Samplinglib
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8.1 · Book p. 215 · PDF p. 227

Introduction to the Proximal Sampler

Introduces the Gaussian augmentation and alternating conditional updates defining the proximal sampler.

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Why is this valid?

Before composing kernels, both conditional normalizers must be measurable, positive, and finite.

Source assumptions

  • well-defined conditional samplers

Formal assumptions

  • kernel measurability
  • finite conditional normalizers
  • joint-law marginal identity
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todo · faithful paraphrase

ASTIS treats kernel measurability, normalization, Fubini/Tonelli, and marginal preservation as independent reusable roots.

No ASTIS-owned declaration is mapped yet.

Downstream consumers

  • proximal sampler convergence
  • structured sampling