End-to-End EEG-Based Stress Detection: A Benchmark Using Repurposed DEAP and Russell's Circumplex Model.

Ngoc-Dau Mai https://orcid.org/0009-0005-7027-1505

Dong-Eon Kim Ha-Trung Nguyen Ngoc-Dau Mai Le Bao Hyunsu Lee End-to-End EEG-Based Stress Detection: A Benchmark Using Repurposed DEAP and Russell's Circumplex Model. 2026 24127-24138 14 IEEE Access https://doi.org/10.1109/ACCESS.2026.3662465 db/journals/access/access14.html#KimNMBL26 streams/journals/access

Hika Barki Dalju Ngoc-Dau Mai Wan-Young Chung Optimized XGBoost for Multimodal Affective State Classification Using In-Ear PPG and Behind-the-Ear EEG Signals. 2026 March 2139-2152 30 IEEE J. Biomed. Health Informatics 3 https://doi.org/10.1109/JBHI.2025.3598354 db/journals/titb/titb30.html#DaljuMC26 streams/journals/titb

Ngoc-Dau Mai Yudi April Nando Wan-Young Chung Wearable Ear-Centric Physiological Sensing With On-Edge Physics-Informed Neural Networks for Negative Mental State Detection. 48866-48881 2025 nov15 12 IEEE Internet Things J. 22 https://doi.org/10.1109/JIOT.2025.3609250 db/journals/iotj/iotj12.html#MaiNC25 streams/journals/iotj

Yudi April Nando Ngoc-Dau Mai Wan-Young Chung Self-Powered Meat Freshness Monitoring With GAN-Optimized 3-D Antenna and Ensemble Learning. 1-14 2025 74 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2025.3556162 db/journals/tim/tim74.html#NandoMC25 streams/journals/tim

Ngoc-Dau Mai Wan-Young Chung On-Chip Mental Stress Detection: Integrating a Wearable Behind-The-Ear EEG Device With Embedded Tiny Neural Network. 1872-1885 2025 March 29 IEEE J. Biomed. Health Informatics 3 https://doi.org/10.1109/JBHI.2024.3519600 db/journals/titb/titb29.html#MaiC25 streams/journals/titb

Ngoc-Dau Mai Ha-Trung Nguyen Wan-Young Chung Multimodal Driver Drowsiness Detection Using Facial Expressions and Ear-EEGs With a Lightweight Auto-Denoising Network. 7819-7832 2025 June 26 IEEE Trans. Intell. Transp. Syst. 6 https://doi.org/10.1109/TITS.2025.3559098 db/journals/tits/tits26.html#MaiNC25 streams/journals/tits

Wan-Young Chung Hika Barki Ngoc-Dau Mai Fatima Ul Zahra Wearable Ear Device for Affective State Recognition in Human-Computer Interaction. IHCI (2) 2025 524-529 conf/ihci/2025-2 https://doi.org/10.1007/978-3-032-26352-0_44 db/conf/ihci/ihci2025-2.html#ChungBMZ25 streams/conf/ihci Ngoc-Dau Mai Kentaro Go Xiaoyang Mao Wan-Young Chung Wearable Ear EEG Device for Emotion Recognition in Human-Robot Interaction. 323-327 2024 CW https://doi.org/10.1109/CW64301.2024.00045 conf/cw/2024 db/conf/cw/cw2024.html#MaiGMC24 streams/conf/cw Ngoc-Dau Mai Yudi April Nando Wan-Young Chung End-to-End Processing-on-Chip Wearable Ear EEG Device with Tiny Neural Network for Multilevel Stress Detection. 1-4 2024 IEEE SENSORS https://doi.org/10.1109/SENSORS60989.2024.10785105 conf/ieeesensors/2024 db/conf/ieeesensors/ieeesensors2024.html#MaiNC24 Yudi April Nando Ngoc-Dau Mai Wan-Young Chung Ensemble Learning-Based Pork Freshness Classification with a Batteryless Sensor Tag. 1-4 2024 IEEE SENSORS https://doi.org/10.1109/SENSORS60989.2024.10784499 conf/ieeesensors/2024 db/conf/ieeesensors/ieeesensors2024.html#NandoMC24 Truong-Tien Vo Ngoc-Dau Mai Jaeyeop Choi Junghwan Oh 0003 Deep Learning-Enhanced EMG Armband with an Interactive Game for Effective Wrist Rehabilitation. 1-4 2024 IEEE SENSORS https://doi.org/10.1109/SENSORS60989.2024.10785188 conf/ieeesensors/2024 db/conf/ieeesensors/ieeesensors2024.html#VoMCO24

Ngoc-Dau Mai Ha-Trung Nguyen Wan-Young Chung Real-Time On-Chip Machine-Learning-Based Wearable Behind-The-Ear Electroencephalogram Device for Emotion Recognition. 47258-47271 2023 11 IEEE Access https://doi.org/10.1109/ACCESS.2023.3276244 db/journals/access/access11.html#MaiNC23

Dong-Eon Kim Ngoc-Dau Mai Dong Seog Han On-Device Deep Learning-based Multiple Behavior Detection using IMU Motion Sensors. 194-197 2023 ICUFN https://doi.org/10.1109/ICUFN57995.2023.10200343 conf/icufn/2023 db/conf/icufn/icufn2023.html#KimMH23 Ngoc-Dau Mai Ha-Trung Nguyen Wan-Young Chung Ear-EEG Based-Driver Fatigue Detection System Augmented by Computer Vision. 99-105 2023 IHCI (1) https://doi.org/10.1007/978-3-031-53827-8_10 conf/ihci/2023-1 db/conf/ihci/ihci2023-1.html#MaiNC23 Dong-Eon Kim Ngoc-Dau Mai Wan-Young Chung IoT-based Meat Quality Monitoring System using Computer Vision and Air Quality Sensor. 1-4 2022 IEEE SENSORS https://doi.org/10.1109/SENSORS52175.2022.9967142 conf/ieeesensors/2022 db/conf/ieeesensors/ieeesensors2022.html#KimMC22 Ngoc-Dau Mai Ha-Trung Nguyen Wan-Young Chung EEG-Based Key Generation Cryptosystem for Strengthening Security of Blockchain Transactions. 504-509 2022 ICHI https://doi.org/10.1007/978-3-031-27199-1_50 conf/ihci/2022 db/conf/ihci/ihci2022.html#MaiNC22

Ngoc-Dau Mai Boon-Giin Lee Wan-Young Chung Affective Computing on Machine Learning-Based Emotion Recognition Using a Self-Made EEG Device. 5135 2021 21 Sensors 15 https://doi.org/10.3390/s21155135 db/journals/sensors/sensors21.html#MaiLC21

Ha-Trung Nguyen Ngoc-Dau Mai Jong-Jin Kim Wan-Young Chung A Built-in Concentration Level Prediction Device for Neuro Training System Based on EEG Signal. 568-573 2021 ICHI https://doi.org/10.1007/978-3-030-98404-5_52 conf/ihci/2021 db/conf/ihci/ihci2021.html#NguyenMKC21 Ngoc-Dau Mai Trung-Hau Nguyen Wan-Young Chung Deception Detection Using a Multichannel Custom-Design EEG System and Multiple Variants of Neural Network. 104-109 2020 IHCI (1) https://doi.org/10.1007/978-3-030-68449-5_11 conf/ihci/2020-1 db/conf/ihci/ihci2020-1.html#MaiNC20 Le Bao Hika Barki Jaeyeop Choi Wan-Young Chung Hika Barki Dalju Kentaro Go Dong Seog Han Dongeon KimDong-Eon Kim Jong-Jin Kim Boon-Giin Lee Hyunsu Lee Xiaoyang Mao Yudi April Nando Ha-Trung Nguyen Trung-Hau Nguyen Jung-Hwan Oh 0003Junghwan Oh 0003 Truong-Tien Vo Fatima Ul Zahra