CV
Appointments·Education·Honors·Publications
Appointments
- Associate Professor/Attending, Department of Medical Physics, Memorial Sloan Kettering Cancer Center (2015–present)
- Postdoctoral Fellow, School of Medicine and Department of Management Science and Engineering, Stanford University (2013–2015). Supervisors: Lei Xing, Yinyu Ye
- Postdoctoral Fellow, Department of Radiation Medicine and Applied Sciences, University of California, San Diego (2011–2013). Supervisor: Steve B. Jiang
Education
- Ph.D., Applied Mathematics (Operations Research), 2006–2011 · Thesis
Department of Industrial and Systems Engineering, University of Florida, and Department of Mathematics and Computer Science, Amirkabir University of Technology, Tehran, Iran. Supervisors: Panos M. Pardalos, Esmaile Khorram
Honors
- Franz Edelman Award finalist (2021), Institute for Operations Research and the Management Sciences (INFORMS)
- Clinical Service Award (2019), Department of Medical Physics, Memorial Sloan Kettering Cancer Center
- Norm Baily Best Paper Award (2012), American Association of Physicists in Medicine (AAPM), Southern California Chapter
- Ranked first (2003), nationwide M.Sc. entrance exam in Applied Mathematics, Iran
- Ranked third (2003), nationwide M.Sc. entrance exam in Systems and Industrial Engineering, Iran
Publications
Also on Google Scholar.
2026
- Sparse plus low-rank matrix embedding with applications in cancer radiotherapy optimization
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Clinical implementation of automated IMRT/VMAT planning for lung cancer radiation therapy using the expedited constrained hierarchical optimization (ECHO) system
Radiotherapy and Oncology, 2026 · Paper
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Treatment Planning for Spine SBRT
Multidisciplinary Spine Tumor Management (Springer), book chapter, 2026 · Paper
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Resource sharing and open-source software in radiation oncology: From challenges to opportunities for community-wide benefit
Radiotherapy and Oncology, 2026 · Paper
2025
- Compressed radiotherapy treatment planning (CompressRTP): A new paradigm for rapid and high-quality treatment planning optimization
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Prospective validation of a pretreatment 18F-FDG PET/CT and mean lung dose model for early radiation pneumonitis
Physics and Imaging in Radiation Oncology, 2025 · Paper
- Automating RT Planning at Scale: High Quality Data For AI Training
2024
- Randomized Sparse Matrix Compression for Large-Scale Constrained Optimization in Cancer Radiotherapy
- Simultaneous reduction of number of spots and energy layers in intensity modulated proton therapy for rapid spot scanning delivery
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Automated planning of stereotactic spine re-irradiation using cumulative dose limits
Physics and Imaging in Radiation Oncology, 2024 · Paper
2023
- Automated VMAT treatment planning using sequential convex programming: algorithm development and clinical implementation
- Built-in wavelet-induced smoothness to reduce plan complexity in intensity modulated radiation therapy (IMRT)
- RMSim: controlled respiratory motion simulation on static patient scans
2022
- Distributed and scalable optimization for robust proton treatment planning
- Domain knowledge driven 3D dose prediction using moment-based loss function
- Automated and Clinically Optimal Treatment Planning for Cancer Radiotherapy
2021
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Solving the volumetric modulated arc therapy (VMAT) problem using a sequential convex programming method
Physics in Medicine & Biology, 2021 · Paper
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Methods and systems for automatic radiotherapy treatment planning
US Patent App. 16/978,397, 2021 · Paper
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Deep learning auto-segmentation and automated treatment planning for trismus risk reduction in head and neck cancer radiotherapy
Physics and Imaging in Radiation Oncology, 2021 · Paper
2020
- Automating Proton Treatment Planning with Beam Angle Selection Using Bayesian Optimization
- Automated Proton Treatment Planning with Robust Optimization Using Constrained Hierarchical Optimization
- Integrating Soft and Hard Dose-Volume Constraints into Hierarchical Constrained IMRT Optimization
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Clinical Experience of Automated SBRT Paraspinal and Other Metastatic Tumor Planning With Constrained Hierarchical Optimization
Advances in Radiation Oncology, 2020 · Paper
2019
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Automated Intensity Modulated Treatment Planning: The Expedited Constrained Hierarchical Optimization (ECHO) System
Medical Physics, 2019 · Paper
- Inverse optimization for multi-objective linear programming
2018
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Advances in Inverse Planning Algorithm and Strategy
Advanced and Emerging Technologies in Radiation Oncology Physics (CRC Press), book chapter, 2018 · Paper
- A computation study on an integrated alternating direction method of multipliers for large scale optimization
2017
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An equivalent transformation of multi-objective optimization problems
Annals of Operations Research, 2017 · Paper
2016
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An Automated Treatment Plan Quality Control Tool for Intensity-Modulated Radiation Therapy Using a Voxel-Weighting Factor-Based Re-Optimization Algorithm
PLOS ONE, 2016 · Paper
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SCORE System for Online Adaptive Radiotherapy
GPU-Based High Performance Computing in Radiation Therapy (CRC Press), book chapter, 2016 · Paper
2015
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Dosimetric benefit of adaptive re-planning in pancreatic cancer stereotactic body radiotherapy
Medical Dosimetry, 2015 · Paper
- Simultaneous beam sampling and aperture shape optimization for station parameter optimized radiation therapy (SPORT)
2014
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A DVH-guided IMRT optimization algorithm for automatic treatment planning and adaptive radiotherapy replanning
Medical Physics, 2014 · Paper
- A multicriteria framework with voxel-dependent parameters for radiotherapy treatment plan optimization
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The nearest MPSS pattern in data envelopment analysis
Annals of Operations Research, 2014 · Paper
2013
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Automatic treatment plan re-optimization for adaptive radiotherapy guided with the initial plan DVHs
Physics in Medicine & Biology, 2013 · Paper
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A moment-based approach for DVH-guided radiotherapy treatment plan optimization
Physics in Medicine & Biology, 2013 · Paper
2012
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A linear bi-level programming problem for obtaining the closest targets and minimum distance of a unit from the strong efficient frontier
Asia-Pacific Journal of Operational Research, 2012 · Paper
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Generating properly efficient points in multi-objective programs by the nonlinear weighted sum scalarization method
Optimization, 2012 · Paper
2011
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On the transformation of lexicographic nonlinear multiobjective programs to single objective programs
Mathematical Methods of Operations Research, 2011 · Paper
2010
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Sensitivity analysis on the priority of the objective functions in lexicographic multiple objective linear programs
European Journal of Operational Research, 2010 · Paper
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Returns to scale in multiplicative models in data envelopment analysis
Annals of Operations Research, 2010 · Paper
2009
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Preemptive priority based algorithms for fuzzy minimal cost flow problem: An application in hazardous materials transportation
Computers & Industrial Engineering, 2009 · Paper
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Linear transformations to decrease computational requirements of solving some known linear programming models
Annals of Operations Research, 2009 · Paper
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A dual simplex-based method for determination of the right and left returns to scale in DEA
European Journal of Operational Research, 2009 · Paper
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Shannon’s entropy for combining the efficiency results of different DEA models: method and application
Expert Systems with Applications, 2009 · Paper
2008
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Global variation of outputs with respect to the variation of inputs in performance analysis; generalized RTS
European Journal of Operational Research, 2008 · Paper
2007
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A dual-based algorithm for solving lexicographic multiple objective programs
European Journal of Operational Research, 2007 · Paper
2006
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Determination of returns to scale by CCR formulation without chasing down alternative optimal solutions
Applied Mathematics Letters, 2006 · Paper
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Modified MAJ model for ranking decision making units in data envelopment analysis
Applied Mathematics and Computation, 2006 · Paper