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임민혁
Lim, Min Hyuk

임민혁

Graduate School of Health Science and Technology(의과학대학원)

  • Intelligence and Control-based BioMedicine Lab
Lab Description
Our mission is to utilize and integrate data-based and knowledge-based models to define and solve various meaningful problems in medicine and biology. We deal with various types of data, including time series. To achieve this, we utilize diverse methodologies, including statistics, control, optimization theory, as well as machine learning and artificial intelligence. From the science of discovering knowledge to the engineering of proposing new applications, we aim to address not only the unmet demands in clinical medicine and biology but also to identify and solve undiscovered needs. We explore in the areas of methodology research and practical field applications, ranging from prediction and inference to decision-making and implementation in the biomedical sciences and clinical fields.
Researcher ID Research Gate ORCiD Scopus Google Scholar
Previous
Towards optimal design of patient isolation units in emergency rooms to prevent airborne virus transmission: From computational fluid dynamics to data-driven modeling File

Lee, JH , Shim, J.W. , Lim, Min Hyuk , Baek, C. , Jeon, B. , Cho, M. , Park, S. , Choi, D.H. , Kim, B.S. , Yoon, D. , et al

Article Issue Date2024-05 View27
Continual learning framework for a multicenter study with an application to electrocardiogram File File

Kim, Junmo , Lim, Min Hyuk , Kim, Kwangsoo , Yoon, Hyung-Jin

Article Issue Date2024-03 View39
A practical approach based on learning-based model predictive control with minimal prior knowledge of patients for artificial pancreas File

Lim, Min Hyuk , Kim, Sungwan

Article Issue Date2023-10 View22
Development of an artificial intelligence bacteremia prediction model and evaluation of its impact on physician predictions focusing on uncertainty File File

Choi, Dong Hyun , Lim, Min Hyuk , Kim, Ki Hong , Shin, Sang Do , Hong, Ki Jeong , Kim, Sungwan

Article Issue Date2023-08 View26
A development of a graph-based ensemble machine learning model for skin sensitization hazard and potency assessment File

Jeon, Byoungjun , Lim, Min Hyuk , Choi, Tae Hyun , Kang, Byeong-Cheol , Kim, Sungwan

Article Issue Date2022-11 View22
Multi-Task Disentangled Autoencoder for Time-Series Data in Glucose Dynamics File

Lim, Min Hyuk , Cho, Young Min , Kim, Sungwan

Article Issue Date2022-09 View18
Colonoscopic image synthesis with generative adversarial network for enhanced detection of sessile serrated lesions using convolutional neural network File File

Yoon, Dan , Kong, Hyoun-Joong , Kim, Byeong Soo , Cho, Woo Sang , Lee, Jung Chan , Cho, Minwoo , Lim, Min Hyuk , Yang, Sun Young , Lim, Seon Hee , Lee, Jooyoung , et al

Article Issue Date2022-01 View29
A Blood Glucose Control Framework Based on Reinforcement Learning With Safety and Interpretability: In Silico Validation File File

Lim, Min Hyuk , Lee, Woo Hyung , Jeon, Byoungjun , Kim, Sungwan

Article Issue Date2021-07 View21
3D cell culture using a clinostat reproduces microgravity-induced skin changes File File

Choi, Dong Hyun , Jeon, Byoungjun , Lim, Min Hyuk , Lee, Dong Hun , Ye, Sang-Kyu , Jeong, Seung-Yong , Kim, Sungwan

Article Issue Date2021-06 View28
Hyoid kinematic features for poor swallowing prognosis in patients with post-stroke dysphagia File File

Lee, Woo Hyung , Lim, Min Hyuk , Seo, Han Gil , Oh, Byung-Mo , Kim, Sungwan

Article Issue Date2021-01 View20
Development of a Novel Prognostic Model to Predict 6-Month Swallowing Recovery After Ischemic Stroke File File

Lee, Woo Hyung , Lim, Min Hyuk , Seo, Han Gil , Seong, Min Yong , Oh, Byung-Mo , Kim, Sungwan

Article Issue Date2020-02 View23
Manufacturing and Control of a Robotic Device for Time-averaged Simulated Micro and Partial Gravity of a Cell Culture Environment File

Kim, Yoon Jae , Lim, Min Hyuk , Jeon, Byoungjun , Choi, Dong Hyun , Lee, Haeri , Jeong, Ae Jin , Kim, Min Jung , Park, Ji Won , Ku, Ja-Lok , Jeong, Seung-Yong , et al

Article Issue Date2020-01 View25
Differential kinematic features of the hyoid bone during swallowing in patients with Parkinson's disease File

Lee, Woo Hyung , Lim, Min Hyuk , Nam, Hyung Seok , Kim, Yoon Jae , Seo, Han Gil , Bang, Moon Suk , Seong, Min Yong , Oh, Byung-Mo , Kim, Sungwan

Article Issue Date2019-08 View25
Microgravity induces autophagy via mitochondrial dysfunction in human Hodgkin's lymphoma cells File File

Jeong, Ae Jin , Kim, Yoon Jae , Lim, Min Hyuk , Lee, Haeri , Noh, Kumhee , Kim, Byung-Hak , Chung, Jin Woong , Cho, Chung-Hyun , Kim, Sungwan , Ye, Sang-Kyu

Article Issue Date2018-10 View27
Fimasartan increases glucose‐stimulated insulin secretion in patients with type 2 diabetes and hypertension compared with amlodipine File

Yang, Ye Seul , Lim, Min Hyuk , Lee, Seong Ok , Roh, Eun , Ahn, Chang Ho , Kwak, Soo Heon , Cho, Young Min , Kim, Sungwan , Mari, Andrea , Park, Kyong Soo , et al

Article Issue Date2018-07 View25
Application of the Oral Minimal Model to Korean Subjects with Normal Glucose Tolerance and Type 2 Diabetes Mellitus File File

Lim, Min Hyuk , Oh, Tae Jung , Choi, Karam , Lee, Jung Chan , Cho, Young Min , Kim, Sungwan

Article Issue Date2016-08 View15
Computational Discrimination of Breast Cancer for Korean Women Based on Epidemiologic Data Only File File

Lee, Chiwon , Lee, Jung Chan , Park, Boyoung , Bae, Jonghee , Lim, Min Hyuk , Kang, Daehee , Yoo, Keun-Young , Park, Sue K. , Kim, Youdan , Kim, Sungwan

Article Issue Date2015-08 View22
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