Katherine Heller

Underspecification Presents Challenges for Credibility in Modern Machine Learning

Alexander D’Amour, Katherine Heller, Dan Moldovan et al. · arXiv (Cornell University) · 2020 · 430 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +17

Bayesian hierarchical clustering

Katherine Heller, Zoubin Ghahramani · 2005 · 369 citations

Document Clustering, Bayesian Statistics, Mixture Distribution +15

The value of standards for health datasets in artificial intelligence-based applications

Anmol Arora, Joseph Alderman, Joanne Palmer et al. · Nature Medicine · 2023 · 231 citations · Full text

Development and validation of machine learning models to identify high-risk surgical patients using automatically curated electronic health record data (Pythia): A retrospective, single-site study

Kristin Corey, Sehj Kashyap, Elizabeth Lorenzi et al. · PLoS Medicine · 2018 · 203 citations · Full text

Real-World Integration of a Sepsis Deep Learning Technology Into Routine Clinical Care: Implementation Study

Mark Sendak, William Ratliff, Dina Sarro et al. · JMIR Medical Informatics · 2019 · 197 citations · Full text