Information
Academic Interests and Expertise
- Education
- Ph.D., Department of Computer and Information Technology, Purdue University, USA
- Research Interests
- Distributed Artificial Intelligence
- Multi-Agent Systems
- Agent-Based Modeling
- Distributed Machine Learning
- Reinforcement Learning
Areas of Teaching Interest
- CS 560: Design and Analysis of Algorithms (Fall 2025)
- CS 797O: Neural Networks and Deep Learning (Fall 2025)
Publications
- Selected Publications
- Ahmad Esmaeili, Zahra Ghorrati, and Eric T. Matson. 鈥淗olonic Learning: A Flexible Agent-based Distributed Machine Learning Framework鈥� In: The International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2024).
- Zahra Ghorrati, Kourosh Shahnazari, Ahmad Esmaeili, Eric T. Matson. 鈥淔uzzy Q-Table Reinforcement Learning for Continuous State Spaces: A Case Study on Bitcoin Futures Tradin鈥� In: International Conference on Control, Decision and Information Technologies (CoDIT 2024).
- Ahmad Esmaeili, Zahra Ghorrati, and Eric T. Matson. 鈥淎gent-Based Collaborative Random Search for Hyperparameter Tuning and Global Function Optimization.鈥� In: Systems 11(5) (2023).
- Ahmad Esmaeili, John C. Gallager, John A. Springer, and Eric T. Matson. 鈥淗AMLET: A Hierarchical Agent-based Machine Learning Platform.鈥� In: ACM Transaction on Autonomous and Adaptive Systems 16 (2022).
- Ahmad Esmaeili, Zahra Ghorrati and Eric T. Matson. 鈥淗ierarchical Collaborative Hyperparameter Tuning鈥� In: International Conference on Practical Applications of Agents and Multi-Agent Systems (2022).
- Ahmad Esmaeili, Nasser Mozayani, Mohammad Reza Jahed Motlagh, and Eric T. Matson. 鈥淭owards Topological Analysis of Networked Holonic Multi-agent Systems.鈥� In: International Conference on Practical Applications of Agents and Multi-Agent Systems (2019).
- Ahmad Esmaeili, Nasser Mozayani, Mohammad Reza Jahed Motlagh, and Eric T. Matson. 鈥淎 Socially-based Distributed Self-organizing Algorithm for Holonic Multi-agent Systems: Case Study in a Task Environment.鈥� In: Cognitive Systems Research 43 (2017).
- Ahmad Esmaeili, Nasser Mozayani, Mohammad Reza Jahed Motlagh, and Eric T. Matson. 鈥淭he Impact of Diversity on Performance of Holonic Multi-agent Systems.鈥� In: Engineering Applications of Artificial Intelligence 5 (2016).
Professional Experience
- Board Member
- International Conference on Artificial Intelligence in Human-Computer Interaction (AI-HCI) (2020-2024)
- TPC Member:
- International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS) (2018-2024)
- International Conference on Control, Decision and Information Technology (CoDIT) (2024)
- International Conference on Human-Computer Interaction (HCI) (2020-2024)
- IEEE International Conference on Robotic Computing (IRC) (2018-2021)
- Selected Reviewing Services:
- ACM Transactions on Autonomous and Adaptive Systems
- IEEE Intelligent Systems
- Journal of Robotics and Autonomous Systems
- Journal of Swarm and Evolutionary Computation
- Journal of Group Decision and Negotiation
- Information Sciences Journal
- Applied Soft Computing Journal
- Journal of Electronics and Telecommunications Research Institute
- International Conference on Robotics and Automation Sciences
Awards and Honors
- Employee Recognition Award for Departmental Achievements, Purdue University (2024)
- Bravo Award for substantial accomplishments, Purdue University (2021, 2024)
- Polytechnic Summer Research Grant, Purdue University (2019, 2023)
Additional Information
- Multiple Ph.D. positions with GTA and GRA funding are available in my research group. Ideal candidates should have a strong background in mathematics and programming, with research experience in machine learning and deep learning. Applicants interested in multi-agent systems and distributed machine learning are invited to email me their CV/resume.