Search Results for author: Robin Evans

Found 4 papers, 0 papers with code

A fast score-based search algorithm for maximal ancestral graphs using entropy

no code implementations7 Feb 2024 Zhongyi Hu, Robin Evans

\emph{Maximal ancestral graph} (MAGs) is a class of graphical model that extend the famous \emph{directed acyclic graph} in the presence of latent confounders.

Selection, Ignorability and Challenges With Causal Fairness

no code implementations28 Feb 2022 Jake Fawkes, Robin Evans, Dino Sejdinovic

In order to achieve this, we must have causal models that are able to capture what someone would be like if we were to counterfactually change these traits.

counterfactual Fairness

Identifying Cognitive Radars -- Inverse Reinforcement Learning using Revealed Preferences

no code implementations1 Dec 2019 Vikram Krishnamurthy, Daniel Angley, Robin Evans, William Moran

(ii) How to construct a statistical test for detecting a cognitive radar (constrained utility maximization) when we observe the radar's actions in noise or the radar observes our probe signal in noise?

reinforcement-learning Reinforcement Learning (RL) +2

Causal Inference through a Witness Protection Program

no code implementations NeurIPS 2014 Ricardo Silva, Robin Evans

The widely used faithfulness condition of Spirtes et al. is relaxed to allow for varying degrees of "path cancellations" that imply conditional independencies but do not rule out the existence of confounding causal paths.

Bayesian Inference Causal Inference

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