I received my Ph.D. in Industrial Engineering from the University of Arkansas. My current research interests are reinforcement learning, operations research, data science, optimization, and analyzing complex systems. Specifically, I am interested in developing and solving stochastic models and proposing optimization algorithms to make optimal/near-optimal decisions for problems dealing with uncertainty.
Expertise
Social Sciences
- Problem
- Stochastics
- Approach
- Decision Process
- Inventories
Computer Science
- Markov Decision Process
- Models
- Process Approach
Organisations
Publications
2024
Green AI in the Finance Industry: Exploring the Impact of Feature Engineering on the Accuracy and Computational Time of Machine Learning Models (2024)Applied Soft Computing, 167. Article 112343. Machado, M., Asadi, A., William R. de Souza, R. & Ugulino, W.https://doi.org/10.1016/j.asoc.2024.112343Cost-effectiveness Analysis of Colorectal Cancer Screening Strategies Using Active Learning and Monte Carlo Simulation (2024)Medical decision making, 44(5), 554-571. Fouladi, A., Asadi, A., Sherer, E. A. & Madadi, M.https://doi.org/10.1177/0272989X241258224A CRISP-DM-based Methodology for Assessing Agent-based Simulation Models using Process Mining (2024)[Working paper › Preprint]. ArXiv.org. Bemthuis, R. H., Govers, R. R. & Asadi, A.https://doi.org/10.48550/arXiv.2404.01114
2022
A Markov decision process approach for managing medical drone deliveries (2022)Expert systems with applications, 204. Article 117490. Asadi, A., Pinkley, S. N. & Mes, M.https://doi.org/10.1016/j.eswa.2022.117490A Monotone Approximate Dynamic Programming Approach for the Stochastic Scheduling, Allocation, and Inventory Replenishment Problem: Applications to Drone and Electric Vehicle Battery Swap Stations (2022)Transportation science, 56(4), 1085-1110. Asadi, A. & Pinkley, S. N.https://doi.org/10.1287/trsc.2021.1108
2021
Drones for Medical Delivery Considering Different Demands Classes: A Markov Decision Process Approach for Managing Health Centers Dispatching Medical Products (2021)[Working paper › Preprint]. Asadi, A. & Pinkley, S. N.A stochastic scheduling, allocation, and inventory replenishment problem for battery swap stations (2021)Transportation research. Part E: Logistics and transportation review, 146. Article 102212. Asadi, A. & Nurre Pinkley, S.https://doi.org/10.1016/j.tre.2020.102212A hybrid agent-based simulation and optimization approach for statewide truck parking capacity expansion (2021)Procedia computer science, 184, 33-41. Mahmud, S., Asadi, A., LaCrue, A. R., Akter, T., Hernandez, S. & Pinkley, S. N.https://doi.org/10.1016/j.procs.2021.03.015
Research profiles
Invited lecturer for Multi Agent Systems ( 192320601-1A) - Fall 2021
Affiliated study programs
Courses academic year 2024/2025
Courses in the current academic year are added at the moment they are finalised in the Osiris system. Therefore it is possible that the list is not yet complete for the whole academic year.
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