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05/16/2023
Balancing Risk and Reward: An Automated Phased Release Strategy
Phased releases are a common strategy in the technology industry for gra...
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02/27/2023
Design-Based Inference for Multi-arm Bandits
Multi-arm bandits are gaining popularity as they enable real-world seque...
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10/16/2022
Design-Based Confidence Sequences for Anytime-valid Causal Inference
Many organizations run thousands of randomized experiments, or A/B tests...
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10/16/2022
Anytime-Valid F-Tests for Faster Sequential Experimentation Through Covariate Adjustment
We introduce sequential F-tests and confidence sequences for subsets of ...
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11/03/2021
Quantifying the Value of Iterative Experimentation
Over the past decade, most technology companies and a growing number of ...
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02/28/2021
Population Interference in Panel Experiments
The phenomenon of population interference, where a treatment assigned to...
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08/31/2020
Design and Analysis of Switchback Experiments
In switchback experiments, a firm sequentially exposes an experimental u...
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06/22/2020
Estimating causal effects in the presence of partial interference using multivariate Bayesian structural time series models
Synthetic control methods have been widely used as an alternative to dif...
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03/22/2020
Panel Experiments and Dynamic Causal Effects: A Finite Population Perspective
In panel experiments, we randomly expose multiple units to different tre...
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02/14/2020
A general theory of identification
What does it mean to say that a quantity is identifiable from the data? ...
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03/18/2019
Causal inference from observational data: Estimating the effect of contributions on visitation frequency atLinkedIn
Randomized experiments (A/B testings) have become the standard way for w...
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10/18/2017