Presents the first goodness-of-fit test for independent component models with asymptotic validity in high dimensions without pre-whitening.
It follows that var(h1(X1)) = var E h(X1, X2)|X1 = ( 1 4 +O( 1 n))var ∥X1∥2 2 −tr(Σ) 2 + (4 +O( 1 n))var(X⊤ 1 ΣX1) −(2 +O( 1 n))cov ∥X1∥2 2 −tr(Σ) 2 , X⊤ 1 ΣX1
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A Goodness-of-Fit Test for Independent Component Models in High Dimensions
Presents the first goodness-of-fit test for independent component models with asymptotic validity in high dimensions without pre-whitening.