context("BGe score")
test_that("The BGe score computed by compute_BGe_score is the same as the one
obtained by using the BiDAG package", {
num_samples <- 100
data_triple <- data.frame(L_k = rnorm(num_samples),
T_i = rnorm(num_samples),
T_j = rnorm(num_samples))
mec_bn <- get_Markov_equivalence_class_list(format = "bnlearn")
mec_amat <- get_Markov_equivalence_class_list(format = "amat")
log_evidence <- sapply(mec_bn, function(mec) {
compute_BGe_score(num_samples, colMeans(data_triple), cov(data_triple),
get_parents_list(mec), 5, rep(0, 3), 1)
})
log_evidence_BiDAG <- sapply(mec_amat, function(mec) {
BiDAG::DAGscore(BiDAG::scoreparameters(3, "bge", data_triple), mec)
})
expect_equal(log_evidence, log_evidence_BiDAG)
})
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