Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions.
Emotions are frequently studied based on two approaches; categorical and dimensional. In this study, Multi- Layer Perceptron (MLP) was employed to classify four affective states as posited from these approaches. It was observed that emotional states viewed from the dimensional perspective are w...
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| Format: | Conference or Workshop Item |
| Language: | English English |
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2013
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| Online Access: | http://irep.iium.edu.my/30842/ http://irep.iium.edu.my/30842/ http://irep.iium.edu.my/30842/1/Table_of_Content.pdf http://irep.iium.edu.my/30842/2/89.pdf |
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iium-30842 |
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eprints |
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iium-308422013-08-13T22:43:25Z http://irep.iium.edu.my/30842/ Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions. Yaacob, Hamwira Sakti Abdul Rahman, Abdul Wahab Kamaruddin, Norhaslinda BF511 Affection. Feeling. Emotion H61.8 Communication of information T58.5 Information technology Emotions are frequently studied based on two approaches; categorical and dimensional. In this study, Multi- Layer Perceptron (MLP) was employed to classify four affective states as posited from these approaches. It was observed that emotional states viewed from the dimensional perspective are well discriminated using memory test. In addition to that, the dynamic for each of the four emotions were also presented, in which it was also indicated that an emotional state does not occur abruptly. 2013 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/30842/1/Table_of_Content.pdf application/pdf en http://irep.iium.edu.my/30842/2/89.pdf Yaacob, Hamwira Sakti and Abdul Rahman, Abdul Wahab and Kamaruddin, Norhaslinda (2013) Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions. In: The 4th International Conference on Information & Communication Technology for the Muslim World (ICT4M), 25-27 Mar 2013, Rabat, Moroco. http://ict4m.org/ |
| repository_type |
Digital Repository |
| institution_category |
Local University |
| institution |
International Islamic University Malaysia |
| building |
IIUM Repository |
| collection |
Online Access |
| language |
English English |
| topic |
BF511 Affection. Feeling. Emotion H61.8 Communication of information T58.5 Information technology |
| spellingShingle |
BF511 Affection. Feeling. Emotion H61.8 Communication of information T58.5 Information technology Yaacob, Hamwira Sakti Abdul Rahman, Abdul Wahab Kamaruddin, Norhaslinda Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions. |
| description |
Emotions are frequently studied based on two
approaches; categorical and dimensional. In this study, Multi-
Layer Perceptron (MLP) was employed to classify four
affective states as posited from these approaches. It was
observed that emotional states viewed from the dimensional
perspective are well discriminated using memory test. In
addition to that, the dynamic for each of the four emotions
were also presented, in which it was also indicated that an
emotional state does not occur abruptly. |
| format |
Conference or Workshop Item |
| author |
Yaacob, Hamwira Sakti Abdul Rahman, Abdul Wahab Kamaruddin, Norhaslinda |
| author_facet |
Yaacob, Hamwira Sakti Abdul Rahman, Abdul Wahab Kamaruddin, Norhaslinda |
| author_sort |
Yaacob, Hamwira Sakti |
| title |
Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions. |
| title_short |
Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions. |
| title_full |
Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions. |
| title_fullStr |
Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions. |
| title_full_unstemmed |
Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions. |
| title_sort |
classification of eeg signals using mlp based on categorical and dimensional perceptions of emotions. |
| publishDate |
2013 |
| url |
http://irep.iium.edu.my/30842/ http://irep.iium.edu.my/30842/ http://irep.iium.edu.my/30842/1/Table_of_Content.pdf http://irep.iium.edu.my/30842/2/89.pdf |
| first_indexed |
2023-09-18T20:45:05Z |
| last_indexed |
2023-09-18T20:45:05Z |
| _version_ |
1777409621622784000 |