Samplinglib
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7.4 · Book p. 197 · PDF p. 209

Markov Chains in Discrete Time

Develops conductance, warm starts, mixing, and functional inequalities for discrete-time transition kernels.

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Place in the proof route

The chapter uses this material in the route toward The Metropolis-Hastings correction preserves the target through detailed balance. The declaration-level source map is intentionally left inside the formalization layer until exact theorem anchors have been audited.

Why is this valid?

Chapter-level validity conditions

  • Kernel measurability and exceptional zero-density cases must be defined.
  • Detailed balance is a measure identity, not merely a pointwise density calculation.
  • Cold-start arguments require smoothing or explicit initialization bounds.
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No declaration-level mapping has been accepted for this section. This is a route status, not a failed Lean declaration.