~/talk

Log-concave Polynomials and Spectral Independence 3

Talkat Analysis and TCS Boot Camp 2023 · 2023-06-05..06-09· [machine-learning]
links:none on file
slides:none on file

Shows that spectral independence of all conditionals gives a concrete mixing bound: with ζ-SI the Glauber spectral gap is at least 1/n^{1+ζ}; adding a global Markov property on bounded-degree graphs and bounded marginals yields a log Sobolev constant Ω(1/n) and hence n log n mixing. Proof tools are variance/entropy factorization via Dirichlet forms, an induction that peels off coordinates, and a shattering into small components lemma (random deletion on Δ-bounded graphs yields exponentially small large-component tails) that makes the factorization effective.

AI-written summary · about

  1. 0:00Introduction and concepts
  2. 1:57Mixing theorems
  3. 6:25Analysis for product measures
  4. 10:41Inductive factorization
  5. 13:31Restating the theorem
  6. 18:57Proof sketch of the key lemma
  7. 29:11Dynamical perspective
  8. 36:02Conditional independence
  9. 40:05Shattering bounds
  10. 43:23Model dependencies and closing
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