연구교수
심미선
About
Brief introduction of him/her
Education & Career
present: Assistant Professor | 한국공학대학교 인공지능학과 조교수
2020.03 - 2023.08: Research Professor | Dept. of Electronics and Information Engineering, Korea University
2019.06 - 2020.02: Senior Researcher | Dept. of Medical IT Convergence Engineering, Kumoh Natl. Institute of Technology
2017.03 - 2019.05: Post-Doc, Fellow | Dept. of Psychiatry, University of Missouri-Kansas City
2017.02: Ph.D. | Dept. of Biomedical Engineering, Hanyang University
2013.02: M.S. | Dept. of Biomedical Engineering, Hanyang University
2012.02: B.S. | Dept. of Biomedical Engineering, Yonsei University
Research Interest
Deep-Learning-Based EEG Data Analysis
Psychiatric Disorder
Fellowship
Period | Affiliation | Funding Source |
Awards
Title
주최기관
날짜
Research Projects
Title
Funding source
Publication
Date
Title
Journal & Impact Factor
Authors
October 01, 2016
Machine-learning-based diagnosis of schizophrenia using combined sensor-level and source-level EEG features
Open
Schizophrenia Research (IF: 4.453, Q1 in Psychiatry)
October 09, 2019
Changes in global and nodal networks in patients with unipolar depression after three-week repeated transcranial magnetic stimulation treatment
Open
Frontiers in Psychiatry (IF: 3.161, Q2 Psychiatry)
28 March 2021
Brain Sciences (IF: 3.332, Q2 in Neuroscience)
12 April 2021
Inflated Prediction Accuracy of Neuropsychiatric Biomarkers Caused by Data Leakage in Feature Selection
Open
Scientific Reports (IF 3.998 Q1 in Multidisciplinary Science)
Sep 13 2021
Altered functional networks of alpha and low-beta bands during upper limb movement and association with motor impairment in chronic stroke
Open
Brain Connectivity (IF 2.262, Q4 in Neuroscience)
18 April 2022
Frontiers in Human Neuroscience (IF: 3.169, Q2 in Psychology)
26 April 2022
Enhanced Performance by Interpretable Low-Frequency Electroencephalogram Oscillations in the Machine Learning-Based Diagnosis of Post-traumatic Stress Disorder
Open
Frontiers in Neuroinformatics (IF: 4.081, Q1 in Mathematical & Computational Biology)
11 August 2022
Impaired functional cortical networks in the theta frequency band of patients with post-traumatic stress disorder during auditory-cognitive processing
Open
Frontiers in Psychiatry (IF: 5.435, Q2 in Psychiatry)
08 February 2023
Neuromodulatory Feasibility of a Current Limiter-Based tDCS Device: A Resting-State Electroencephalography Study
Open
Biomedical Engineering Letters (IF: 4.6, Q2 in Engineering, Biomedical)
1 October 2023
Toward Practical Machine-Learning-Based Diagnosis for Drug-Naïve Women with Major Depressive Disorder Using EEG Channel Reduction Approach
Open
Journal of Affective Disorders (IF : 6.6, Top 20% in Clinical Neurology, Psychiatry)
14 July 2023
Electroencephalography network indices as Biomarkers of upper limb impairments in chronic stroke
Open
Jove-Journal of Visualized Experiments (IF : 1.2, Q3 in Multidisciplinary Sciences)
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)
24 February 2024
Investigating neuromodulatory effect of transauricular vagus nerve stimulation on resting-state electroencephalography
Open
Biomedical Engineering Letters (IF : 4.6, Q2 in Biomedical Engineering)
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 (in revision)
Functional Connectivity Associated with Severe Upper Limb Impariment in Resting-State Electroencephalography Among Chronic Stroke Survivors: A Machine Learning Appraoch
Open
Journal of Neuroengineering and Rehabilitation
Sep 23
An Explainable AI Approach for Diagnosis of Male Major Depressive Disorder Using Resting-State EEG
Open
Depression and Anxiety
2025 (in revision)
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
Conferences
Date
Title
Journal & Impact Factor
Authors
2019.12.07
Altered cortical functional activities during an auditory oddball task in post-traumatic stress disorder (PTSD)
Open
2020.08.27
2020.12.04
Can transcranial electrical stimulation (tES) modulate steady-state visual evoked potential (SSVEP)
Open
2020.11.11
2020.12.04
Optimization of frequency bands on the machine-learning-based diagnosis of post-traumatic stress disorder using resting-state electroencephalography
Open
2020.12.04
Development of a resting-state electroencephalography (EEG)-based computer-aided diagnosis (CAD) system for first-episodic drug-naïve female major depressive disorder
Open
2022.05.12.~05.14.
Development of a novel EEG-based biomarker to assist accurate diagnosis for two psychiatric disorders with comorbidities
Open
2022.10.07.~10.08.
2022.11.03.~11.05.
2023.05.25~05.26
2023.10.13.
Development of Explainable Artificial Intelligence-Based Computer-Aided Diagnostic System for Diagnosing the Patients with Major Depressive Disorder
Open
2023.10.20.~10.21.
Development of an Explainable Artificial Intelligence-Based Computer-Aided Diagnostic System for Diagnosing and Understanding Neurophysiological Charateristics of Patients with Major Depressive Disorder
Open
2023.11.09.~11.11.
2025.05.08.-05.10.
2025.05.08.-05.10.
26-28 Februray, 2020.
26-28 Februray, 2020
Altered cortical activation and functional network in post-traumatic stress disorder (PTSD) during an auditory cognitive processing
Open
21-23 Februray, 2022
A novel neurophysiological feature based on quantifying EEG data for separating of patients in psychiatric disorders with comorbidities
Open
31 October-03 November 2023
Gender-Specific EEG Feature-Based Diagnostic Tool for Male Depression Based on Machine-Learning Techniques
Open
2-4, March 2025
Development of Machine-Learning-Based Multi-Class Hand Gesture Recognition System Using Electromyography (EMG)
Open