[14] Sobolev acceleration for neural networks, with Jong Kwon Oh. Under review.

[13] Enhancing marketing strategies for small businesses: developing a recommender system using offline data, with S. Cho and H. J. Hwang. Under review.

[12] A PINN Approach for identifying governing parameters of thermoacoustic oscillations, with M. Lee. Journal of Fluid Mechanics, Vol 984 (2024).

[11] Thermal management model for microprocessors via physics-informed neural networks, with H. Cho and H. J. Hwang. IEEE Access, Vol 11 (2023).

[10] The deep minimizing movement scheme, with C. Kim, M. S. Park, and H. J. Hwang, Journal of Computational Physics, (2023), 112518.

[9] Sobolev training for physics-informed neural networks, with J. W. Jang, W. J. Han, and H. J. Hwang, Communications in Mathematical Sciences, Vol. 21 (2023) (6), pp. 1679-1705.

[8] Enhanced Physics-Informed Neural Networks with Augmented Lagrangian Relaxation Method (AL-PINNs), with S. W. Cho and H. J. Hwang, Neurocomputing, Vol. 548 (2023), 126424. 

[7] Continuous probabilistic solution to the transient self-oscillation under stochastic forcing: a PINN approach, with M. Lee, Journal of Mechanical Science and Technology, Vol. 37 (2023) (8).

[6] Lagrangian dual framework for conservative neural network solutions of kinetic equations, with H. J. Hwang, Kinetic and Related Models, Vol. 15 (2022), pp. 551-568.

[5] Traveling wave solutions of partial differential equations via neural networks, with S. W. Cho and H. J. Hwang, Journal of Scientific Computing, Vol. 89 (2021), 21.

[4]  Explainability of machine learning models for bankruptcy prediction, with M. S. Park, C. Hyun, and H. J. Hwang, IEEE Access, Vol. 9 (2021), pp. 124887-124899.

[3] Real-World implications of a rapidly responsive COVID-19 spread model with time-dependent parameters via deep learning: Model development and validation, with H. Jo, S. Y. Jung, and H. J. Hwang, Journal of Medical Internet Research, Vol. 22 (2020), e19907.

[2] Deep neural network approach to forward-inverse problems, with H. Jo, H. J. Hwang, and E. H. Kim, Networks and Heterogeneous Media, Vol. 15 (2020), pp. 247-259.

[1] Data analytic approach for bankruptcy prediction, with C. Hyun, D. Phan, and H. J. Hwang, Expert Systems with Applications, Vol. 138 (2019), 112816.

[4] (Poster) Cultural heritage recommender system based on cultural heritage ontology knowledge graph, with Seungjae Jeon, Seong Ji Lee, Jong Kwon Oh, Min Kyoung Seo, Jiwon Lee,  한국인공지능학회 추계학술대회. Won the Best Poster Award!

[3] (Poster) Sobolev acceleration for neural networks, 한국산업응용수학회 추계학술대회.

[2] 비지도 학습을 활용한 공유 전동킥보드 배터리 교체 알고리즘 제안, with Seung Jae Jeon and Eunkyung Kim, 제 4회 한국 인공지능 학술대회.

[1] 물리 정보 기계학습의 발전 및 응용, with J. Lee, 전자공학회지, Vol. 50 (2023), pp. 50-59.