Brian D. Williamson

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 9

Top Topics

Cervical Cancer

Feature Importance

Data Analysis Tools

Dirichlet Process

Top Venues

J. Am. Medical Informatics Assoc.

BMC Medical Informatics Decis. Mak.

Publications

Joshua C. Smith, Brian D. Williamson, David J. Cronkite, Daniel Park, Jill M. Whitaker, Michael F. McLemore, Joshua Osmanski, Robert Winter, Arvind Ramaprasan, Ann Kelley, Mary Shea, Saranrat Wittayanukorn, Danijela Stojanovic, Yueqin Zhao, Sengwee Toh, Kevin B. Johnson, David Aronoff, David S. Carrell
Data-driven automated classification algorithms for acute health conditions: applying PheNorm to COVID-19 disease. J. Am. Medical Informatics Assoc. 31 (3) (2024)
David S. Carrell, James S. Floyd, Susan Gruber, Brian L. Hazlehurst, Patrick J. Heagerty, Jennifer C. Nelson, Brian D. Williamson, Robert Ball
A general framework for developing computable clinical phenotype algorithms. J. Am. Medical Informatics Assoc. 31 (8) (2024)
Brian D. Williamson, Drew King, Ying Huang
Practical considerations for variable screening in the Super Learner. CoRR (2023)
Yiqun T. Chen, Brian D. Williamson, Taylor Okonek, Charles J. Wolock, Andrew J. Spieker, Travis Y. Hee Wai, James P. Hughes, Scott S. Emerson, Amy Willis
rigr: Regression, Inference, and General Data Analysis Tools in R. J. Open Source Softw. 7 (80) (2022)
Sunwoo Han, Brian D. Williamson, Youyi Fong
Improving random forest predictions in small datasets from two-phase sampling designs. BMC Medical Informatics Decis. Mak. 21 (1) (2021)
Brian D. Williamson, Craig A. Magaret, Peter B. Gilbert, Sohail Nizam, Courtney Simmons, David C. Benkeser
Super LeArner Prediction of NAb Panels (SLAPNAP): a containerized tool for predicting combination monoclonal broadly neutralizing antibody sensitivity. Bioinform. 37 (22) (2021)
Brian D. Williamson, Jean Feng
Efficient nonparametric statistical inference on population feature importance using Shapley values. ICML (2020)
Craig A. Magaret, David C. Benkeser, Brian D. Williamson, Bhavesh Borate, Lindsay N. Carpp, Ivelin S. Georgiev, Ian Setliff, Adam S. Dingens, Noah Simon, Marco Carone, Christopher Simpkins, David C. Montefiori, Galit Alter, Wen-Han Yu, Michal Juraska, Paul Thatcher Edlefsen, Shelly Karuna, Nyaradzo M. Mgodi, Srilatha Edugupanti, Peter B. Gilbert
Prediction of VRC01 neutralization sensitivity by HIV-1 gp160 sequence features. PLoS Comput. Biol. 15 (4) (2019)
Jean Feng, Brian D. Williamson, Marco Carone, Noah Simon
Nonparametric variable importance using an augmented neural network with multi-task learning. ICML (2018)