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...

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Main Authors:	Ghazali, Aimi Shazwani, Sidek, Shahrul Na'im, Wok, Saodah
Format:	Conference or Workshop Item
Language:	English English English
Published:	2014
Subjects:	TA164 Bioengineering
Online Access:	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

id	iium-38240
recordtype	eprints
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 Conference or Workshop Item 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)
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English English English
topic	TA164 Bioengineering
spellingShingle	TA164 Bioengineering Ghazali, Aimi Shazwani Sidek, Shahrul Na'im Wok, Saodah Affective state classification using Bayesian classifier
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.
format	Conference or Workshop Item
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
title	Affective state classification using Bayesian classifier
title_short	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_sort	affective state classification using bayesian classifier
publishDate	2014
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
first_indexed	2023-09-18T20:54:55Z
last_indexed	2023-09-18T20:54:55Z
_version_	1777410240107511808

Affective state classification using Bayesian classifier

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