50 citations
- Statistical Research (United States)US25 papers
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4 papers · 1 filter
High Dimensional Forecasting via Interpretable Vector Autoregression
William B. Nicholson, Ines Wilms, Jacob Bien +1
Vector autoregression (VAR) is a fundamental tool for modeling multivariate time series. However, as the number of component series is increased, the VAR model becomes overparamete…
Formal Hypothesis Tests for Additive Structure in Random Forests
Lucas Mentch, Giles Hooker
While statistical learning methods have proved powerful tools for predictive modeling, the black-box nature of the models they produce can severely limit their interpretability and…
On Bayesian inference for the M/G/1 queue with efficient MCMC sampling
Alexander Y. Shestopaloff, Radford M. Neal
We introduce an efficient MCMC sampling scheme to perform Bayesian inference in the M/G/1 queueing model given only observations of interdeparture times. Our MCMC scheme uses a com…
Whole Exome Sequencing to Estimate Alloreactivity Potential Between Donors and Recipients in Stem Cell Transplantation
Juliana K. Sampson, Nihar U. Sheth, Vishal N. Koparde +10
Whole exome sequencing was performed on HLA-matched stem cell donors and transplant recipients to measure sequence variation contributing to minor histocompatibility antigen differ…