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2018 | OriginalPaper | Chapter

Transformation of EEG Signal for Emotion Analysis and Dataset Construction for DNN Learning

Authors : Yeahoon Kwon, Yiyan Nan, Shin-Dug Kim

Published in: Advances in Computer Science and Ubiquitous Computing

Publisher: Springer Singapore

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Abstract

This work is to design an emotional analysis system using Deep Neural Network based on electroencephalogram data. The data are processed using high pass filtering and removing DC offset method in the proposed system. Then the preprocessed dataset is constructed to analysis the impact of input data placement on recognition performance. In the experiment, the happy and neutral dataset are used to measure the proposed approach performance. The result shows that learning data by stacking one row at a time is better than learning data matrix sequentially.

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Literature
1.
Wagner, J., Kim, J., Andre, E.: From physiological signals to emotions: implementing and comparing selected methods for feature extraction and classification. In: 2005 IEEE International Conference on Multimedia and Expo, pp. 940–943 (2005)
2.
Jung, T.-P., Humphries, C., Lee, T.-W.: Removing electroencephalographic artifacts: comparison between ICA and PCA. In: Neural Networks for Signal Processing VIII. Proceedings of the 1998 IEEE Signal Processing Society Workshop (Cat. No. 98TH8378), pp. 63–72 (1998)
3.
4.
Hou, X., Liu, Y., Sourina, O., Mueller-Witting, W.: CogniMeter: EEG-based emotion, mental workload and stress visual monitoring. In: 2015 International Conference on Cyberworlds, pp. 153–160 (2015)
5.
Murugappan, M., Murugappan, S.: Human emotion recognition through short time Electroencephalogram (EEG) signals using Fast Fourier Transform (FFT). In: 2013 IEEE 9th International Colloquium on Signal Processing and its Applications, pp. 289–294 (2013)
6.
Nie, D., Wang, X., Shi, B.: EEG-based emotion recognition during watching movies. In: 2011 5th International IEEE/EMBS Conference on Neural Engineering, pp. 667–670 (2011)
7.
Liu, Y.-J.: Real-time movie-induced discrete emotion recognition from EEG signals. IEEE Trans. Affect. Comput. PP(99), 1 (2017)
8.
Davidson, R.J.: Frontal versus parietal EEG asymmetry during positive and negative affect. Psychophysiology 16, 202–203 (1979)
9.
Bradley, M., Peter, J.L.: Measuring emotion: the self-assessment manikin and the semantic differential. J. Behav. Ther. Exp. Psychiatry 25, 49–59 (1994)CrossRef
Metadata
Title
Transformation of EEG Signal for Emotion Analysis and Dataset Construction for DNN Learning
Authors
Yeahoon Kwon
Yiyan Nan
Shin-Dug Kim
Copyright Year
2018
Publisher
Springer Singapore
Book
Advances in Computer Science and Ubiquitous Computing

Print ISBN: 978-981-10-7604-6

Electronic ISBN: 978-981-10-7605-3

Copyright Year: 2018

DOI
https://doi.org/10.1007/978-981-10-7605-3_16