2 votes

PC Algorithm Causal Inference

The PC algorithm starts with a complete graph (all nodes have edges to all remaining nodes). In the first step all node pairs are tested for conditional independence with conditional independence ...
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1 vote

PC Algorithm Causal Inference

As @ReelSaemon's answer points out, if the data is suggesting complete independence, you get a completely disconnected graph (no edges). You asked in the comments to @ReelSaemon's answer, how it can ...
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  • 6,258
1 vote

Formal approach to message passing algorithms

Graphical Models, Exponential Families, and Variational Inference by Martin Wainwright and Michael I. Jordan might fit the bill. Jordan is a very distinguished mathematician, and this book is ...
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