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Domain Adaptation Techniques for EEG-Based Emotion Recognition: A Comparative Study on Two Public Datasets

IEEE transactions on cognitive and developmental systems, 2019-03, Vol.11 (1), p.85-94

2019

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GFIL: A Unified Framework for the Importance Analysis of Features, Frequency Bands, and Channels in EEG-Based Emotion Recognition

IEEE transactions on cognitive and developmental systems, 2022-09, Vol.14 (3), p.935-947

2022

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An Efficacy Analysis of Affect Representation Methodologies Used in EEG-Based Emotion Recognition System: An Unsupervised Approach

International journal of human-computer interaction, 2024-10, Vol.40 (20), p.6401-6417

2024

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Identifying sex differences in EEG-based emotion recognition using graph convolutional network with attention mechanism

Journal of neural engineering, 2023-12, Vol.20 (6), p.66010

2023

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Transfer Learning for EEG-Based Brain-Computer Interfaces: A Review of Progress Made Since 2016

IEEE transactions on cognitive and developmental systems, 2022-03, Vol.14 (1), p.4-19

2022

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Cross-Subject Emotion Recognition Using Deep Adaptation Networks

Neural Information Processing, p.403-413

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Investigating EEG-based functional connectivity patterns for multimodal emotion recognition

Journal of neural engineering, 2022-02, Vol.19 (1), p.16012

2022

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HASTF: a hybrid attention spatio-temporal feature fusion network for EEG emotion recognition

Frontiers in neuroscience, 2024-10, Vol.18, p.1479570

2024

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Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition

Cognitive computation, 2018-04, Vol.10 (2), p.368-380

2018

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Wired Emotions: Ethical Issues of Affective Brain–Computer Interfaces

Science and engineering ethics, 2020-02, Vol.26 (1), p.351-367

2020

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Nuclear Norm Regularized Deep Neural Network for EEG-Based Emotion Recognition

Frontiers in psychology, 2022-06, Vol.13, p.924793-924793

2022

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PR-PL: A Novel Prototypical Representation Based Pairwise Learning Framework for Emotion Recognition Using EEG Signals

IEEE transactions on affective computing, 2024-04, Vol.15 (2), p.657-670

2024

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Cross-subject EEG emotion recognition using multi-source domain manifold feature selection

Computers in biology and medicine, 2023-06, Vol.159, p.106860-106860, Article 106860

2023

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Automated CCA-MWF Algorithm for Unsupervised Identification and Removal of EOG Artifacts From EEG

IEEE journal of biomedical and health informatics, 2022-08, Vol.26 (8), p.3607-3617

2022

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Enhancing cross-subject EEG emotion recognition through multi-source manifold metric transfer learning

Computers in biology and medicine, 2024-05, Vol.174, p.108445-108445, Article 108445

2024

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Analysis of folk music preference of people from different ethnic groups using kernel-based methods on EEG signals

Applied mathematics and computation, 2017-08, Vol.307, p.62-70

2017

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Challenge for Affective Brain-Computer Interfaces: Non-stationary Spatio-spectral EEG Oscillations of Emotional Responses

Frontiers in human neuroscience, 2019-10, Vol.13, p.366-366

2019

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Multi-source joint domain adaptation for cross-subject and cross-session emotion recognition from electroencephalography

Frontiers in human neuroscience, 2022-09, Vol.16, p.921346-921346

2022

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Emotion recognition with EEG-based brain-computer interfaces: a systematic literature review

Multimedia tools and applications, 2024-03, Vol.83 (33), p.79647-79694

2024

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A deep multi-source adaptation transfer network for cross-subject electroencephalogram emotion recognition

Neural computing & applications, 2021-08, Vol.33 (15), p.9061-9073

2021

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Affective Brain-Computer Music Interfaces—Drivers and Implications

Frontiers in human neuroscience, 2021-06, Vol.15, p.711407-711407

Hildt, Elisabeth

2021

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Unsupervised Time-Aware Sampling Network With Deep Reinforcement Learning for EEG-Based Emotion Recognition

IEEE transactions on affective computing, 2024-07, Vol.15 (3), p.1090-1103

2024

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An Affective Brain-Computer Interface Based on a Transfer Learning Method

IEEE transactions on affective computing, 2024-07, Vol.15 (3), p.929-941

2024

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The fNIRS-based Emotion Recognition by Spatial Transformer and WGAN Data Augmentation Towards Developing A Novel Affective BCI

IEEE transactions on affective computing, 2024-10, p.1-15

2024

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Cross-Day Data Diversity Improves Inter-Individual Emotion Commonality of Spatio-Spectral EEG Signatures Using Independent Component Analysis

IEEE transactions on affective computing, 2024-01, Vol.15 (1), p.210-222

2024

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Domain Adaptation Techniques for EEG-Based Emotion Recognition: A Comparative Study on Two Public Datasets

GFIL: A Unified Framework for the Importance Analysis of Features, Frequency Bands, and Channels in EEG-Based Emotion Recognition

An Efficacy Analysis of Affect Representation Methodologies Used in EEG-Based Emotion Recognition System: An Unsupervised Approach

Identifying sex differences in EEG-based emotion recognition using graph convolutional network with attention mechanism

Transfer Learning for EEG-Based Brain-Computer Interfaces: A Review of Progress Made Since 2016

Cross-Subject Emotion Recognition Using Deep Adaptation Networks

Investigating EEG-based functional connectivity patterns for multimodal emotion recognition

HASTF: a hybrid attention spatio-temporal feature fusion network for EEG emotion recognition

Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition

Wired Emotions: Ethical Issues of Affective Brain–Computer Interfaces

Nuclear Norm Regularized Deep Neural Network for EEG-Based Emotion Recognition

PR-PL: A Novel Prototypical Representation Based Pairwise Learning Framework for Emotion Recognition Using EEG Signals

Cross-subject EEG emotion recognition using multi-source domain manifold feature selection

Automated CCA-MWF Algorithm for Unsupervised Identification and Removal of EOG Artifacts From EEG

Enhancing cross-subject EEG emotion recognition through multi-source manifold metric transfer learning

Analysis of folk music preference of people from different ethnic groups using kernel-based methods on EEG signals

Challenge for Affective Brain-Computer Interfaces: Non-stationary Spatio-spectral EEG Oscillations of Emotional Responses

Multi-source joint domain adaptation for cross-subject and cross-session emotion recognition from electroencephalography

Emotion recognition with EEG-based brain-computer interfaces: a systematic literature review

A deep multi-source adaptation transfer network for cross-subject electroencephalogram emotion recognition

Affective Brain-Computer Music Interfaces—Drivers and Implications

Unsupervised Time-Aware Sampling Network With Deep Reinforcement Learning for EEG-Based Emotion Recognition

An Affective Brain-Computer Interface Based on a Transfer Learning Method

The fNIRS-based Emotion Recognition by Spatial Transformer and WGAN Data Augmentation Towards Developing A Novel Affective BCI

Cross-Day Data Diversity Improves Inter-Individual Emotion Commonality of Spatio-Spectral EEG Signatures Using Independent Component Analysis

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