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Three Problems in Computable Probability Theory

Talkat Uncertainty in Computation 2016 · 2016-10-04..10-07· [machine-learning]
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slides:none on file

Proves that an exchangeable sequence with a computable law yields a computable mixing measure via effective moment approximations and uniform procedures; shows the two‑dimensional Aldous–Hoover generalization can fail: some exchangeable arrays are not almost everywhere computable though they remain samplable, and under mild assumptions the representing function is only computably measurable; constructs joint distributions whose disintegration encodes the halting problem, so conditioning can be non‑computable even for absolutely continuous joints.

AI-written summary · about

  1. 0:00Introduction to the topic
  2. 1:41De Finetti's theorem
  3. 15:50Computability notions
  4. 29:11Higher dimensional arrays
  5. 39:24Conditional distributions
  6. 46:16Q&A and concluding remarks
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