Optimal Learning and Exploration Laboratory

Papers

2023

• Nezami, Nazanin, and Hadis Anahideh. ” Hyperparameter Adaptive Search for Surrogate Optimization: A Self-Adjusting Approach.” In 2023 Winter Simulation Conference (WSC), IEEE, 2023
• Di Carlo, Francesco, Nazanin Nezami, Hadis Anahideh, and Abolfazl Asudeh. “FairPilot: An Explorative System for Hyperparameter Tuning through the Lens of Fairness.” arXiv preprint arXiv:2304.04679 (2023).
• Nezami, Nazanin, and Hadis Anahideh. “Dynamic Exploration-Exploitation Pareto Approach for High-Dimensional Expensive Black-Box Optimization.” Available at SSRN 4382756 (2023).

2022

• Nezami, Nazanin, and Hadis Anahideh. “An Empirical Review of Model-Based Adaptive Sampling for Global Optimization of Expensive Black-Box Functions.” In 2022 Winter Simulation Conference (WSC), pp. 3182-3193. IEEE, 2022.
• Anahideh, Hadis, Lulu Kang, and Nazanin Nezami. “Fair and diverse allocation of scarce resources.” Socio-Economic Planning Sciences 80 (2022): 101193.

2021

• Anahideh, Hadis, Nazanin Nezami, and Abolfazl Asudeh. “Finding Representative Group Fairness Metrics Using Correlation Estimations.” arXiv preprint arXiv:2109.05697 (2021).
• Anahideh, Hadis, Nazanin Nezami, Parian Haghighat, and Denisa Gandara. “Auditing fairness and imputation impact in predictive analytics for higher education.” arXiv e-prints (2021): arXiv-2109.

2020

• Hadis Anahideh, Abolfazl Asudeh. Fair Active Learning. (under review), 2020.
• Hadis Anahideh, Gazi MD Daud Iqbal, Jay M. Rosenberger, Jaime Cantu, Marc Barron, Hannah Zwick, Luke Sphinos. On-Line Attendance Intervention to Improve Student Learning Outcomes. IISE Conference, 2020.

2019

• Hadis Anahideh, Jay M. Rosenberger, Victoria C. P. Chen. High-dimensional Black-box Optimization Under Uncertainty. (under review), 2019.

2017

• Nadia Martinez, Hadis Anahideh, Jay M. Rosenberger, Diana Martinez, Victoria CP Chen, and Bo Ping Wang. Global optimization of non-convex piecewise linear regression splines. Journal of Global Optimization, 68, no. 3, 563-586, 2017.
• Ziaur Rahman, Arezoo Memarian, Sunil Madanu, Hadis Anahideh, Gazi Iqbal, Stephen P. Mattingly, Jay M. Rosenberger. Assessment of the Impact of Lane Width on Arterial Crashes. Journal of Transportation Safety &Security, pp 1-22, 2017.

Presentations

• Hadis Anahideh, Jay M. Rosenberger, Victoria C. P. Chen. “TK-MARS: An Efficient Approach for A New Class of Black-Box Optimization Test Functions.” INFORMS. Houston, TX. Oct 2017.
• Hadis Anahideh. Jay M. Rosenberger, Victoria C. P. Chen. “High-dimensional Black-box Optimization Under Uncertainty”. Invited talk, Illinois Institute of Technology (IIT), 2019.