Quantile Graphical Models: Prediction and Conditional Independence with Applications to Systemic Risk

Alexandre Belloni, Mingli Chen, Victor Chernozhukov

We propose two types of Quantile Graphical Models (QGMs) --- Conditional Independence Quantile Graphical Models (CIQGMs) and Prediction Quantile Graphical Models (PQGMs). CIQGMs ch…