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  2. Evidence lower bound - Wikipedia

    en.wikipedia.org/wiki/Evidence_lower_bound

    In variational Bayesian methods, the evidence lower bound (often abbreviated ELBO, also sometimes called the variational lower bound [1] or negative variational free energy) is a useful lower bound on the log-likelihood of some observed data.

  3. Infimum and supremum - Wikipedia

    en.wikipedia.org/wiki/Infimum_and_supremum

    There is a corresponding greatest-lower-bound property; an ordered set possesses the greatest-lower-bound property if and only if it also possesses the least-upper-bound property; the least-upper-bound of the set of lower bounds of a set is the greatest-lower-bound, and the greatest-lower-bound of the set of upper bounds of a set is the least ...

  4. Natural proof - Wikipedia

    en.wikipedia.org/wiki/Natural_proof

    A natural proof is a proof that establishes that a certain language lies outside of C and refers to a natural property that is useful against C. Razborov and Rudich give a number of examples of lower-bound proofs against classes C smaller than P/poly that can be "naturalized", i.e. converted

  5. Proof complexity - Wikipedia

    en.wikipedia.org/wiki/Proof_complexity

    Ben-Sasson and Wigderson (1999) provided a proof method reducing lower bounds on size of Resolution refutations to lower bounds on width of Resolution refutations, which captured many generalizations of Haken's lower bound. [18] It is a long-standing open problem to derive a nontrivial lower bound for the Frege system.

  6. Limit inferior and limit superior - Wikipedia

    en.wikipedia.org/wiki/Limit_inferior_and_limit...

    Thus, the infimum or meet of a collection of subsets is the greatest lower bound while the supremum or join is the least upper bound. In this context, the inner limit, lim inf X n, is the largest meeting of tails of the sequence, and the outer limit, lim sup X n, is the smallest joining of tails of the sequence. The following makes this precise.

  7. Fano's inequality - Wikipedia

    en.wikipedia.org/wiki/Fano's_inequality

    Fano's inequality can be interpreted as a way of dividing the uncertainty of a conditional distribution into two questions given an arbitrary predictor. The first question, corresponding to the term (), relates to the uncertainty of the predictor.

  8. Cramér–Rao bound - Wikipedia

    en.wikipedia.org/wiki/Cramér–Rao_bound

    Proof. First equation: ... measures how close this estimator's variance comes to this lower bound; estimator efficiency is defined as (^) = ⁡ (^) or the minimum ...

  9. Fréchet inequalities - Wikipedia

    en.wikipedia.org/wiki/Fréchet_inequalities

    The upper bound is known in Quantum Mechanics as reduction criterion for density matrices; it was first proven by [12] and independently formulated by. [13] The lower bound has been obtained in [11]: Theorem A.16 that provides a Bayesian interpretation of these bounds.