Rule-based Bayesian regression

DOI10.1007/S11222-022-10100-7zbMath1490.62012arXiv2008.00422OpenAlexW3046754200MaRDI QIDQ2152549

Indranil Pan, Themistoklis Botsas, Lachlan R. Mason

Publication date: 8 July 2022

Published in: Statistics and Computing (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2008.00422

zbMATH Keywords

Gaussian processesadvection-diffusionB-splinesBayesian inferenceprobabilistic programming

Mathematics Subject Classification ID

Computational methods for problems pertaining to statistics (62-08) Bayesian inference (62F15)

Uses Software

• PyMC
• BayesDA
• RStan
• TensorFlow
• rstan
• GitHub
• BartPy
• PRMLT

Cites Work

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• BART: Bayesian additive regression trees
• A practical guide to splines
• Learning data-driven discretizations for partial differential equations
• Advanced Lectures on Machine Learning
• Monte Carlo sampling methods using Markov chains and their applications
• A Simplex Method for Function Minimization
• Expert Knowledge Elicitation: Subjective but Scientific

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