A Bayesian HMM infers time-varying posets from noisy linear extensions of dated witness lists and detects status changes among 12th-century bishops while rejecting bucket-order and series-parallel alternatives.
b) For t ∈ [B, E] set Mt,1 = {j1} ∩ M t, h(t) (1) = ∅ and simulate Zj1 ∼ V AR(bj1 ,ej1 ) K,ρ,θ (1) (recall β = 0S)
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Bayesian inference for partial orders from random linear extensions: power relations from 12th Century Royal Acta
A Bayesian HMM infers time-varying posets from noisy linear extensions of dated witness lists and detects status changes among 12th-century bishops while rejecting bucket-order and series-parallel alternatives.