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sort_nodes = TRUE
(#35). Blocks are now only sorted when
sort_nodes = TRUE
, although they were previously always
sorted. In directed stochastic blocks, flipped incoming and outgoing
blocks, such that X
now contains info about outgoing blocks
and Y
now contains info about incoming blocks, as you would
expected if A[i, j]
encodes an edge from node
i
to node j
plot_expectation()
,
plot_sparse_matrix()
and expectation()
utilities (#34)expected_degrees()
(#34)poisson_edges
and
allow_self_loops
arguments to model object constructors
(i.e. sbm()
) rather than sample_*()
methods.
Additionally, when poisson_edges = FALSE
, the mixing matrix
S
is taken (after degree-scaling and possible
symmetrization for undirected models) to represent desired inter-factor
connection probabilities, and thus should be between zero and one. This
Bernoulli-parameterized S
is then transformed into the
equivalent (or approximately equivalent) Poisson S
. See
Section 2.3 of Rohe et al. (2017) for additional details about this
conversion and approximation of Bernoulli graphs by Poisson graphs
(#29).force_identifiability = TRUE
, and in overlapping SBMs with
force_pure = TRUE
, which are now the default.theta_out
is automatically generated
for directed DC-SBMs (#22)svds()
and eigs_sym()
methods,
which allow users to take spectral decompositions of expected adjacency
matrices conditional X
, S
and
Y
.NEWS.md
file to track changes to the
package.These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.