Research
Research
Nonparametric Pricing Bandits Leveraging Informational Externalities to Learn the Demand Curve with Vineet Kumar and Lalit Jain (2025) Marketing Science.
Paper (Main, Appendix, Replication Files)
Code (CRAN, GitHub - R, GitHub - Python)
Note: To use the algorithms in your own work, start with the Python or R packages on GitHub, which provide straightforward implementations. The replication files include the additional code and experimental infrastructure needed to reproduce all figures and individual trials exactly as run for the paper.