Generating Equivalent Models
equivalenceClass(x)
generates a complete partially directed acyclic graph
(CPDAG) from an input DAG x
. The CPDAG represents all graphs that are Markov
equivalent to x
: undirected
edges in the CPDAG can be oriented either way, as long as this does not create a cycle
or a new v-structure (a sugraph a -> m <- b, where a and b are not adjacent).
equivalenceClass(x) equivalentDAGs(x, n = 100)
x |
the input graph, a DAG. |
n |
maximal number of returned graphs. |
equivalentDAGs(x,n)
enumerates at most n
DAGs that are Markov equivalent
to x
.
# How many equivalent DAGs are there for the sports DAG example? g <- getExample("Shrier") length(equivalentDAGs(g)) # Plot all equivalent DAGs par( mfrow=c(2,3) ) lapply( equivalentDAGs(g), plot ) # How many edges can be reversed without changing the equivalence class? sum(edges(equivalenceClass(g))$e == "--")
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