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The Behavioral and Brain Sciences|February 4, 2024
Beyond integrative experiment design: Systematic experimentation guided by causal discovery AIErich Kummerfeld, Bryan AndrewsArxiv|January 10, 2024
Causal Discovery for fMRI data: Challenges, Solutions, and a Case StudyEric Rawls, Bryan Andrews, Kelvin Lim, et al.Advances in Neural Information Processing Systems|September 16, 2024
Fast Scalable and Accurate Discovery of DAGs Using the Best Order Score Search and Grow-Shrink TreesBryan Andrews, Joseph Ramsey, Rubén Sánchez-Romero, et al.Alcohol, Clinical & Experimental Research|May 22, 2025
Correlational and causal modeling of alcohol-related symptoms and internalizing disorder status: Further elucidation of a harm paradoxJustin Anker, Bryan Andrews, Erich Kummerfeld, et al.Journal of Studies on Alcohol and Drugs|July 9, 2026
Evidence for a Shared Vulnerability to Both Anxiety/Depression ("Internalizing") Disorder and Alcohol-Related ProblemsMatt G Kushner, Justin J Anker, Paul Thuras, et al.Plos One|April 8, 2021
A simple interpretation of undirected edges in essential graphs is wrongErich KummerfeldKDD : Proceedings. International Conference on Knowledge Discovery & Data Mining|October 22, 2016
Causal Clustering for 1-Factor Measurement ModelsErich Kummerfeld, Joseph RamseyFrontiers in Psychology|March 3, 2023
One data set, many analysts: Implications for practicing scientistsErich Kummerfeld, Galin L JonesCommunications Biology|April 1, 2021
An integrated multimodal model of alcohol use disorder generated by data-driven causal discovery analysisEric Rawls, Erich Kummerfeld, Anna ZilverstandVaccine|August 6, 2024
Identifying psychological predictors of SARS-CoV-2 vaccination: A machine learning studyMichael V Bronstein, Erich Kummerfeld, Angus MacDonald, et al.Pageof 6