4 papers
Statistical Inference for Bivariate Functional Causal Discovery
Shreya Prakash, Fan Xia, Elena A. Erosheva
Causal discovery methods aim to determine the causal direction between variables using observational data. Functional causal discovery methods rely on structural and distributional…
Causal Discovery via Statistical Power (CDSP)
Shreya Prakash, Fan Xia, Elena A. Erosheva
Causal discovery methods aim to infer causal direction from observational data. Functional causal discovery approaches use structural asymmetries to identify causal directionality…
Bayesian Rank-Clustering
Michael Pearce, Elena A. Erosheva
Traditional statistical inference on ordinal comparison data results in an overall ranking of objects, e.g., from best to worst, with each object having a unique rank. However, ran…
A Diagnostic Tool for Functional Causal Discovery
Shreya Prakash, Fan Xia, Elena Erosheva
Causal discovery methods aim to determine the causal direction between variables using observational data. Functional causal discovery methods, such as those based on the Linear No…