(26)–(27), p. 403 — for positive a_n, (26) implies Σ a_n = ∞
ProvedRobbinsMonroSA.Conv.eq_27p2o-batch-pfp2ap2o-gran-per-chapterp2o-plan-paperp2o-v1seriesstochastic-approximation
Let be positive constants satisfying
Then
This is used to show that , so that the linear growth (28) of in the partial sums of holds for large .
Formalization Note Indices are 0-based. Both "" are divergence of the partial sums to .
Preamble
import Mathlib import Definitions.Def_RobbinsMonroSA_Conv_Setting open MeasureTheory ProbabilityTheory Filter Topology
Formal statement
namespace RobbinsMonroSA.Conv
/-- (26)–(27), p. 403. For positive `a_n`, (26) implies `Σ a_n = ∞`. -/
theorem eq_27 (a : ℕ → ℝ) (hpos : ∀ n, 0 < a n) (h26 : StepCond26 a) :
Tendsto (fun N => ∑ n ∈ Finset.range N, a n) atTop atTop := by sorry
end RobbinsMonroSA.Conv
Source
Robbins and Monro, A stochastic approximation method, Ann. Math. Statist. 22 (1951), p. 403, (26)–(27)
Human review
Confirmed by the mission captain (proposal self-audit).
Confirmed by the moderator at approval.