46 citations · 61 across the 9 of their papers we have counts for
3 papers · 1 filter
Black Box Variational Bayesian Model Averaging
Vojtech Kejzlar, Shrijita Bhattacharya, Mookyong Son +1
For many decades now, Bayesian Model Averaging (BMA) has been a popular framework to systematically account for model uncertainty that arises in situations when multiple competing…
A Fast and Calibrated Computer Model Emulator: An Empirical Bayes Approach
Vojtech Kejzlar, Mookyong Son, Shrijita Bhattacharya +1
Mathematical models implemented on a computer have become the driving force behind the acceleration of the cycle of scientific processes. This is because computer models are typica…
Variational Inference with Vine Copulas: An efficient Approach for Bayesian Computer Model Calibration
Vojtech Kejzlar, Tapabrata Maiti
With the advancements of computer architectures, the use of computational models proliferates to solve complex problems in many scientific applications such as nuclear physics and…