Search Results for author: Evan Munro

Found 4 papers, 2 papers with code

Causal Estimation of User Learning in Personalized Systems

no code implementations1 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.

Treatment Effects in Market Equilibrium

1 code implementation23 Sep 2021 Evan Munro, Stefan Wager, Kuang Xu

When randomized trials are run in a marketplace equilibriated by prices, interference arises.

Experimental Design

Treatment Allocation with Strategic Agents

no code implementations12 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.

Bayesian Optimization Marketing

Using Wasserstein Generative Adversial Networks for the Design of Monte Carlo Simulations

2 code implementations5 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

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