Sq prob Output bind le prob Output bind prod
sq_probOutput_bind_le_probOutput_bind_prod
Plain-language statement
Two conditionally independent executions dominate the square of the corresponding single-execution output probability.
Exact Lean statement
lemma sq_probOutput_bind_le_probOutput_bind_prod
(source : m α) (kernel : α → m β) (y : β) :
Pr[= y | source >>= kernel] ^ 2 ≤
Pr[= (y, y) | source >>= fun x => do
let a ← kernel x
let b ← kernel x
pure (a, b)]Formal artifact
Lean source
lemma sq_probOutput_bind_le_probOutput_bind_prod (source : m α) (kernel : α → m β) (y : β) : Pr[= y | source >>= kernel] ^ 2 ≤ Pr[= (y, y) | source >>= fun x => do let a ← kernel x let b ← kernel x pure (a, b)] := by have hfactor (x : α) : Pr[= (y, y) | do let a ← kernel x let b ← kernel x pure (a, b)] = Pr[= y | kernel x] * Pr[= y | kernel x] := by rw [probOutput_bind_bind_prod_mk_eq_mul'] simp only [show (fun a : β ↦ a) = id from rfl, id_map] rw [probOutput_bind_eq_tsum source kernel y, probOutput_bind_eq_tsum source (fun x ↦ do let a ← kernel x let b ← kernel x pure (a, b)) (y, y)] refine (ENNReal.sq_tsum_le_tsum_sq (fun x ↦ Pr[= x | source]) (fun x ↦ Pr[= y | kernel x]) (tsum_probOutput_le_one (mx := source))).trans_eq ?_ refine tsum_congr fun x ↦ ?_ rw [hfactor] simp [sq]- Project
- VCVio
- License
- Apache-2.0
- Commit
- 2ceb2d825ee3
- Source
- VCVio/EvalDist/Prod.lean:153-177
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