bernoulli_powerset_expectation_single_coordinate
ProvedSingle-coordinate marginal of the Bernoulli powerset expectation. For a statistic depending only on the inclusion of one fixed coordinate ,
i.e. coordinate has marginal Bernoulli distribution. A direct consequence of the product-factorization (independence) lemma.
Preamble
import Definitions.Def_matrix_completion_neumann open MatrixCompletion open scoped BigOperators
Formal statement
theorem bernoulli_powerset_expectation_single_coordinate {n₁ n₂ : ℕ}
(p : ℝ) (w : Fin n₁ × Fin n₂) (g : ℝ → ℝ) :
bernoulliExpectation p (fun Omega => g (if w ∈ Omega then 1 else 0)) =
p * g 1 + (1 - p) * g 0 := by sorrySource
Boucheron–Lugosi–Massart, Concentration Inequalities (OUP 2013), Ch. 15; foundational independence of coordinate inclusions under the product-Bernoulli powerset measure, used for the q-moment Bernstein estimate in Candès–Recht 2009, arXiv:0805.4471, §6.