Publications and Talks
PUBLICATIONS
asterisk (*) denotes my advisees.
Accepted/Printed
[1] Sun, K., Roy, A., Tobin, J. (2024). Artificial Intelligence and Machine Learning: Definition of Terms and Current Concepts for Critical Care Research. Journal of Critical Care, 82(2024), 154792. https://doi.org/10.1016/j.jcrc.2024.154792
[2] Sun, K., Sun, M., Agrawal, D., Dravenstott, R., Rosinia, F., Roy, A. (2023). Equitable Anesthesiologist Scheduling under Demand Uncertainty Using Multi-Objective Programming. Production and Operations Management, 32(11), 3699-3716. https://doi.org/10.1111/poms.14058
[3] Sun, K., Li, Y., Roy, U. (2017). A PLM-based data analytics approach for improving product development lead time in an engineer-to-order manufacturing firm. Mathematical Modeling of Engineering Problems, 4(2), 69–74. https://doi.org/10.18280/mmep.040201
Submitted
[4] *Jha, A., *Chen, W., Eckmann, M., Stockwell, I., Wang, J., and Sun, K. (2025) LLM-Enhanced, Data-Driven Personalized and Equitable Clinician Scheduling: A Predict-then-Optimize Approach. Submitted.
Working Paper/Under Revision
[5] Sun, K., Sun, M., Dannenhoffer, J., Rosinia, F., Roy, A. An Algorithm Framework for the Exact Solution and Improved Approximations of the Maximum Weighted Independent Set Problem.
[6] Sun, K., Sun, M., Dannenhoffer, J., Rosinia, F., Roy, A. Solving Resource Constrained Scheduling Problems Using the Concept of Maximum Weighted Independent Set.
[7] Sun, K., Dannenhoffer, J., Roy, U. An Algorithm Framework for the Exact Solution and Improved Approximation of the Maximum Weighted Independent Set Problem (arXiv:2008.01961). arXiv. https://doi.org/10.48550/arXiv.2008.01961
[8] Sun, K., Dannenhoffer, J., Roy, U. A Novel Approach for the Process Planning and Scheduling Problem Using the Concept of Maximum Weighted Independent Set (arXiv:2008.01960). arXiv. https://doi.org/10.48550/arXiv.2008.01960
Work-In-Progress
[•] Machine learning guided anesthesiology resident and CRNA (certified registered nurse anesthetist) scheduling.
[•] Provider scheduling in an outpatient clinic using the method of conflicting graph.
[•] Natural language processing (NLP) and topological data analytics (TDA) for electronic health records (EHR) data.