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Fajemisin, A. O., Maragno, D., & den Hertog, D. (2024). Optimization with constraint learning: A framework and survey. European Journal of Operational Research, 314(1), 1-14. Advance online publication. https://doi.org/10.1016/j.ejor.2023.04.041 Get rights and content
Maragno, D., Buti, G., Birbil, S. I., Liao, Z., Bortfeld, T. R., den Hertog, D., & Ajdari, A. (2024). Embedding machine learning based toxicity models within radiotherapy treatment plan optimization. Physics in Medicine and Biology. Advance online publication. https://doi.org/10.1088/1361-6560/ad2d7e
Maragno, D., Röber, T. E., Kurtz, J., Goedhart, R., Birbil, S. I., & den Hertog, D. (in press). Finding regions of counterfactual explanations via robust optimization. INFORMS Journal on Computing.
Maragno, D., Wiberg, H., Bertsimas, D., Birbil, S. I., den Hertog, D., & Fajemisin, A. O. (2024). Mixed-Integer Optimization with Constraint Learning. Operations Research. Advance online publication. https://doi.org/10.1287/opre.2021.0707
2023
Ghosh, M., Kuiper, A., Mahes, R., & Maragno, D. (2023). Learn global and optimize local: A data-driven methodology for last-mile routing. Computers and Operations Research, 159, Article 106312. https://doi.org/10.1016/j.cor.2023.106312[details]
Maragno, D., Röber, T. E., & Birbil, S. İ. (2022). Counterfactual Explanations Using Optimization With Constraint Learning. In OPT2022: Optimization for Machine Learning. Accepted papers OPT-ML. https://doi.org/10.48550/arXiv.2209.10997[details]
Fajemisin, A. (participant), Maragno, D. (participant), den Hertog, D. (participant) & Birbil, S. . (participant) (22-2-2022 - 1-3-2022). 36th AAAI conference on Artificial Intelligence, Vancouver. Delivering two papers at the AI for Decision Optimization (AI4DO) workshop (participating in a conference, workshop, ...).
2021
Fajemisin, A. O., Maragno, D., & den Hertog, D. (2021). Optimization with constraint learning: A framework and survey. (European Journal of Operational Research).
Fajemisin, A. O., Maragno, D., den Hertog, D., Birbil, S. I., Wiberg, H., & Bertsimas, D. (2021). Mixed-Integer Optimization with Constraint Learning. (Operations Research).
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