GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition

Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting

(2022) Giorgos Bouritsas et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Deep Constraint-Based Propagation in Graph Neural Networks

(2021) Matteo Tiezzi et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

On Inductive–Transductive Learning With Graph Neural Networks

(2021) Giorgio Ciano et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A Survey on Multi-Task Learning

(2021) Yu Zhang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A Comprehensive Survey on Graph Neural Networks

(2020) Zonghan Wu et al.   IEEE Transactions on Neural Networks and Learning Systems

A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition

(2020) Yang Li et al.   IEEE Transactions on Cognitive and Developmental Systems

Self-Supervised Visual Feature Learning With Deep Neural Networks: A Survey

(2020) Longlong Jing et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Deep learning-based electroencephalography analysis: a systematic review

(2019) Yannick Roy et al.   Journal of Neural Engineering

EEG-Based Spatio–Temporal Convolutional Neural Network for Driver Fatigue Evaluation

(2019) Zhongke Gao et al.   IEEE Transactions on Neural Networks and Learning Systems

A Review on Nonlinear Methods Using Electroencephalographic Recordings for Emotion Recognition

(2019) Beatriz Garcia-Martinez et al.   IEEE Transactions on Affective Computing

From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition

(2019) Yang Li et al.   IEEE Transactions on Affective Computing

EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks

(2018) Tengfei Song et al.   IEEE Transactions on Affective Computing

Spatial-Temporal Recurrent Neural Network for Emotion Recognition

(2018) Tong Zhang et al.   IEEE Transactions on Cybernetics

EmotionMeter: A Multimodal Framework for Recognizing Human Emotions

(2018) Wei-Long Zheng et al.   IEEE Transactions on Cybernetics

Deep learning with convolutional neural networks for EEG decoding and visualization

(2017) Robin Tibor Schirrmeister et al.   HUMAN BRAIN MAPPING

Emotions Recognition Using EEG Signals: A Survey

(2017) Soraia M. Alarcao et al.   IEEE Transactions on Affective Computing

Computer-Aided Diagnosis of Depression Using EEG Signals

(2015) U. Rajendra Acharya et al.   EUROPEAN NEUROLOGY

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

Feature Extraction and Selection for Emotion Recognition from EEG

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

The brain basis of emotion: A meta-analytic review

(2012) Kristen A. Lindquist et al.   BEHAVIORAL AND BRAIN SCIENCES

DEAP: A Database for Emotion Analysis ;Using Physiological Signals

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

EEG-Based Emotion Recognition in Music Listening

(2010) Yuan-Pin Lin et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING