Affective state classification using Bayesian classifier
This paper elaborates the basic structure of a machine learning system in classifying affective state. There are several techniques in classifying the states depending on the type of input-output dataset. A proper selection of techniques is crucial in determining the success rate of the system pred...
| Main Authors: | , , |
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| Format: | Proceeding Paper |
| Language: | English English English |
| Published: |
2014
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/38240/ http://irep.iium.edu.my/38240/1/official_isms_paper.pdf http://irep.iium.edu.my/38240/2/naim_uksim.pdf http://irep.iium.edu.my/38240/8/38240_Affective%20state%20classification%20using%20Bayesian_Scopus.pdf |
| _version_ | 1848781568168951808 |
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| author | Ghazali, Aimi Shazwani Sidek, Shahrul Na'im Wok, Saodah |
| author_facet | Ghazali, Aimi Shazwani Sidek, Shahrul Na'im Wok, Saodah |
| author_sort | Ghazali, Aimi Shazwani |
| building | IIUM Repository |
| collection | Online Access |
| description | This paper elaborates the basic structure of a
machine learning system in classifying affective state. There are several techniques in classifying the states depending on the type of input-output dataset. A proper selection of techniques is crucial in determining the success rate of the system prediction. The paper proposes a machine learning technique in classifying affective states of human subjects by using Bayesian Network (BN). A structured experimental setup is designed to induce the affective states of the subjects by using a set of audiovisual stimulants. The affective states under study are happy, sad, and nervous. Preliminary results demonstrate the ability of the BN to predict human
affective state with 86% accuracy. |
| first_indexed | 2025-11-14T15:51:38Z |
| format | Proceeding Paper |
| id | iium-38240 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English English |
| last_indexed | 2025-11-14T15:51:38Z |
| publishDate | 2014 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-382402019-01-10T05:02:43Z http://irep.iium.edu.my/38240/ Affective state classification using Bayesian classifier Ghazali, Aimi Shazwani Sidek, Shahrul Na'im Wok, Saodah TA164 Bioengineering This paper elaborates the basic structure of a machine learning system in classifying affective state. There are several techniques in classifying the states depending on the type of input-output dataset. A proper selection of techniques is crucial in determining the success rate of the system prediction. The paper proposes a machine learning technique in classifying affective states of human subjects by using Bayesian Network (BN). A structured experimental setup is designed to induce the affective states of the subjects by using a set of audiovisual stimulants. The affective states under study are happy, sad, and nervous. Preliminary results demonstrate the ability of the BN to predict human affective state with 86% accuracy. 2014 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/38240/1/official_isms_paper.pdf application/pdf en http://irep.iium.edu.my/38240/2/naim_uksim.pdf application/pdf en http://irep.iium.edu.my/38240/8/38240_Affective%20state%20classification%20using%20Bayesian_Scopus.pdf Ghazali, Aimi Shazwani and Sidek, Shahrul Na'im and Wok, Saodah (2014) Affective state classification using Bayesian classifier. In: 2014 Fifth International Conference on Intelligent Systems, Modelling and Simulation (ISMS 2014), 27-29 Jan. 2014, Langkawi, Malaysia. http://uksim.info/isms2014/CD+ToC.pdf 10.1109/ISMS.2014.32) |
| spellingShingle | TA164 Bioengineering Ghazali, Aimi Shazwani Sidek, Shahrul Na'im Wok, Saodah Affective state classification using Bayesian classifier |
| title | Affective state classification using Bayesian classifier |
| title_full | Affective state classification using Bayesian classifier |
| title_fullStr | Affective state classification using Bayesian classifier |
| title_full_unstemmed | Affective state classification using Bayesian classifier |
| title_short | Affective state classification using Bayesian classifier |
| title_sort | affective state classification using bayesian classifier |
| topic | TA164 Bioengineering |
| url | http://irep.iium.edu.my/38240/ http://irep.iium.edu.my/38240/ http://irep.iium.edu.my/38240/ http://irep.iium.edu.my/38240/1/official_isms_paper.pdf http://irep.iium.edu.my/38240/2/naim_uksim.pdf http://irep.iium.edu.my/38240/8/38240_Affective%20state%20classification%20using%20Bayesian_Scopus.pdf |