Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
Results
Showing 1 to 3 of 3 for “"conditional independence testing"”.
-
Semiparametric Methods for Two Problems in Causal Inference using Machine Learning
… attention to doubly-robust methods and conditional independence testing. In the second chapter, we explore the doubly-robust estimation of the average partial effect — a generalisation of the linear coefficient in a (partially) linear model and a local measure of causal effect. This …
-
On the finite sample complexity of causal discovery and the value of domain expertise
… causal discovery under the assumption of a conditional independence (CI) oracle: an oracle that can states whether two random variables are conditionally independent given another set of random variables. Practical implementations of this algorithm incorporate statistical tests for …
-
Unsupervised Learning : Model-guided and Model-agnostic Approaches
… real-valued information estimation. The conditional variant of this quantity, conditional mutual information (CMI), is also estimated and applied to conditional independence testing. The above approaches to unsupervised learning do not assume any model for the data generation and learn it …