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Calculate function value of CMTF

Usage

cmtf_fun(x, Z, manual = FALSE)

Arguments

x

Vectorized parameters of the CMTF model.

Z

Z object as generated by setupCMTFdata().

manual

Manual calculation of each loss term (default FALSE)

Value

Function value of the CMTF loss value if manual=FALSE, otherwise a vector of the loss values per term.

Examples

A = array(rnorm(108*2), c(108, 2))
B = array(rnorm(100*2), c(100, 2))
C = array(rnorm(10*2), c(10, 2))
D = array(rnorm(100*2), c(100,2))
E = array(rnorm(10*2), c(10,2))

df1 = reinflateTensor(A, B, C)
df2 = reinflateTensor(A, D, E)
datasets = list(df1, df2)
modes = list(c(1,2,3), c(1,4,5))
Z = setupCMTFdata(datasets, modes, normalize=FALSE)

init = initializeCMTF(Z, 2, output="vect")
f = cmtf_fun(init, Z)