ACADSTAFF UGM

CREATION
Title : Comparison of Baseline Reduction Methods for Emotion Recognition Based On Electroencephalogram Signals
Author :

I MADE AGUS WIRAWAN (1) Prof. Drs. Retantyo Wardoyo, M.Sc., Ph.D. (2) Dr. Danang Lelono, S.Si., M.T. (3) Dra. Sri Kusrohmaniah, M.Si., Ph.D., Psikolog (4) Saifudin Asrori (5)
Date : 3 2021
Keyword : emotion recognition,baseline reduction methods,difference method,relative difference,fractional difference,electroencephalogram emotion recognition,baseline reduction methods,difference method,relative difference,fractional difference,electroencephalogram
Abstract : Emotions play an essential role in human social interactions. Its importance has sparked research on emotion recognition mainly based on electroencephalogram signals. However, differences in individual characteristics significantly affect the electroencephalogram signal pattern and impact the emotion recognition process. Several studies have used the baseline reduction approach with the Difference method to represent the differences in individual characteristics on electroencephalogram signals. On the other hand, the baseline reduction process on signal data, in general, can also use the Relative Difference and Fractional Difference methods. Therefore, the contribution of this research is to compare the performance of the three baseline reduction methods on emotion recognition based on electroencephalogram signals. In this study, feature extraction and representation were also carried out using Differential Entropy and 3D Cube. Furthermore, Convolutional Neural Network and Decision Tree methods are used to classify emotions. The experimental results using the DEAP dataset show that the Relative Difference and Fractional Difference methods are superior in reducing the baseline electroencephalogram signal compared to the Difference method. In addition, the Relative Difference and Fractional Difference methods produce a smoother electroencephalogram signal pattern in the baseline reduction process.
Group of Knowledge :
Level : Nasional
Status :
Published
Document
No Title Document Type Action
1 Similarity Comparison_of_Baseline_Reduction_Methods_for_Emoti.pdf
Document Type : Cek Similarity
Cek Similarity View
2 ICIC 2021 notification for paper 72.pdf
Document Type : [PAK] Bukti Korespondensi Penulis
[PAK] Bukti Korespondensi Penulis View
3 prosiding_ICIC_2021_Agus Wirawan.pdf
Document Type : [PAK] Full Dokumen
[PAK] Full Dokumen View
4 Comparison of Baseline Reduction Methods for Emotion Recognition Based On Electroencephalogram Signals.pdf
Document Type : Cek Similarity
Cek Similarity View