Selected Publication
An adaptive deep reinforcement learning framework enables curling robots with human-like performance in real world conditions
D.-O. Won, K.-R. Müller, and S.-W. Lee
Science Robotics, 2020. (JCR-2021-IF:27.541)
2025
Early warning score and feasible complementary approach using artificial intelligence-based bio-signal monitoring system: a review
D. Park, K. So, S.K. Prabhakar, C.-H. Kim, J.-J. Lee, J.-H. Son, J.-H. Kim, S.-H. Lee and D.-O. Won*
Biomedical Engineering Letters
Advancing Language Assessment with GPT: Is It Nonnative-Language Friendly?
D.-O. Won, Y. K. Shin, H.-J. Kim and I. W. Yoo*
Language Assessment Quarterly
2024
A Methodical Framework Utilizing Transforms and Biomimetic Intelligence-Based Optimization with Machine Learning for Speech Emotion Recognition
S.K. Prabhakar, D.-O. Won*
Biomimetics
A Learnable Continuous Wavelet-based Multi-Branch Attentive Convolutional Neural Network for Spatio-Spectral-Temporal EEG Signal Decoding
J.-M. Kim, K.-S. Heo, D.-H. Shin, H.-Y. Nam, D.-O. Won, J.-H. Jeong, T.-E. Kam
Expert Systems with Applications
Ensemble Fusion Models Using Various Strategies and Machine Learning for EEG Classification
S.K. Prabhakar, J.-J. Lee and D.-O. Won*
Bioengineering
Coherent Feature Extraction with Swarm Intelligence Based Hybrid Adaboost Weighted ELM Classification for Snoring Sound Classification
S.K. Prabhakar, H. Rajaguru and D.-O. Won*
Diagnostics
HM-GDM : Hybrid measures and Graph Dependent Modelling for Environmental Sound Classification
S.K. Prabhakar, Y.G Ju, D.-O. Won*
International Journal of Computer and Information System(IJCIS)
SCMs: Systematic Conglomerated Models for Audio Signal Classification
S.K. Prabhakar, D.O. Won*
Algorithms
To what extent do L2 learners produce genre-appropriate language? A comparative analysis of lexical bundles in argumentative essays and speeches
Y. K. Shin, D.-O. Won
Journal of English for Academic Purposes
Identification of an effective and safe bolus dose and lockout time for patient-controlled sedation (PCS) using dexmedetomidine in dental treatments: a randomized clinical trial
S.-H. Rhee, Y.-S. Kwon, D.-O. Won, S.-W. Lee, and K.-S. Seo
Journal of Dental Anesthesia and Pain Medicine
MARS: Multi-Agent Reinforcement Learning for Spatial-Spectral and Temporal Feature Selection in EEG-based BCI
D.-H. Shin, Y.-H. Son, J.-M. Kim, H.-J. Ahn, J.-H. Seo, C.-H. Ji, J.-W. Han, B.-J. Lee, D.-O. Won, T.-E. Kam
IEEE Transactions System, Man, and Cybernetics - Systems
2023
Multiple robust approaches for EEG-based driving fatigue detection and classification
S.K. Prabhakar and D.-O. Won*
Array
SeriesSleepNet: an EEG time series model with partial data augmentation for automatic sleep stage scoring
M. Lee, H.-G. Kwak, H.-J. Kim, D.-O. Won, S.-W.Lee
Frontiers in Physiology
Phonocardiogram Signal Classification for the Detection of Heart Valve Diseases using Robust Conglomerated Models
S.K. Prabhakar and D.-O. Won*
Expert Systems with Applications
Efficient Strategies for Finger Movement Classification using surface Electromyogram Signals
S.K. Prabhakar and D.-O. Won*
Frontiers in Neuroscience
Performance comparison of bio-inspired and learning-based clustering analysis with machine learning techniques for classification of EEG signals
S.K. Prabhakar and D.-O. Won*
Frontiers in Artificial Intelligence
HISET: Hybrid interpretable strategies with ensemble techniques for respiratory sound classification
S.K. Prabhakar and D.-O. Won*
Heliyon
Motion Sickness Prediction Based on Dry EEG in Real Driving Environment
J.-S. Bang, D.-O. Won, T.-E. Kam and S.-W.Lee
IEEE Transactions on Intelligent Transportation Systems
2022
PlausMal-GAN: Plausible Malware Training Based on Generative Adversarial Networks for Analogous Zero-day Malware Detection
D.-O. Won, Y.-N. Jang and S.-W.Lee
IEEE Transactions on Emerging Topics in Computing
A Holistic Strategy for Classification of Sleep Stages with EEG
S.K. Prabhakar, H. Rajaguru, S.Ryu, I.Jeong and D.-O. Won*
Sensors
Counterfactual explanation based on gradual construction for deep networks
H.-G. Jung, S.-H. Kang, H.-D. Kim, D.-O. Won and S.-W.Lee
Pattern Recognition
Sparse measures with swarm-based pliable hidden Markov model and deep learning for EEG classification
S.K. Prabhakar, Y.-G. Ju, H. Rajaguru and D.-O. Won*
Frontiers in Computational Neuroscience
A Framework for Text Classification Using Evolutionary Contiguous Convolutional Neural Network and Swarm Based Deep Neural Network
S.K. Prabhakar, H. Rajaguru, K. So and D.-O. Won*
Frontiers in Computational Neuroscience
A Fusion-Based Technique With Hybrid Swarm Algorithm and Deep Learning for Biosignal Classification
S.K. Prabhakar, H. Rajaguru, C. Kim and D.-O. Won*
Frontiers in Human Neuroscience
iApp: An Autonomous Inspection, Auscultation, Percussion, and Palpation Platform
S. Ryu, S.-C. Kim, D.-O. Won, C.-S. Bang, J.-H. Koh and I. Jeong
Frontiers in Physiology (Corresponding Author)
A Dual Level Analysis with Evolutionary Computing and Swarm Models for Classification of Leukemia
S.K. Prabhakar, S. Ryu, I. Jeong and D.-O. Won*
BioMed Research International
~2020
An adaptive deep reinforcement learning framework enables curling robots with human-like performance in real world conditions
D.-O. Won, K.-R. Müller, S.-W. Lee
Science Robotics
Alteration of Coupling between Brain and Heart induced by Sedation with Propofol and Midazolam
D.-O. Won, B.-R Lee, K.-S. Seo, H.-J. Kim, and S.-W. Lee
PLOS ONE, Vol. 14, 2019, pp. 1-20.
A High Performance Spelling System based on EEG-EOG Signals with Visual Feedback
M.-H. Lee, J. Williamson, D.-O. Won, S. Fazil and S.-W. Lee
IEEE Trans. on Neural System and Rehabilitation Engineering, Vol. 26, No. 7, 2018
Motion-based Rapid Serial Visual Presentation for Gaze-Independent Brain-Computer Interfaces
D.-O. Won, H.-J. Hwang, D.-M. Kim, K.-R. Müller, and S.-W. Lee
IEEE Trans. on Neural System and Rehabilitation Engineering, Vol. 26, No. 7, 2018
Network Properties in Transitions of Consciousness during Propofol-Induced Sedation
M. Lee, R. D. Sanders, S.-K. Yeom, D.-O. Won, K.-S. Seo, H. J. Kim, G. Tononi, and S.-W. Lee
Scientific Report, Vol. 7, Issue 1, 2017, article 16791
Spatio-temporal Dynamics of Multimodal EEG-fNIRS Signals in the Loss and Recovery of Consciousness under Sedation using Midazolam and Propofol
S.-K. Yeom, D.-O. Won, S.-I. Chi, K.-S. Seo, H.-J. Kim, K.-R. Müller, and S.-W. Lee
PLOS ONE, Vol. 12, Issue 11, 2017, pp. 1-22.
Effect of Higher Frequency on the Classification of Steady State Visual Evoked Potentials
D.-O. Won, H.-J. Hwang, S. Daehne, K.-R. Müller, and S.-W. Lee
Journal of Neural Engineering, Vol. 13, No. 1, 2015, pp. 1-11.