2.2k citations · 4k across the 42 of their papers we have counts for
4 papers · 1 filter
Bayesian Probabilistic Numerical Integration with Tree-Based Models
Harrison Zhu, Xing Liu, Ruya Kang +3
Bayesian quadrature (BQ) is a method for solving numerical integration problems in a Bayesian manner, which allows users to quantify their uncertainty about the solution. The stand…
Bayesian Kernel Two-Sample Testing
Qinyi Zhang, Veit Wild, Sarah Filippi +2
In modern data analysis, nonparametric measures of discrepancies between random variables are particularly important. The subject is well-studied in the frequentist literature, whi…
Variable Prioritization in Nonlinear Black Box Methods: A Genetic Association Case Study
Lorin Crawford, Seth R. Flaxman, Daniel E. Runcie +1
The central aim in this paper is to address variable selection questions in nonlinear and nonparametric regression. Motivated by statistical genetics, where nonlinear interactions…
Detecting causal associations in large nonlinear time series datasets
Jakob Runge, Peer Nowack, Marlene Kretschmer +2
Identifying causal relationships from observational time series data is a key problem in disciplines such as climate science or neuroscience, where experiments are often not possib…