Personal profile
Education
PhD. Hanyang University, Seoul, Republic of Korea, 2024
MS, Hanyang University, Seoul, Republic of Korea, 2020
BS, Hanyang University, Seoul, Republic of Korea, 2018
MS, Hanyang University, Seoul, Republic of Korea, 2020
BS, Hanyang University, Seoul, Republic of Korea, 2018
Professional Experience
Assistant Professor (March 2026 ~ Present), Seoul National University of Science and Technology, Seoul, Republic of Korea
Postdoctoral Fellow (April 2025 ~ February 2026), Georgia Institute of Technology (Georgia Tech), GA, USA
Postdoctoral Researcher (March 2024 ~ March 2025), Seoul National University Hospital, Seoul, Republic of Korea
Postdoctoral Fellow (April 2025 ~ February 2026), Georgia Institute of Technology (Georgia Tech), GA, USA
Postdoctoral Researcher (March 2024 ~ March 2025), Seoul National University Hospital, Seoul, Republic of Korea
Research Interests
Sleep and mental disorders,
Digital healthcare and wearable device,
Human-computer interface
Digital healthcare and wearable device,
Human-computer interface
Major Research Achievements
Predicting antidepressant responsiveness in patients with major depressive disorder,
Predicting phenoconversion to alpha-synucleinopathy in patients with isolated REM sleep behavior disorder,
Decoding user intention via electrophysiological bio signals,
Wearable-based digital health monitoring systems
Predicting phenoconversion to alpha-synucleinopathy in patients with isolated REM sleep behavior disorder,
Decoding user intention via electrophysiological bio signals,
Wearable-based digital health monitoring systems
Fingerprint
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Integration of soft portable biosensors and artificial intelligence for automatic detection of abnormal facial movements in blepharospasm
Choi, K. M., Kim, H., Kilic-Berkmen, G., Huang, Y., Jinnah, H. A. & Yeo, W. H., Aug 2026, In: Biosensors and Bioelectronics: X. 30, 100779.Research output: Contribution to journal › Article › peer-review
Open Access -
Machine learning-based differentiation of major depressive disorder and bipolar disorder using entropy-derived EEG biomarkers in drug-naïve patients
Hwang, H. H., Choi, K. M., Lee, H. A., Kim, S. & Kim, J. S., 2026, (Accepted/In press) In: CNS Spectrums.Research output: Contribution to journal › Article › peer-review
Open Access -
Altered functional brain networks in isolated REM sleep behavior disorder during phasic REM sleep
Choi, K. M., Noh, T. G., Sunwoo, J. S., Byun, J. I. & Jung, K. Y., Oct 2025, In: Sleep Medicine. 134, 106724.Research output: Contribution to journal › Article › peer-review
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Association between the functional brain network and antidepressant responsiveness in patients with major depressive disorders: A resting-state EEG study
Choi, K. M., Hwang, H. H., Yang, C., Jung, B., Im, C. H. & Lee, S. H., 6 Feb 2025, In: Psychological Medicine. 55, e25.Research output: Contribution to journal › Article › peer-review
Open Access7 Scopus citations -
DYCOR: Capturing Hidden Stock Relationships for Stock Trend Prediction
Choi, K., Shin, G., Yang, J. & Kim, H., 10 Nov 2025, CIKM 2025 - Proceedings of the 34th ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, Inc, p. 458-467 10 p. (CIKM 2025 - Proceedings of the 34th ACM International Conference on Information and Knowledge Management).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access