openAI-math-dataset / lean /OAI /Probability /GammaPassage /ConcentrationScale.lean
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Add lean source and binary files (part 122)
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import Mathlib.Analysis.SpecialFunctions.Pow.Real
import Mathlib.Tactic.Linarith
import Mathlib.Tactic.Positivity
import Mathlib.Tactic.NormNum
namespace OAI
namespace GammaFPP.FiniteLocal
noncomputable def concentrationKappa (shape rate : ℝ) : ℝ :=
min (rate/4) (1/(4*((16*(2 : ℝ)^shape/rate^2)+1)))
lemma concentrationKappa_bounds {shape rate : ℝ} (hr : 0 < rate) :
0 < concentrationKappa shape rate ∧
concentrationKappa shape rate ≤ rate/4 ∧
concentrationKappa shape rate ≤ 1/4 ∧
(16*(2 : ℝ)^shape/rate^2)*(concentrationKappa shape rate)^2 ≤ 1/16 := by
let B : ℝ := 16*(2 : ℝ)^shape/rate^2
let k := concentrationKappa shape rate
have hB : 0 ≤ B := by dsimp [B]; positivity
have hk : 0 < k := by dsimp [k, concentrationKappa]; positivity
have hkr : k ≤ rate/4 := min_le_left _ _
have hkd : k ≤ 1/(4*(B+1)) := min_le_right _ _
have hd : 0 < 4*(B+1) := by linarith
have hm : k*(4*(B+1)) ≤ 1 := (le_div_iff₀ hd).mp hkd
have hBk : 0 ≤ B*k := mul_nonneg hB hk.le
have hkquarter : k ≤ 1/4 := by nlinarith
have hBkquarter : B*k ≤ 1/4 := by nlinarith
have hprod := mul_le_mul hBkquarter hkquarter hk.le (by norm_num : (0 : ℝ) ≤ 1/4)
refine ⟨hk, hkr, hkquarter, ?_⟩
change B*k^2 ≤ 1/16
nlinarith
end GammaFPP.FiniteLocal
end OAI