no code implementations • 1 Jun 2023 • Evan Munro, David Jones, Jennifer Brennan, Roland Nelet, Vahab Mirrokni, Jean Pouget-Abadie
In online platforms, the impact of a treatment on an observed outcome may change over time as 1) users learn about the intervention, and 2) the system personalization, such as individualized recommendations, change over time.
1 code implementation • 23 Sep 2021 • Evan Munro, Stefan Wager, Kuang Xu
When randomized trials are run in a marketplace equilibriated by prices, interference arises.
no code implementations • 12 Nov 2020 • Evan Munro
There is increasing interest in allocating treatments based on observed individual characteristics: examples include targeted marketing, individualized credit offers, and heterogeneous pricing.
2 code implementations • 5 Sep 2019 • Susan Athey, Guido Imbens, Jonas Metzger, Evan Munro
We discuss the use of Wasserstein Generative Adversarial Networks (WGANs) as a method for systematically generating artificial data that mimic closely any given real data set without the researcher having many degrees of freedom.
Econometrics Methodology