Ross D. Williams

According to our database, Ross D. Williams authored at least 10 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

A lossless one-shot distributed algorithm for addressing heterogeneity in multi-site generalized linear models.

Bingyu Zhang, Qiong Wu, Jenna Marie Reps, Lu Li, Jiayi Tong, Yiwen Lu, Dazheng Zhang, Juan Manuel Ramírez-Anguita, Jiang Bian, Milou T. Brand, Thomas Falconer, Miguel A. Mayer, Ross D. Williams, Yong Chen

J. Am. Medical Informatics Assoc., 2026

Estimating the Sample Size Required to Minimize Model Uncertainty Across Different Risk Profiles.

Fleur Vereijken, Jenna Marie Reps, Egill A. Fridgeirsson, Toby Hackmann, Ewout W. Steyerberg, Peter R. Rijnbeek, Ross D. Williams

Proceedings of the 2026 ACM Conference on Fairness, Accountability, and Transparency, 2026

2025

Unlocking efficiency in real-world collaborative studies: a multi-site international study with one-shot lossless GLMM algorithm.

Jiayi Tong, Jenna Marie Reps, Chongliang Luo, Yiwen Lu, Lu Li, Juan Manuel Ramírez-Anguita, Milou T. Brand, Scott L. DuVall, Thomas Falconer, Alex Mayer Fuentes, Xing He, Michael E. Matheny, Miguel A. Mayer, Bhavnisha K. Patel, Katherine Simon, Marc A. Suchard, Guojun Tang, Benjamin Viernes, Ross D. Williams, Mui Van Zandt, Fei Wang, Jiang Bian, Jiayu Zhou, David A. Asch, Yong Chen

npj Digit. Medicine, 2025

2024

Comparing penalization methods for linear models on large observational health data.

Egill A. Fridgeirsson, Ross D. Williams, Peter R. Rijnbeek, Marc A. Suchard, Jenna Marie Reps

J. Am. Medical Informatics Assoc., 2024

2023

Does Using a Stacking Ensemble Method to Combine Multiple Base Learners Within a Database Improve Model Transportability?

Cynthia Yang, Egill A. Fridgeirsson, Jan A. Kors, Jenna Marie Reps, Peter R. Rijnbeek, Jenna Wong, Ross D. Williams

Proceedings of the Caring is Sharing - Exploiting the Value in Data for Health and Innovation - Proceedings of MIE 2023, Gothenburg, Sweden, 22, 2023

The DELPHI Library: Improving Model Validation, Transparency and Dissemination Through a Centralised Library of Prediction Models.

Ross D. Williams, Sicco den Otter, Jenna Marie Reps, Peter R. Rijnbeek

Proceedings of the Caring is Sharing - Exploiting the Value in Data for Health and Innovation - Proceedings of MIE 2023, Gothenburg, Sweden, 22, 2023

Health-Analytics Data to Evidence Suite (HADES): Open-Source Software for Observational Research.

Martijn J. Schuemie, Jenna Reps, Adam Black, Frank J. DeFalco, Lee Evans, Egill A. Fridgeirsson, James P. Gilbert, Chris Knoll, Martin Lavallee, Gowtham A. Rao, Peter R. Rijnbeek, Katy Sadowski, Anthony G. Sena, Joel N. Swerdel, Ross D. Williams, Marc A. Suchard

Proceedings of the MEDINFO 2023 - The Future Is Accessible, 2023

2022

Learning patient-level prediction models across multiple healthcare databases: evaluation of ensembles for increasing model transportability.

Jenna Marie Reps, Ross D. Williams, Martijn J. Schuemie, Patrick B. Ryan, Peter R. Rijnbeek

BMC Medical Informatics Decis. Mak., 2022

Trends in the conduct and reporting of clinical prediction model development and validation: a systematic review.

Cynthia Yang, Jan A. Kors, Solomon Ioannou, Luis H. John, Aniek F. Markus, Alexandros Rekkas, Maria A. J. de Ridder, Tom M. Seinen, Ross D. Williams, Peter R. Rijnbeek

J. Am. Medical Informatics Assoc., 2022

Use of unstructured text in prognostic clinical prediction models: a systematic review.

Tom M. Seinen, Egill A. Fridgeirsson, Solomon Ioannou, Daniel Jeannetot, Luis H. John, Jan A. Kors, Aniek F. Markus, Victor Pera, Alexandros Rekkas, Ross D. Williams, Cynthia Yang, Erik M. van Mulligen, Peter R. Rijnbeek

J. Am. Medical Informatics Assoc., 2022