1.6k citations · 1.7k across the 16 of their papers we have counts for
Showing 2008Show all
2 papers · 1 filter
stat.ME2008★ 1.6k cited
BART: Bayesian additive regression trees
Hugh A. Chipman, Edward I. George, Robert E. McCulloch
We develop a Bayesian "sum-of-trees" model where each tree is constrained by a regularization prior to be a weak learner, and fitting and inference are accomplished via an iterativ…
stat.ML2008
On the underestimation of model uncertainty by Bayesian K-nearest neighbors
Wanhua Su, Hugh Chipman, Mu Zhu
When using the K-nearest neighbors method, one often ignores uncertainty in the choice of K. To account for such uncertainty, Holmes and Adams (2002) proposed a Bayesian framework…