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Almost-Orthogonal Bases for Inner Product Polynomials

Talkat ITCS 2022 · 2022-01-31..02-03· [machine-learning]
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Provides an explicit almost‑orthogonal polynomial basis for orthogonally invariant functions of m Gaussian or spherical or Boolean vectors, with degree‑D basis elements Pg indexed by multigraphs and defined combinatorially as a signed sum over matching collections whose weights include N^{#cycles}. Key facts: E[Mg] equals the sum over perfect matching collections of N^{#cycles} so examples evaluate to N or N^2, Pg are orthogonal across different total degrees, and the spherical case can give negative inner products (K5 decomposition). Pg = sum over matching collections with sign and N^{cycles} E[Mg] = sum_{perfect matchings} N^{cycles}

AI-written summary · about

  1. 0:00Introduction
  2. 3:11Examples
  3. 6:58Space
  4. 12:37MG
  5. 16:00Basis
  6. 20:55Other Distributions
  7. 21:48Spherical
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