Sparse Graphical Modeling for High Dimensional Data: A Paradigm of Conditional Independence Tests Faming Liang Bochao Jia, Faming Liang Chapman & Hall August 2, 2023 This book offers a comprehensive… ...

Graphical models provide a robust framework for representing the conditional independence structure between variables through networks, enabling nuanced insight into complex high-dimensional data ...

Importantly, by assuming that the testlet dimensions are conditionally independent given the general dimension, the authors show, using a graphical model framework, that the integration over all ...