Search Results for author: Carlos Fernández-Loría

Found 4 papers, 1 papers with code

Causal Scoring: A Framework for Effect Estimation, Effect Ordering, and Effect Classification

no code implementations25 Jun 2022 Carlos Fernández-Loría, Jorge Loría

We present three valuable causal interpretations of these scores: effect estimation (EE), effect ordering (EO), and effect classification (EC).

Decision Making Learning-To-Rank

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 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

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