석박사통합과정
이형탁
About
Brief introduction of him/her
Education & Career
M.S. & Ph. D. Integrated Course | Dept. of Electronics and Information Engineering, Korea University
2019.02: B.S. | Dept. of Medical IT Convergence Engineering, Kumoh National Institute of Technology
Research Interest
Deep Learning for Brain-Computer Interface
Machine Learning/Pattern Recognition
Fellowship
Period | Affiliation | Funding Source |
2024.07-2024.08 | Technische Universität Berlin | ITRC |
Awards
Title
기관
날짜
Research Projects
Title
Funding source
Publication
Date
Title
Journal & Impact Factor
Authors
2026
Motionless Signatures: Gesture-Free Biometrics Based on Resting-State Electromyography and Inertial Measurement Unit (1)
Open
Pattern Recognition
2026
Predictive Neurobiomarker of Memory Performance Based on Hippocampus–Amygdala Gamma Activity During Encoding
Open
Clinical Neurophysiology
2026
Blended Essential Oils Elicit More Consistent Relaxation than Single Essential Oils: A Multimodal Assessment of Subjective, Cortical, and Autonomic Responses
Open
Complementary Therapies in Medicine
December 2025
Inter-Subject Generative Data Augmentation Using Conditional Variational Autoencoder for Enhanced BCI Performance
Open
Journal of Biomedical Engineering Research
27 November 2025
Predicting Human Tactile Smoothness/Roughness Perception from Multidimensional Mechanical Properties of Synthetic Fibers Using Machine Learning
Open
Scientific Reports (IF: 3.2, Top 20 % in Multidisciplinary Sciences)
20 December 2021
An artificial neural-network approach to identify motor hotspot for upper-limb based on electroencephalography: a proof-of-concept study
Open
Journal of Neural Engineering and Rehabilitation (IF 4.262, top 5% in Rehabilitation
December 2019
Improvement of Classification Accuracy of Different Finger Movements Using Surface Electromyography Based on Long Short-Term Memory
Open
Journal of Biomedical Engineering Research
1 November 2022
A Regression-Based Machine Learning Approach for pH and Glucose Detection with Redox-Sensitive Colorimetric Paper Sensors
Open
Analystical Methods (IF: 3.532, Q1 in Spectroscopy)
03 October 2023
Risk of data leakage in estimating the diagnostic performance of a deep-learning-based computer-aided system for psychiatric disorders
Open
Scientific Reports (IF : 4.6, Top 20% in Multidisciplinary Sciences)
05 April
2025
A review of hybrid EEG-based multimodal human-computer interfaces using deep learning: applications, advances, and challenges
Open
Biomedical Engineering Letters (IF: 3.2, Q2 in Biomedical Engineering)
2026
EEG-Based Brain-Computer Interfaces: A Thorough Literature Survey and Review of the Last Twelve Years (2012-2023)
Open
International Journal of Human–Computer Interaction
20
Motionless Signatures: Gesture-Free Biometrics Based on Resting-State Electromyography and Intertial Measurement Unit
Open
Pattern Recognition
Conferences
Date
Title
Journal & Impact Factor
Authors
2025.12.05.~12.06
Inter-Subject Data Augmentation using Conditional Variational Autoencoder for
Enhanced BCI Performance
Open
2025.11.06.~11.08
2023.12.01.~12.02
2022.12.01.~12.02
Deep-Learning-Based Classification of Two Different Mental States Using Near-Infrared Spectroscopy Data
Open
14-17, July 2025
Development of Neuro-Biomarkers to Predict Memory Task Outcomes Using Intracranial Electroencaphalography
Open
14-17, July 2025
24-26, February 2025
2018.5.11-12.
Investigation of optimal feature extraction methods for brain-computer interface based on near-infrared spectroscopy
Open
2018.11.02-03.
2019.05.9-11.
2019.05.9-11.
2019.11.07-09
An optimal channel selection method for brain-computer interface based on near-infrared spectroscopy
Open
2020.12.04
2021.06.03~06.05.
2022.05.12.~05.14.
Predicting the Results of a Memory Task using Deep Learning Models Based on Convolutional Neural Network
Open
2022.06.27.~06.29.
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Patents
Title
기관
날짜
참여자
Korea
2026/03/05
Korea
2025/12/12