Emotional EEG classification using connectivity features and convolutional neural networks

EEG Based Emotion Recognition by Combining Functional Connectivity Network and Local Activations

(2019) Peiyang Li et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Electroencephalography Source Connectivity: Aiming for High Resolution of Brain Networks in Time and Space

(2018) Mahmoud Hassan et al.   IEEE SIGNAL PROCESSING MAGAZINE

Building predictive models of emotion with functional near-infrared spectroscopy

(2018) Danushka Bandara et al.   INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES

Emotion recognition based on time–frequency distribution of EEG signals using multivariate synchrosqueezing transform

(2018) Ahmet Mert et al.   DIGITAL SIGNAL PROCESSING

Hemispheric asymmetries and emotions: Evidence from effective connectivity

(2018) Miroslaw Wyczesany et al.   NEUROPSYCHOLOGIA

Implicit Analysis of Perceptual Multimedia Experience Based on Physiological Response: A Review

(2017) Seong-Eun Moon et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Frontal asymmetry as a mediator and moderator of emotion: An updated review

(2017) Samantha J. Reznik et al.   PSYCHOPHYSIOLOGY

Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition

(2017) Jinpeng Li et al.   Cognitive Computation

Real-Time Movie-Induced Discrete Emotion Recognition from EEG Signals

(2017) Yong-Jin Liu et al.   IEEE Transactions on Affective Computing

Human Emotion Recognition with Electroencephalographic Multidimensional Features by Hybrid Deep Neural Networks

(2017) Youjun Li et al.   Applied Sciences-Basel

Learning to decode human emotions with Echo State Networks

(2016) Lachezar Bozhkov et al.   NEURAL NETWORKS

An approach to EEG-based emotion recognition using combined feature extraction method

(2016) Yong Zhang et al.   NEUROSCIENCE LETTERS

Study on an effective cross-stimulus emotion recognition model using EEGs based on feature selection and support vector machine

(2016) Shuang Liu et al.   International Journal of Machine Learning and Cybernetics

EEG biometric identification: a thorough exploration of the time-frequency domain

(2015) Marcos DelPozo-Banos et al.   Journal of Neural Engineering

Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks

(2015) Wei-Long Zheng et al.   IEEE Transactions on Autonomous Mental Development

DECAF: MEG-Based Multimodal Database for Decoding Affective Physiological Responses

(2015) Mojtaba Khomami Abadi et al.   IEEE Transactions on Affective Computing

Classifying Different Emotional States by Means of EEG-Based Functional Connectivity Patterns

(2014) You-Yun Lee et al.   PLoS One

Feature Extraction and Selection for Emotion Recognition from EEG

(2014) Robert Jenke et al.   IEEE Transactions on Affective Computing

The dynamics of EEG gamma responses to unpleasant visual stimuli: From local activity to functional connectivity

(2012) Nicola Martini et al.   NEUROIMAGE

Stringing High-Dimensional Data for Functional Analysis

(2011) Kun Chen et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

DEAP: A Database for Emotion Analysis ;Using Physiological Signals

(2011) S. Koelstra et al.   IEEE Transactions on Affective Computing

Emotion recognition based on physiological changes in music listening

(2008) Jonghwa Kim et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Affective picture processing: An integrative review of ERP findings

(2007) Jonas K. Olofsson et al.   BIOLOGICAL PSYCHOLOGY