Experimental design for causal inference through an optimization lens

J Zhao - … in Operations Research: Smarter Decisions for a …, 2024‏ - pubsonline.informs.org
The study of experimental design offers tremendous benefits for answering causal questions
across a wide range of applications, including agricultural experiments, clinical trials …

Gambling-based confidence sequences for bounded random vectors

JJ Ryu, GW Wornell - arxiv preprint arxiv:2402.03683, 2024‏ - arxiv.org
A confidence sequence (CS) is a sequence of confidence sets that contains a target
parameter of an underlying stochastic process at any time step with high probability. This …

Optimistic Interior Point Methods for Sequential Hypothesis Testing by Betting

C Chen, JK Wang - arxiv preprint arxiv:2502.07774, 2025‏ - arxiv.org
The technique of" testing by betting" frames nonparametric sequential hypothesis testing as
a multiple-round game, where a player bets on future observations that arrive in a streaming …