Concepedia

Frederick Eberhardt

FE

28

Publications

1.2K

Citations

19

H-Index

2005

Active since

Affiliations

California Institute of Technology(Current)

Carnegie Mellon University

Helsinki Institute for Information Technology

University of Helsinki

Washington University in St. Louis

Frederick Eberhardt is an author at California Institute of Technology specializing in causal reasoning, causal inference, and engineering.

Top concepts

EngineeringStatisticsCausal InferenceCausal ReasoningPublic HealthData ScienceKnowledge DiscoveryStatistical InferenceData MiningCausal Structure

Publications per year

2005–2018

28

Publications

28

Interventions and Causal Inference

Frederick Eberhardt, Richard Scheines · Philosophy of Science · 2007 · 231 citations · Full text

Reasoning, Randomized Intervention, Behavioral Sciences +15

Learning linear cyclic causal models with latent variables

Antti Hyttinen, Frederick Eberhardt, Patrik O. Hoyer · Journal of Machine Learning Research · 2012 · 94 citations

Engineering, Network Analysis, Causal Relation Extraction +16

Introduction to the foundations of causal discovery

Frederick Eberhardt · International Journal of Data Science and Analytics · 2016 · 92 citations · Full text

Knowledge Discovery, Management, Statistical Inference +9

On the number of experiments sufficient and in the worst case necessary to identify all causal relations among N variables

Frederick Eberhardt, Clark Glymour, Richard Scheines · CaltechAUTHORS (California Institute of Technology) · 2005 · 76 citations · Full text

Causal feature learning: an overview

Krzysztof Chalupka, Frederick Eberhardt, Pietro Perona · Behaviormetrika · 2016 · 69 citations

Engineering, Machine Learning, Data Science +10

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