Search Results for author: Carlos Fernández-Loría

Found 3 papers, 1 papers with code

Causal Decision Making and Causal Effect Estimation Are Not the Same... and Why It Matters

no code implementations8 Apr 2021 Carlos Fernández-Loría, Foster Provost

Recently, we have seen an acceleration of research related to CDM and to causal effect estimation (CEE) using machine learned models.

Decision Making

A Comparison of Methods for Treatment Assignment with an Application to Playlist Generation

1 code implementation24 Apr 2020 Carlos Fernández-Loría, Foster Provost, Jesse Anderton, Benjamin Carterette, Praveen Chandar

This study presents a systematic comparison of methods for individual treatment assignment, a general problem that arises in many applications and has received significant attention from economists, computer scientists, and social scientists.

Decision Making

Explaining Data-Driven Decisions made by AI Systems: The Counterfactual Approach

no code implementations21 Jan 2020 Carlos Fernández-Loría, Foster Provost, Xintian Han

We examine counterfactual explanations for explaining the decisions made by model-based AI systems.

Feature Importance

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