Erich Kummerfeld

Assistant Professor, University of Minnesota - Twin Cities

Joined

July 2019

Names

Erich Kummerfeld

Emails

****@umn.edu (Confirmed)

Personal Links

Homepage

DBLP

ORCID

Career & Education History

Assistant Professor

University of Minnesota - Twin Cities (umn.edu)

2017 – Present

Postdoc

University of Pittsburgh (pitt.edu)

2015 – 2017

PhD student

Carnegie Mellon University (cmu.edu)

2011 – 2015

Advisors, Relations & Conflicts

Coauthor

Eric Rawls

2020 – Present

Coauthor

Sisi Ma

2017 – Present

Postdoc Advisor

Gregory Cooper

2015 – 2017

PhD Advisor

Peter Spirtes

2012 – 2015

Expertise

causal discovery

Present

causal inference

Present

latent variables

Present

Publications

Fast Scalable and Accurate Discovery of DAGs Using the Best Order Score Search and Grow Shrink Trees
Bryan Andrews, Joseph Ramsey, Ruben Sanchez Romero, Jazmin Camchong, Erich Kummerfeld
- NeurIPS 2023 poster
- Readers: Everyone
The resting-state causal human connectome is characterized by hub connectivity of executive and attentional networks
Eric Rawls, Erich Kummerfeld, Bryon A. Mueller, Sisi Ma, Anna Zilverstand
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- NeuroImage 2022
- Readers: Everyone
Investigating the effect of binning on causal discovery
Andrew Colt Deckert, Erich Kummerfeld
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- CoRR 2022
- Readers: Everyone
Application of Causal Discovery Algorithms in Studying the Nephrotoxicity of Remdesivir Using Longitudinal Data from the EHR
Jianqiu Zhang, Erich Kummerfeld, Gretchen M. Hultman, Paul E. Drawz, Terrence Adams, György J. Simon, Genevieve B. Melton
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- AMIA 2022
- Readers: Everyone
Important Topics in Causal Analysis: Summary of the CAWS 2021 Round Table Discussion
Erich Kummerfeld, Thomas Woolf, Will Glad, Michèle Sebag, Sisi Ma
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- CAWS 2021
- Readers: Everyone
A Prospective Observational Study to Investigate Performance of a Chest X-ray Artificial Intelligence Diagnostic Support Tool Across 12 U.S. Hospitals
Ju Sun, Le Peng, Taihui Li, Dyah Adila, Zach Zaiman, Genevieve B. Melton, Nicholas Ingraham, Eric Murray, Daniel Boley, Sean Switzer, John L. Burns, Kun Huang, Tadashi Allen, Scott D. Steenburg, Judy Wawira Gichoya, Erich Kummerfeld, Christopher J. Tignanelli
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- CoRR 2021
- Readers: Everyone
Applying Causal Discovery to Intensive Longitudinal Data
Brittany Stevenson, Erich Kummerfeld, Jennifer Merrill
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- CAWS 2021
- Readers: Everyone
Constructing Instrument Mapping Using Markov Boundary Techniques: A Case Study with Two Quality of Life Instruments
Sisi Ma, Thomas Kirsh, Erich Kummerfeld, Melissa Fisher, Brandon Schermitzler, Sophia Vinogradov
- Published: 01 Jan 2019, Last Modified: 12 May 2023
- BIBM 2019
- Readers: Everyone
Simulations evaluating resampling methods for causal discovery: ensemble performance and calibration
Erich Kummerfeld, Alexander Rix
- Published: 01 Jan 2019, Last Modified: 12 May 2023
- CoRR 2019
- Readers: Everyone
Investigating the effect of binning on causal discovery
Andrew Colt Deckert, Erich Kummerfeld
- Published: 01 Jan 2019, Last Modified: 12 May 2023
- BIBM 2019
- Readers: Everyone

View all 19 publications

Co-Authors

View all 51 co-authors