Parameterized by the encoding parameters Λ and the reconstruction parameters Θ, our NCRF-AE consists of the encoder and the decoder, which together forms the log-likelihood a highly non-convex function.
a careful observation shows that if we fix the encoder, the lower bound derived in the E step, is convex with respect to the reconstruction parameters Θ in the M step.