Download lean/OAI/Probability/FirstPassage/CrossingTilt.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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4.53 kB
| import OAI.Probability.FirstPassage.FiniteEdgeTilt | |
| import OAI.Probability.FirstPassage.TiltRegionCount | |
| import OAI.Probability.FirstPassage.TiltPath | |
| import OAI.Probability.FirstPassage.RareFast | |
| namespace OAI | |
| namespace PlanarFPP | |
| open Set Finset MeasureTheory ProbabilityTheory Filter | |
| open scoped Topology | |
| noncomputable def crossingEvent (b m K s : ℝ) (n : ℤ) (t : Vertex) : Set (Edge → ℝ) := | |
| strictLocalizedEvent (rareFastVertices b 1 8 s n t) | |
| (fun p ds => p.1=t.1 ∧ (p+displacement ds).1=t.1+n) | |
| (fun _ _ => m*n+K*s) | |
| theorem measurableSet_crossingEvent (b m K s : ℝ) (n : ℤ) (t : Vertex) : | |
| MeasurableSet (crossingEvent b m K s n t) := measurableSet_strictLocalizedEvent _ _ _ | |
| theorem crossingEvent_depends (b m K s : ℝ) (n : ℤ) (t : Vertex) : | |
| DependsOnEdges (crossingEvent b m K s n t) (internalEdges (rareFastVertices b 1 8 s n t)) := | |
| strictLocalizedEvent_depends _ _ _ | |
| theorem crossingEvent_tilt_implication (b m a K lam s : ℝ) (n : ℤ) | |
| (hK : 0 ≤ K) (hlam : 0 ≤ lam) (hs : 0 < s) (hn : 0 < n) | |
| (hsmall : lam*s < n) (hgain : K+16*|a|+1 < lam*m) | |
| (w : Edge → ℝ) (hw : w ∈ crossingEvent b m K s n 0) : | |
| scaleFiniteEdges (internalEdges (rareFastVertices b 1 8 s n 0)) (1-lam*s/n) w ∈ | |
| rareFastEvent b m a 1 8 1 s n 0 := by | |
| rw [scaleFiniteEdges_event_iff _ _ _ (rareFastEvent_depends b m a 1 8 1 s n 0)] | |
| obtain ⟨p,ds,⟨hp,hq⟩,hin,hcost⟩ := hw | |
| have hx : ((displacement ds).1 : ℝ)=(n : ℝ) := by | |
| have he : (displacement ds).1=n := by simpa [Prod.fst_add,hp] using hq | |
| exact_mod_cast he | |
| have hstart : p ∈ rareFastRegion b 1 8 s n 0 := by | |
| have hh := hin 0 (by omega) | |
| simpa using hh | |
| have hend : p+displacement ds ∈ rareFastRegion b 1 8 s n 0 := by | |
| exact (mem_rareFastVertices ..).mp (pathIn_endpoint _ _ _ hin) | |
| have hr : |transverse b (displacement ds)| ≤ 16*s := by | |
| have ht := abs_sub (transverse b (p+displacement ds)) (transverse b p) | |
| simp only [transverse_add,add_sub_cancel_left] at ht | |
| have h1 := hstart.2.2 | |
| have h2 := hend.2.2 | |
| simp only [sub_zero,transverse_add] at h1 h2 | |
| linarith | |
| have hd := tilt_crossing_defect w b m a K lam s n hK hlam hs | |
| (by exact_mod_cast hn) hsmall hgain p ds hx hr hcost | |
| apply (mem_rareFastEvent ..).mpr | |
| refine ⟨p,ds,hp,hq,?_,?_⟩ | |
| · intro i hi | |
| exact (mem_rareFastVertices ..).mp (hin i hi) | |
| · simpa using hd | |
| theorem source_tilt_exponent_bound (N : ℕ) (lam s n : ℝ) | |
| (_hs : 0 ≤ s) (hn : 0 < n) (hN : (N : ℝ) ≤ 144*n*s) (hn3 : s^3 ≤ n) : | |
| 2*N*(lam*s/n)^2 ≤ 288*lam^2 := by | |
| calc | |
| _ ≤ (2*(144*n*s))*(lam*s/n)^2 := by gcongr | |
| _ = (288*lam^2)*(s^3/n) := by field_simp; ring | |
| _ ≤ (288*lam^2)*1 := mul_le_mul_of_nonneg_left ((div_le_one hn).mpr hn3) (by positivity) | |
| _ = _ := mul_one _ | |
| variable {Ω : Type*} [MeasurableSpace Ω] {P : Measure Ω} {τ : Edge → Ω → ℝ} | |
| theorem exponential_crossing_tilt_bound (h : ExponentialEnvironment P τ) | |
| (b m a K lam s : ℝ) (n : ℤ) (hK : 0 ≤ K) (hlam : 0 ≤ lam) | |
| (hs : 1 ≤ s) (hn : 1 ≤ n) (hn3 : s^3 ≤ n) | |
| (hsmall : lam*s/n ≤ 1/2) (hgain : K+16*|a|+1 < lam*m) : | |
| P.real {ω | (fun e => τ e ω) ∈ crossingEvent b m K s n 0} ^ 2 ≤ | |
| Real.exp (288*lam^2) * | |
| P.real {ω | (fun e => τ e ω) ∈ rareFastEvent b m a 1 8 1 s n 0} := by | |
| let _ := h.probability | |
| let S := internalEdges (rareFastVertices b 1 8 s n 0) | |
| let F := rareFastEvent b m a 1 8 1 s n 0 | |
| have hn0 : (0 : ℝ) < n := by exact_mod_cast (show 0 < n by omega) | |
| have hδ : 0 ≤ lam*s/n := by positivity | |
| have hlt : lam*s < n := by | |
| have hh := (div_le_iff₀ hn0).mp hsmall | |
| linarith | |
| have himp : {ω | (fun e => τ e ω) ∈ crossingEvent b m K s n 0} ⊆ | |
| {ω | scaleFiniteEdges S (1-lam*s/n) (fun e => τ e ω) ∈ F} := by | |
| intro ω hω | |
| exact crossingEvent_tilt_implication b m a K lam s n hK hlam (by linarith) (by omega) hlt hgain _ hω | |
| have hprob := measureReal_mono (μ := P) himp | |
| have hcomp := finite_edge_tilt_probability_sq_exp_bound h S (lam*s/n) hδ hsmall F | |
| (measurableSet_rareFastEvent ..) (rareFastEvent_depends b m a 1 8 1 s n 0) | |
| have hexp : Real.exp (2*S.card*(lam*s/n)^2) ≤ Real.exp (288*lam^2) := by | |
| apply Real.exp_le_exp.mpr | |
| exact source_tilt_exponent_bound S.card lam s n (by linarith) hn0 | |
| (rareFast_tilt_edges_card b s n hs hn) hn3 | |
| exact (pow_le_pow_left₀ measureReal_nonneg hprob 2).trans | |
| (hcomp.trans (mul_le_mul_of_nonneg_right hexp measureReal_nonneg)) | |
| end PlanarFPP | |
| end OAI | |