@article{chae2026,
  title   = {A Machine Learning-based Screening Tool for classifying Post-traumatic Stress Disorder in Firefighters},
  author  = {Chae, et al.},
  journal = {BMC Psychiatry},
  year    = {2026}
}

@article{cho2026,
  title   = {Estimation of System Parameters Including Repeated Cross-Sectional Data: Emulator-Informed Deep-Generative Model},
  author  = {Cho, C., Cho, S.W., Jo, H., Hwang, H.J.},
  journal = {SIAM Journal on Scientific Computing},
  year    = {2026}
}

@article{hwang2026,
  title   = {Data-driven inference of coupling functions in oscillatory systems via physics-informed neural networks},
  author  = {Hwang, G., Jo, H., Kim, J.K.},
  journal = {Physical Review Research},
  year    = {2026}
}

@article{ryu2026,
  title   = {Attention with Quantum Fourier Transform for Operator Learning in Dynamical Systems},
  author  = {Ryu, J., Jo, H., Hwang, H.J.},
  journal = {Physica Scripta},
  year    = {2026}
}

@article{jo2026,
  title   = {Neural Network-Based Parameter Estimation for Non-Autonomous Differential Equations with Discontinuous Signals},
  author  = {Jo, H., Joisc, K., Kim, J.K.},
  journal = {SIAM Journal on Applied Mathematics},
  year    = {2026}
}

@article{cho2026,
  title   = {Learning from Imperfect Data: Robust Inference of Dynamic Systems using Simulation-based Generative Model},
  author  = {Cho, H., Jo, H., Hwang, H.J.},
  journal = {AAAI 2026},
  year    = {2026}
}

@article{lee2025,
  title   = {Reverse Engineering for Programmable Logic Controller Structure Estimation via White Box Networks},
  author  = {Lee, E.S., Jo, H., Hwang, H.J.},
  journal = {Journal of Intelligent Manufacturing},
  year    = {2025}
}

@article{cawiding2025,
  title   = {Cancer-related Dysfunctional Beliefs and Attitude about Sleep-6 (C-DBAS-6): A practical and accurate shortened version using XGBoost and SymScore},
  author  = {Cawiding, O.R., Jo, H., Jeon, S., Ardi, F.R., Kim, J.K., Chung, S.},
  journal = {Sleep and Biological Rhythms},
  year    = {2025}
}

@article{lee2025,
  title   = {1332 Evaluating Patient Characteristics Influencing the Predictive Accuracy of Sleep Disorder Questionnaires},
  author  = {Lee, S., Cawiding, O.R., Jo, H., Kim, J.K., Joo, E.Y.},
  journal = {Sleep},
  year    = {2025}
}

@article{cawiding2025,
  title   = {SymScore: Machine Learning Accuracy Meets Transparency in a Symbolic Regression-Based Clinical Score Generator},
  author  = {Cawiding, O.R., Lee, S., Jo, H., Kim, S., Suh, S., Joo, E.Y., Chung, S., Kim, J.K.},
  journal = {Computers in Biology and Medicine},
  year    = {2025}
}

@article{jo2024,
  title   = {Estimating the Distribution of Parameters in Differential Equations with Repeated Cross-Sectional Data},
  author  = {Jo, H., Cho, S.W., Hwang, H.J.},
  journal = {PLOS Computational Biology},
  year    = {2024}
}

@article{jo2024,
  title   = {Dysfunctional Beliefs and Attitudes about Sleep-6 (DBAS-6): Data-driven Shortened Version from a Machine Learning Approach},
  author  = {Jo, H., Jeon, H.J., Ahn, J., Jeon, S., Kim, J.K., Chung, S.},
  journal = {Sleep Medicine},
  year    = {2024}
}

@article{jo2024,
  title   = {Data-driven Shortened Insomnia Severity Index (ISI): A Machine Learning Approach},
  author  = {Jo, H., Lim, M., Jeon, H.J., Ahn, J., Jeon, S., Kim, J.K., Chung, S.},
  journal = {Sleep and Breathing},
  year    = {2024}
}

@article{jo2024,
  title   = {Density Physics-Informed Neural Network identifies sources of cell heterogeneity in signal transduction under antibiotic stress},
  author  = {Jo, H., Hong, H., Hwang, H.J., Chang, W., Kim, J.K.},
  journal = {Cell Patterns},
  year    = {2024}
}

@article{park2022,
  title   = {Machine Learning-Based COVID-19 Patients Triage Algorithm using Patient-Generated Health Data from Nationwide Multicenter Database},
  author  = {Park, M.S., Jo, H., Lee, H., Jung, S.Y., Hwang, H.J.},
  journal = {Infectious Diseases and Therapy},
  year    = {2022}
}

@article{hwang2021,
  title   = {Development of patients triage algorithm from nationwide COVID-19 registry data based on machine learning},
  author  = {Hwang, H.J., Jung, S., Park, M.S., Jo, H.},
  journal = {},
  year    = {2021}
}

@article{jung2020,
  title   = {Real-World Implications of Rapidly Responsive COVID-19 Spread Model with Time Dependent Parameters Via Deep Learning: Algorithm Development and Validation},
  author  = {Jung, S.Y., Jo, H., Son, H., Hwang, H.J.},
  journal = {Journal of Medical Internet Research},
  year    = {2020}
}

@article{hwang2020,
  title   = {The Hybrid Model of a Mathematical Model and Neural Network Model for Rolling Force and Temperature Prediction in Hot Rolling Processes},
  author  = {Hwang, R., Jo, H., Kim, K.S., Hwang, H.J.},
  journal = {IEEE Access},
  year    = {2020}
}

@article{hwang2020,
  title   = {Trend to Equilibrium for the Kinetic Fokker-Planck Equation via the Neural Network Approach},
  author  = {Hwang, H.J., Jang, J.W., Jo, H., Lee, J.Y.},
  journal = {Journal of Computational Physics},
  year    = {2020}
}

@article{jung2020,
  title   = {Microstructure design using machine learning generated low dimensional and continuous design space},
  author  = {Jung, J., Yoon, J.I., Park, H.K., Jo, H., Kim, H.S.},
  journal = {Materialia},
  year    = {2020}
}

@article{jo2020,
  title   = {Deep Neural Network Approach to Forward-Inverse Problems},
  author  = {Jo, H., Son, H., Hwang, H.J., Kim, E.},
  journal = {Networks and Heterogeneous Media},
  year    = {2020}
}

@article{hwang2019,
  title   = {The diffusive limit of the Vlasov-Fokker-Planck equation with the chemotactic sensitivity coupled to a parabolic equation},
  author  = {Hwang, H.J., Jo, H.},
  journal = {Journal of Mathematical Analysis and Applications},
  year    = {2019}
}

@article{jo2019,
  title   = {Endpoint temperature prediction model for LD converters using machine-learning techniques},
  author  = {Jo, H., Hwang, H.J., Phan, D., Lee, Y., Jang, H.},
  journal = {2019 IEEE 6th International Conference on Industrial Engineering and Applications (ICIEA)},
  year    = {2019}
}

@article{jo,
  title   = {Machine Learning Technology applied to Steel Manufacturing Process},
  author  = {Jo, H., Hwang, S., Phan, D., Hwang, H.J.},
  journal = {},
  year    = {}
}