Variational Disentanglement for Rare Event Modeling

1 code implementation • 17 Sep 2020 • Zidi Xiu, Chenyang Tao, Michael Gao, Connor Davis, Benjamin A. Goldstein, Ricardo Henao

Combining the increasing availability and abundance of healthcare data and the current advances in machine learning methods have created renewed opportunities to improve clinical decision support systems.

Disentanglement imbalanced classification +1

Variational Learning of Individual Survival Distributions

1 code implementation • 9 Mar 2020 • Zidi Xiu, Chenyang Tao, Benjamin A. Goldstein, Ricardo Henao

The abundance of modern health data provides many opportunities for the use of machine learning techniques to build better statistical models to improve clinical decision making.

Decision Making Survival Analysis +1

An Outcome Model Approach to Translating a Randomized Controlled Trial Results to a Target Population

no code implementations • 25 Jun 2018 • Benjamin A. Goldstein, Matthew Phelan, Neha J. Pagidipati, Rury R. Holman, Michael J. Pencina Elizabeth A Stuart

Our models suggested that the treatment effect for valsartan in our patient population was the same as in the trial, whereas for nateglinide treatment effect was stronger than observed in the original trial.