Schematic representation of the multi-step iterative block sampling procedure implemented in ALTAIR. Initially, a realisation of the 3D density contrast is obtained conditional on galaxy observations, followed by the other parameters being sampled conditional on the respective previous samples. Subsequent iterations of this procedure yield samples from the full joint posterior distribution within a modular statistical programming framework.
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