Deep Gaussian Processes on Directed Acyclic Graphs

Many real-world processes can be represented as compositions of functions along a directed acyclic graph (DAG).

Many real-world processes can be represented as compositions of functions along a directed acyclic graph (DAG). In causal modelling, these correspond to the underlying mechanisms; in engineering, to multiple fidelity levels; and in gene-regulatory networks, to transcription…