no code implementations • 1 Jun 2023 • Hengrui Luo, Matthew T. Pratola
In this paper we develop the randomized Sharded Bayesian Additive Regression Trees (SBT) model.
no code implementations • 4 Jan 2021 • Akira Horiguchi, Thomas J. Santner, Ying Sun, Matthew T. Pratola
This article proposes Pareto Front (PF) and Pareto Set (PS) estimation methods using Bayesian Additive Regression Trees (BART), which is a non-parametric model whose assumptions are typically less restrictive than popular alternatives, such as Gaussian Processes (GPs).
1 code implementation • 23 Aug 2019 • Hengrui Luo, Giovanni Nattino, Matthew T. Pratola
In this paper we introduce a novel model for Gaussian process (GP) regression in the fully Bayesian setting.
Statistics Theory Statistics Theory