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05/07/2021
Bayesian Modeling for Exposure Response Curve via Gaussian Processes: Causal Effects of Exposure to Air Pollution on Health Outcomes
Motivated by environmental health research on air pollution, we address ...
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05/29/2020
Rate-optimal refinement strategies for local approximation MCMC
Many Bayesian inference problems involve target distributions whose dens...
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10/10/2019
Late 19th-Century Navigational Uncertainties and Their Influence on Sea Surface Temperature Estimates
Accurate estimates of historical changes in sea surface temperatures (SS...
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10/02/2018
Unbiased estimation of log normalizing constants with applications to Bayesian cross-validation
Posterior distributions often feature intractable normalizing constants,...
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05/25/2018
Bias correction in daily maximum and minimum temperature measurements through Gaussian process modeling
The Global Historical Climatology Network-Daily database contains, among...
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10/18/2017