EEG emotion recognition system
This chapter proposes an emotion recognition system based on time domain analysis of the bio-signals for emotion features extraction. Three different types of emotions (happy, relax and sad) are classified and results are compared using five different algorithms based on RVM, MLP, DT, SVM and Bayesi...
| Main Authors: | Ma, Li Ya, Quek, Chai, Teo, Kaixiang, Abdul Rahman, Abdul Wahab, Abut, Huseyin |
|---|---|
| Format: | Book Chapter |
| Language: | English |
| Published: |
Springer US
2009
|
| Subjects: | |
| Online Access: | http://irep.iium.edu.my/38152/ http://irep.iium.edu.my/38152/1/EEG_Emotion_Recognition_System.pdf |
Similar Items
EEG signals for emotion recognition
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2010)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2010)
EEG-based emotion recognition using self-organizing map for boundary detection
by: Khosrowabadi, Reza, et al.
Published: (2010)
by: Khosrowabadi, Reza, et al.
Published: (2010)
Emotion recognition using EEG signals
by: Abdul Aziz, Normaziah, et al.
Published: (2011)
by: Abdul Aziz, Normaziah, et al.
Published: (2011)
Emotion recognition based on EEG: brain waves
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2011)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2011)
EEG emotion recognition using features of Mel Frequency Cepstral Coefficients
by: Othman, Marini, et al.
Published: (2011)
by: Othman, Marini, et al.
Published: (2011)
EEG emotion recognition based on the dimensional models of emotions
by: Othman, Marini, et al.
Published: (2013)
by: Othman, Marini, et al.
Published: (2013)
Pre-and postaccident emotion analysis on driving behavior
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2014)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2014)
Driver emotion profiling from speech
by: Kamaruddin, Norhaslinda, et al.
Published: (2012)
by: Kamaruddin, Norhaslinda, et al.
Published: (2012)
EEG-based emotion recognition using machine learning algorithms
by: Lam, Yee Wei
Published: (2024)
by: Lam, Yee Wei
Published: (2024)
Driver behavior analysis using personality modeling in correlation with EEG-Based affect
by: Alarabi, Khamis Faraj, et al.
Published: (2019)
by: Alarabi, Khamis Faraj, et al.
Published: (2019)
Classification of EEG correlates on emotion using features from Gaussian mixtures of EEG spectrogram
by: Khosrowabadi, Reza, et al.
Published: (2011)
by: Khosrowabadi, Reza, et al.
Published: (2011)
Automatic emotion recognition based on EEG and ECG signals while listening to quranic recitation compared with listening to music
by: Ahmed Yahya Al-Galal, Sabaa, et al.
Published: (2016)
by: Ahmed Yahya Al-Galal, Sabaa, et al.
Published: (2016)
Statistical approach for a complex emotion recognition based on EEG features
by: Dwi Handayani, Dini Oktarina, et al.
Published: (2016)
by: Dwi Handayani, Dini Oktarina, et al.
Published: (2016)
Investment decisions based on EEG emotion recognition
by: Mat Razi, Nurul Izzati, et al.
Published: (2017)
by: Mat Razi, Nurul Izzati, et al.
Published: (2017)
EEG-based emotion recognition in the investment activities
by: Mat Razi, Nurul Izzati, et al.
Published: (2016)
by: Mat Razi, Nurul Izzati, et al.
Published: (2016)
Driver recognition system using FNN and statistical methods
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2007)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2007)
The dynamic emotion recognition system based on functional connectivity of brain regions
by: Khosrowabadi , Reza, et al.
Published: (2010)
by: Khosrowabadi , Reza, et al.
Published: (2010)
ERNN: A biologically inspired feedforward neural network to discriminate emotion from EEG signal
by: Khosrowabadi, Reza, et al.
Published: (2014)
by: Khosrowabadi, Reza, et al.
Published: (2014)
Affective computation on EEG correlates of emotion from musical and vocal stimuli
by: Khosrowabadi, Reza, et al.
Published: (2009)
by: Khosrowabadi, Reza, et al.
Published: (2009)
Understanding students’ emotion while solving mathematical questions using EEG signals
by: Abdul Aziz, Normaziah, et al.
Published: (2011)
by: Abdul Aziz, Normaziah, et al.
Published: (2011)
Understanding long term memory effect towards driver’s pre-emotion by using EEG
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2011)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2011)
A modified generalized RBF model with EM-based learning algorithm for medical applications
by: Ma, Li Ya, et al.
Published: (2006)
by: Ma, Li Ya, et al.
Published: (2006)
Modified Cerebellar Model Articulation Controller (MCMAC) as an amplitude spectral estimator for speech enhancement
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2005)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2005)
CMAC spectral subtraction for speech enhancement
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2001)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2001)
Robust speech enhancement using amplitude spectral estimator
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2000)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2000)
Intelligent dashboard with speech enhancement
by: Abdul Rahman, Abdul Wahab, et al.
Published: (1997)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (1997)
Emotion and mood recognition in response to video
by: Dwi Handayani, Dini Oktarina, et al.
Published: (2015)
by: Dwi Handayani, Dini Oktarina, et al.
Published: (2015)
EEG-based emotion recognition while listening to Quran recitation compared with relaxing music using Valence-arousal model
by: Al-Galal, Sabaa Ahmed Yahya, et al.
Published: (2016)
by: Al-Galal, Sabaa Ahmed Yahya, et al.
Published: (2016)
Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions.
by: Yaacob, Hamwira Sakti, et al.
Published: (2013)
by: Yaacob, Hamwira Sakti, et al.
Published: (2013)
Emotion detection using physiological signals EEG & ECG
by: AlzeerAlhouseini, Amjad M.R., et al.
Published: (2016)
by: AlzeerAlhouseini, Amjad M.R., et al.
Published: (2016)
Valence-arousal approach for speech emotion recognition system
by: Kamaruddin, Norhaslinda, et al.
Published: (2013)
by: Kamaruddin, Norhaslinda, et al.
Published: (2013)
Understanding stress using EEG-VA approach
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2011)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2011)
Driving profile modeling and recognition based on soft computing approach
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2009)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2009)
Dysphoria detection using EEG signals
by: Kamaruddin, Norhaslinda, et al.
Published: (2019)
by: Kamaruddin, Norhaslinda, et al.
Published: (2019)
Cultural dependency analysis for understanding speech emotion
by: Kamaruddin, Norhaslinda, et al.
Published: (2012)
by: Kamaruddin, Norhaslinda, et al.
Published: (2012)
Affective mapping of EEG during executive function tasks
by: Othman, Marini, et al.
Published: (2012)
by: Othman, Marini, et al.
Published: (2012)
Review on support vector machine (SVM) classifier for human emotion pattern recognition from EEG signals
by: Zulkifli, Noor Aishah Atiqah, et al.
Published: (2015)
by: Zulkifli, Noor Aishah Atiqah, et al.
Published: (2015)
CMAC-Based Computational Model of Affects (CCMA) from self-organizing feature mapping weights for classification of
emotion using EEG signals
by: Yaacob, Hamwira Sakti, et al.
Published: (2015)
by: Yaacob, Hamwira Sakti, et al.
Published: (2015)
Universality and diversity of cultural-influenced speech emotion recognition system
by: Kamaruddin, Norhaslinda, et al.
Published: (2016)
by: Kamaruddin, Norhaslinda, et al.
Published: (2016)
Recognition of emotions in video clips: the self-assessment manikin validation
by: Dwi Handayani, Dini Oktarina, et al.
Published: (2015)
by: Dwi Handayani, Dini Oktarina, et al.
Published: (2015)
Similar Items
-
EEG signals for emotion recognition
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2010) -
EEG-based emotion recognition using self-organizing map for boundary detection
by: Khosrowabadi, Reza, et al.
Published: (2010) -
Emotion recognition using EEG signals
by: Abdul Aziz, Normaziah, et al.
Published: (2011) -
Emotion recognition based on EEG: brain waves
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2011) -
EEG emotion recognition using features of Mel Frequency Cepstral Coefficients
by: Othman, Marini, et al.
Published: (2011)