVAW to
get Indonesian Valence and Arousal Text (IVAT). To predict VA
rating for obtaining the advance of annotation quality,
experiment will be compared by brain signal using EEG tool. |
| first_indexed | 2025-11-14T17:19:53Z |
| format | Proceeding Paper |
| id | iium-69472 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-14T17:19:53Z |
| publishDate | 2019 |
| publisher | IEEE |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-694722019-06-14T02:26:07Z http://irep.iium.edu.my/69472/ Indonesian affective word resources construction in valence and arousal dimension for sentiment analysis Hulliyah, Khodijah Sukmana, Husni Teja Awang Abu Bakar, Normi Sham Ismail, Amelia Ritahani T61 Technical education. Technical schools Research in the field of text analysis will always be related to words, either the selection of words to be used or the position of the words in a sentence. Furthermore, a hypothesis that each language difference can cause different meanings, makes some researchers interested in doing research classifying words based on emotion or affective words. Research focuses on affective states as a continuous numerical value to the dimensions of valence and arousal. Sentiment analysis that is usually done with positive and negative category approaches, nowadays, the dimensional approach can provide more analysis of grained sentiments. On the other hand, the affective words dataset with valence and arousal rating are still very rare, especially for the Indonesian language. Therefore, this research does an affective lexicon dataset called Indonesian Valence and Arousal Words (IVAW) containing 1024 words by Self-Assessment Manikin (SAM) surveys. Furthermore, for the next study, we will also crawls status in twitter based on selected words from IVAW to get Indonesian Valence and Arousal Text (IVAT). To predict VA rating for obtaining the advance of annotation quality, experiment will be compared by brain signal using EEG tool. IEEE 2019-03-28 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/69472/7/69472%20Indonesian%20Affective%20Word%20Resources.pdf application/pdf en http://irep.iium.edu.my/69472/8/69472%20Indonesian%20Affective%20Word%20Resources%20SCOPUS.pdf Hulliyah, Khodijah and Sukmana, Husni Teja and Awang Abu Bakar, Normi Sham and Ismail, Amelia Ritahani (2019) Indonesian affective word resources construction in valence and arousal dimension for sentiment analysis. In: The 6th International Conference on Cyber and IT Service Management (CITSM 2018), 7th-9th August 2018, Parapat, Danau Toba, Indonesia. https://ieeexplore.ieee.org/document/8674370 10.1109/CITSM.2018.8674370 |
| spellingShingle | T61 Technical education. Technical schools Hulliyah, Khodijah Sukmana, Husni Teja Awang Abu Bakar, Normi Sham Ismail, Amelia Ritahani Indonesian affective word resources construction in valence and arousal dimension for sentiment analysis |
| title | Indonesian affective word resources construction in valence and arousal dimension for sentiment analysis |
| title_full | Indonesian affective word resources construction in valence and arousal dimension for sentiment analysis |
| title_fullStr | Indonesian affective word resources construction in valence and arousal dimension for sentiment analysis |
| title_full_unstemmed | Indonesian affective word resources construction in valence and arousal dimension for sentiment analysis |
| title_short | Indonesian affective word resources construction in valence and arousal dimension for sentiment analysis |
| title_sort | indonesian affective word resources construction in valence and arousal dimension for sentiment analysis |
| topic | T61 Technical education. Technical schools |
| url | http://irep.iium.edu.my/69472/ http://irep.iium.edu.my/69472/ http://irep.iium.edu.my/69472/ http://irep.iium.edu.my/69472/7/69472%20Indonesian%20Affective%20Word%20Resources.pdf http://irep.iium.edu.my/69472/8/69472%20Indonesian%20Affective%20Word%20Resources%20SCOPUS.pdf |