Valence-arousal approach for speech emotion recognition system
The current state-of-the-art speech emotion recognition approaches focus on discrete emotion classification to suit the users’ need. However, in more practical perspective,emotion is deemed complex to be individually segregated and it is a continuous process that will change dynamically over time....
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| Other Authors: | |
| Format: | Proceeding Paper |
| Language: | English |
| Published: |
IEEE
2013
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/38077/ http://irep.iium.edu.my/38077/1/Valence-arousal_approach_for_speech_emotion_recognition_system.pdf |
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| author | Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab |
| author2 | Özcan , Rifat |
| author_facet | Özcan , Rifat Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab |
| author_sort | Kamaruddin, Norhaslinda |
| building | IIUM Repository |
| collection | Online Access |
| description | The current state-of-the-art speech emotion recognition
approaches focus on discrete emotion classification to suit the users’ need. However, in more practical perspective,emotion is deemed complex to be individually segregated and it is a continuous process that will change dynamically over time. Subsequently, no researcher can really claim of being able to find the threshold discriminating one emotion to another. In this paper, an alternative approach of Valence-Arousal is introduced based on the psychologists’ understanding that emotion can be represented in two emotion primitives of Valence and Arousal. Empirical results show potential of the proposed approach, which achieved reasonable accuracy with better speech emotion understanding and analysis. |
| first_indexed | 2025-11-14T15:51:05Z |
| format | Proceeding Paper |
| id | iium-38077 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T15:51:05Z |
| publishDate | 2013 |
| publisher | IEEE |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-380772020-12-16T17:06:31Z http://irep.iium.edu.my/38077/ Valence-arousal approach for speech emotion recognition system Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab T57 Applied mathematics. Quantitative methods. Operation research. System analysis The current state-of-the-art speech emotion recognition approaches focus on discrete emotion classification to suit the users’ need. However, in more practical perspective,emotion is deemed complex to be individually segregated and it is a continuous process that will change dynamically over time. Subsequently, no researcher can really claim of being able to find the threshold discriminating one emotion to another. In this paper, an alternative approach of Valence-Arousal is introduced based on the psychologists’ understanding that emotion can be represented in two emotion primitives of Valence and Arousal. Empirical results show potential of the proposed approach, which achieved reasonable accuracy with better speech emotion understanding and analysis. IEEE Özcan , Rifat Malas , Tahir Yilmaz, Özgür 2013-11-08 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/38077/1/Valence-arousal_approach_for_speech_emotion_recognition_system.pdf Kamaruddin, Norhaslinda and Abdul Rahman, Abdul Wahab (2013) Valence-arousal approach for speech emotion recognition system. In: 2013 International Conference on Electronics, Computer and Computation (ICECCO 2013), 7-8 Nov. 2013, Ankara, Turkey. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6718259 CFP1307V-ART |
| spellingShingle | T57 Applied mathematics. Quantitative methods. Operation research. System analysis Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab Valence-arousal approach for speech emotion recognition system |
| title | Valence-arousal approach for speech emotion recognition system |
| title_full | Valence-arousal approach for speech emotion recognition system |
| title_fullStr | Valence-arousal approach for speech emotion recognition system |
| title_full_unstemmed | Valence-arousal approach for speech emotion recognition system |
| title_short | Valence-arousal approach for speech emotion recognition system |
| title_sort | valence-arousal approach for speech emotion recognition system |
| topic | T57 Applied mathematics. Quantitative methods. Operation research. System analysis |
| url | http://irep.iium.edu.my/38077/ http://irep.iium.edu.my/38077/ http://irep.iium.edu.my/38077/ http://irep.iium.edu.my/38077/1/Valence-arousal_approach_for_speech_emotion_recognition_system.pdf |