Research
Interests:
- Recommendation Systems,
- Pricing and Revenue Management,
- Online Learning and Multi-Armed Bandit Settings,
- Application of Deep Learning in Revenue Management Settings,
- Optimization of Deep Neural Nets.
Recommendation Systems:
- R. Y. Maragheh, X. Chen, J. M. Davis, Jason Cho, Sushant Kumar, Choice Modeling and Assortment Optimization in the Presence of Context Effects, Under submission to Management Science.
- R. Y. Maragheh, X. Chen, Luyi Ma, Chuanwei Ruan, Jason Cho, Sushant Kumar, Set Dependent Ranking Model: Evidence For Contextual Click; Patterns In Walmart.com Data, Under Submission to SIGIR2020.
- R. Y. Maragheh, Assortment Optimization/Competition under Context Effects, Session at Informs 2020.
- R. Y. Maragheh, A. Chronopoulou, J. Davis, A Customer Choice Model for Estimating the Halo Effect, Presented at 2017 Informs Annual Meeting, Houston, Texas, 2017.
Machine learning and Deep Learning
- R.Y. Maragheh, Easing Optimization of Ackley Function with overparameterization Using Neural Nets, Working Paper.
Policy Design
