Sensitivity Analysis in the Presence of Intrinsic Stochasticity for Discrete Fracture Network Simulations

no code implementations • 7 Dec 2023 • Alexander C. Murph, Justin D. Strait, Kelly R. Moran, Jeffrey D. Hyman, Hari S. Viswanathan, Philip H. Stauffer

In this paper, we perform a Sensitivity Analysis, which directly attributes the uncertainty observed in the QoI to the epistemic uncertainty from each input parameter and to the aleatoric uncertainty.

Bayesian joint modeling of chemical structure and dose response curves

1 code implementation • 27 Dec 2019 • Kelly R. Moran, David Dunson, Amy H. Herring

Our model also enables the prediction of chemical dose-response profiles based on chemical structure (that is, without in vivo or in vitro testing) by taking advantage of a large database of chemicals that have already been tested for toxicity in HTS programs.

Applications

Bayesian Hierarchical Factor Regression Models to Infer Cause of Death From Verbal Autopsy Data

1 code implementation • 20 Aug 2019 • Kelly R. Moran, Elizabeth L. Turner, David Dunson, Amy H. Herring

In low-resource settings where vital registration of death is not routine it is often of critical interest to determine and study the cause of death (COD) for individuals and the cause-specific mortality fraction (CSMF) for populations.

Applications