Search Results for author: Sven Schmit

Found 3 papers, 3 papers with code

Optimal Testing in the Experiment-rich Regime

1 code implementation30 May 2018 Sven Schmit, Virag Shah, Ramesh Johari

Motivated by the widespread adoption of large-scale A/B testing in industry, we propose a new experimentation framework for the setting where potential experiments are abundant (i. e., many hypotheses are available to test), and observations are costly; we refer to this as the experiment-rich regime.

Experimental Design

Learning with Abandonment

1 code implementation ICML 2018 Ramesh Johari, Sven Schmit

Consider a platform that wants to learn a personalized policy for each user, but the platform faces the risk of a user abandoning the platform if she is dissatisfied with the actions of the platform.

Human Interaction with Recommendation Systems

1 code implementation1 Mar 2017 Sven Schmit, Carlos Riquelme

Based on this model, we prove that naive estimators, i. e. those which ignore this feedback loop, are not consistent.

Recommendation Systems

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