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Paper Information

Journal:   IRANIAN JOURNAL OF PSYCHIATRY AND CLINICAL PSYCHOLOGY   FALL 2010 , Volume 16 , Number 3 (62); Page(s) 280 To 280.
 
Paper: 

AFFECTIVE COMPUTATION ON EEG CORRELATES OF EMOTION FROM MUSICAL STIMULUS

 
 
Author(s):  BANIASAD M.H.*, KHOSROABADI R., KENG A.K., ABDUL RAHMAN A.W.B.
 
* 
 
Abstract: 

Affective interface that acquires and detects the emotion of the user can potentially enhance the human-computer interface experience. In this paper,a brain-computer affective interface (BCAI) is proposed to perform affective computation of electroencephalogram (EEG) correlates of emotion from musical stimulus. The proposed BCAI is designed by extracting emotion-specific EEG features from subjects while exposed to emotionally-related musical stimuli using kernel smoothing density estimation (KSDE) and Gaussian mixture model probability estimation (GMM). A classification algorithm is subsequently used to learn and classify the extracted EEG features. An inter-subject validation study is performed on healthy subjects to assess the performance of BCAI using a selection of classification algorithms. The results show that BCAI using the Bayesian network and One R classifier yield the highest inter-subject validation accuracy.

 
Keyword(s): EEG, EMOTION, AFFECTIVE COMPUTATION
 
 
References: 
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Citations: 
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+ Click to Cite.
APA: Copy

BANIASAD, M., & KHOSROABADI, R., & KENG, A., & ABDUL RAHMAN, A. (2010). AFFECTIVE COMPUTATION ON EEG CORRELATES OF EMOTION FROM MUSICAL STIMULUS. IRANIAN JOURNAL OF PSYCHIATRY AND CLINICAL PSYCHOLOGY, 16(3 (62)), 280-280. https://www.sid.ir/en/journal/ViewPaper.aspx?id=194104



Vancouver: Copy

BANIASAD M.H., KHOSROABADI R., KENG A.K., ABDUL RAHMAN A.W.B.. AFFECTIVE COMPUTATION ON EEG CORRELATES OF EMOTION FROM MUSICAL STIMULUS. IRANIAN JOURNAL OF PSYCHIATRY AND CLINICAL PSYCHOLOGY. 2010 [cited 2021September22];16(3 (62)):280-280. Available from: https://www.sid.ir/en/journal/ViewPaper.aspx?id=194104



IEEE: Copy

BANIASAD, M., KHOSROABADI, R., KENG, A., ABDUL RAHMAN, A., 2010. AFFECTIVE COMPUTATION ON EEG CORRELATES OF EMOTION FROM MUSICAL STIMULUS. IRANIAN JOURNAL OF PSYCHIATRY AND CLINICAL PSYCHOLOGY, [online] 16(3 (62)), pp.280-280. Available: https://www.sid.ir/en/journal/ViewPaper.aspx?id=194104.



 
 
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