Search Results for author: Martin Cousineau

Found 2 papers, 0 papers with code

Estimating causal effects with optimization-based methods: A review and empirical comparison

no code implementations28 Feb 2022 Martin Cousineau, Vedat Verter, Susan A. Murphy, Joelle Pineau

In the absence of randomized controlled and natural experiments, it is necessary to balance the distributions of (observable) covariates of the treated and control groups in order to obtain an unbiased estimate of a causal effect of interest; otherwise, a different effect size may be estimated, and incorrect recommendations may be given.

Causal Inference

Atari-fying the Vehicle Routing Problem with Stochastic Service Requests

no code implementations14 Nov 2019 Nicholas D. Kullman, Jorge E. Mendoza, Martin Cousineau, Justin C. Goodson

We present a new general approach to modeling research problems as Atari-like videogames to make them amenable to recent groundbreaking solution methods from the deep reinforcement learning community.

Decision Making Decision Making Under Uncertainty +2

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