Nothing
context("robust and noisy FCM tests")
#%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
#### Testing the function producing the sigmas
#%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
test_that("The calcRobustSigmas function must returned what is expected",{
data <- rbind(
c(1,2,3),
c(1,1,1),
c(1,2,2),
c(1,1,1),
c(1,2,3)
)
belong_matrix <- rbind(
c(0.2,0.8),
c(0.4,0.6),
c(0.5,0.5),
c(0.5,0.5),
c(0.7,0.3)
)
m <- 1.5
centers <- calcCentroids(data, belong_matrix, m)
powered <- belong_matrix**m
expected <- sqrt(sapply(1:2, function(i){
ui <- powered[,i]
denom <- sum(ui)
num <- sum(calcEuclideanDistance2(data, centers[i,]) * ui)
return(num/denom)
}))
obtained <- calcRobustSigmas(data, belong_matrix, centers, m)
expect_equal(expected, obtained)
})
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