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
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)
2025
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
2025
Motionless Signatures: Gesture-Free Biometrics Based on Resting-State Electromyography and Intertial Measurement Unit
Open
Pattern Recognition
Conferences
Date
Title
Journal & Impact Factor
Authors
2025.11.06.~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