Rafid Mahmood

Publications during the last 7 years

Papers in Refereed Journals

• Babier, A., Chan, T.C.Y., Diamant, A. and Mahmood, R. 2024. Learning to Optimize Contextually Constrained Problems for Real-Time Decision Generation. Management Science, (In Press).
• Prabhu, V., Acuna, D., Liao, Y.-H., Mahmood, R., Law, M.T., Hoffman, J., Fidler, S. and Lucas, J. 2023. Bridging the Sim2Real Gap with CARE: Supervised Detection Adaptation with Conditional Alignment and Reweighting. Transactions on Machine Learning Research.
• Chan, T.C.Y., Mahmood, R., Wong, R.K., Zhu, I.Y., O'Connor, D.L., Stone, D. and Unger, S. 2023. Got (Optimal) Milk? Pooling Donations in Human Milk Banks with Machine Learning and Optimization. Manufacturing & Service Operations Management (M&SOM), (In Press).
• Babier, A., Mahmood, R., Zhang, B., Alves, V.G.L., Barragán-Montero, A.M., Beaudry, J., Cardenas, C.E., Chang, Y., Chen, Z., Chun, J., Diaz, K., Eraso, H.D., Faustmann, E., Gaj, S., Gay, S., Gronberg, M., Guo, B., He, J., Heilemann, G., Hira, S., Huang, Y., Ji, F., Jiang, D., Giraldo, J.C.J., Lee, H., Lian, J., Liu, S., Liu, K.-C., Marrugo, J., Miki, K., Nakamura, K., Netherton, T., Nguyen, D., Nourzadeh, H., Osman, A.F.L., Peng, Z., Muñoz, J.D.Q., Ramsl, C., Rhee, D.J., Rodriguez, J.D., Shan, H., Siebers, J.V., Soomro, M.H., Sun, K., Hoyos, A.U., Valderrama, C., Verbeek, R., Wang, E., Willems, S., Wu, Q., Xu, X., Yang, S., Yuan, L., Zhu, S., Zimmermann, L., Moore, K.L., Purdie, T.G., McNiven, A.L. and Chan, T.C.Y. 2022. OpenKBP-Opt: an international and reproducible evaluation of 76 knowledge-based planning pipelines. Physics in Medicine & Biology, 67(18): 185012.
• Babier, A., Chan, T.C.Y., Lee, T., Mahmood, R. and Terekhov, D. 2021. An Ensemble Learning Framework for Model Fitting and Evaluation in Inverse Linear Optimization. INFORMS Journal on Optimization, 3(2): 119–138.
• Chan, T.C.Y., Mahmood, R. and Zhu, I.Y. 2021. Inverse Optimization: Theory and Applications. Operations Research, (In Press).
• Babier, A., Zhang, B., Mahmood, R., Moore, K., Purdie, T., McNiven, A. and Chan, T.C.Y. 2021. OpenKBP: The Open-access Knowledge-Based Planning Grand Challenge and Dataset. Medical Physics, 48(9): 5549–5561.
• Wong, R.K., Pitino, M.A., Mahmood, R., Zhu, I.Y., Stone, D., Unger, S., O'Connor, D.L. and Chan, T.C.Y. 2021. Prediction of Protein and Fat Content in Human Donor Milk Using Machine Learning. The Journal of Nutrition, 151(7): 2075–2083.
• Crowson, M.J., Hamour, A., Mahmood, R., Babier, A., Lin, V., Tucci, D. and Chan, T.C.Y. 2020. AutoAudio: Deep Learning for Automatic Audiogram Interpretation. Journal of Medical Systems, 44(163).
• Crowson, M.J., Dixon, P., Mahmood, R., Lee, J.W., Shipp, D., Le, T., Lin, V., Chen, J. and Chan, T.C.Y. 2020. Predicting Post-Operative Cochlear Implant Performance Using Supervised Machine Learning. Otology & Neurotology, 41(8): e1013-e1023.
• Chan, T.C.Y., Diamant, A. and Mahmood, R. 2020. Sampling from the Complement of a Poly- hedron: An MCMC Algorithm for Data Augmentation. Operations Research Letters, 48(6): 744–751.
• Babier, A., Mahmood, R., McNiven, A., Diamant, A. and Chan, T.C.Y. 2020. The Importance of Evaluating the Complete Knowledge-Based Planning Pipeline. Physica Medica: European Journal of Medical Physics, 72(12): 73-79.
• Babier, A., Mahmood, R., McNiven, A., Diamant, A. and Chan, T.C.Y. 2019. Knowledge-based Automated Treatment Planning with Three-dimensional Generative Adversarial Networks. Medical Physics, 47(2): 297-306.
• Mahmood, R., Badr, A. and Khisti, A. 2018. Streaming Codes for Multiplicative-Matrix Channels with Burst Rank Loss. IEEE Transactions on Information Theory, 64(7): 5296-5311.

Funded Research during the last 7 years

LEGEND:

*Purpose
C: Contract (R and D) | E: Equipment Grant | R: Research Grant | S: Support Award | P: Pedagogical Grant | O: Other, U: Unknown

**Type
C: Granting Councils | G: Government | F: Foundations | I: UO Internal Funding | O: Other | U: Unknown

Role
PI = Principal Investigator | Co-I = Co-Investigator | Co-PI = Co-Principal Investigator