Download lean/OAI/Probability/SKBarriers/Calculus/ParameterWeakGrowth.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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1.54 kB
| import Mathlib | |
| import OAI.Probability.SKBarriers.Calculus.ParameterGrowth | |
| namespace OAI | |
| section | |
| section | |
| noncomputable section | |
| open scoped BigOperators | |
| open MeasureTheory ProbabilityTheory Filter | |
| namespace SK.Analytic | |
| section ParameterWeakGrowth | |
| variable {P E F : Type} [NormedAddCommGroup P] [NormedAddCommGroup E] [Norm F] | |
| theorem ParamExpGrowth.weakNorm {f : P × E → F} (hf : ParamExpGrowth f) | |
| (hn : ∀ z, 0 ≤ ‖f z‖) : ParamExpGrowth (fun z => ‖f z‖) := by | |
| apply hf.of_norm_le zero_le_one | |
| intro z | |
| rw [Real.norm_eq_abs,abs_of_nonneg (hn z),one_mul] | |
| theorem ParamExpGrowth.weakLocallyDominated {f : P × (E × ℝ) → F} | |
| (hf : ParamExpGrowth f) : | |
| GaussianLocallyDominated (fun z : (P × E) × ℝ => f (z.1.1,(z.1.2,z.2))) := by | |
| intro R | |
| obtain ⟨C,M,hC,hM,hf⟩ := hf R | |
| refine ⟨fun y => C*Real.exp (M*R)*Real.exp (M*|y|), | |
| (integrable_exp_mul_abs_gaussian M).const_mul _,?_⟩ | |
| rintro ⟨p,e⟩ y hpe | |
| have hp : ‖p‖ ≤ R := (le_max_left _ _).trans hpe | |
| have he : ‖e‖ ≤ R := (le_max_right _ _).trans hpe | |
| apply (hf p (e,y) hp).trans | |
| change C*Real.exp (M*‖(e,y)‖) ≤ C*Real.exp (M*R)*Real.exp (M*|y|) | |
| rw [mul_assoc,← Real.exp_add,← mul_add] | |
| apply mul_le_mul_of_nonneg_left _ hC | |
| apply Real.exp_le_exp.2 | |
| apply mul_le_mul_of_nonneg_left _ hM | |
| rw [Prod.norm_def,Real.norm_eq_abs] | |
| exact max_le (he.trans (le_add_of_nonneg_right (abs_nonneg _))) | |
| (le_add_of_nonneg_left ((norm_nonneg e).trans he)) | |
| end ParameterWeakGrowth | |
| end SK.Analytic | |
| end | |
| end | |
| end | |
| end OAI | |