Download lean/OAI/Probability/BinarySweep/FiniteLaws/SampleMoment.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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3.01 kB
| import Mathlib | |
| import OAI.Probability.BinarySweep.Representations.IsotypicProjectionMoment | |
| import OAI.Probability.BinarySweep.FiniteLaws.LinearEvenMoment | |
| import OAI.Probability.BinarySweep.FiniteLaws.IndependentPush | |
| namespace OAI | |
| noncomputable section | |
| open scoped BigOperators Classical | |
| namespace BinaryCoordinateSweeps | |
| open Irrep Representation TraceHolder Density | |
| lemma matrixMoment_linear {I : Type*} [Fintype I] [DecidableEq I] | |
| (q : ℕ) (M : Matrix I I ℂ) : matrixMoment q M=evenMoment q M.toEuclideanLin := by | |
| unfold matrixMoment evenMoment | |
| rw [← trace_toEuclideanLinear] | |
| simp only [euclidean_pow,Matrix.toLpLin_mul_same,←Module.End.mul_eq_comp, | |
| Matrix.star_eq_conjTranspose,Matrix.toEuclideanLin_conjTranspose_eq_adjoint] | |
| namespace Signed | |
| variable {A X : Type*} [Fintype A] [DecidableEq A] [Fintype X] {N : ℕ} | |
| {V : Type*} [NormedAddCommGroup V] [InnerProductSpace ℂ V] [FiniteDimensional ℂ V] | |
| def sampleMatrix (p : A → Bool) (w : X → ℂ) (f : X → Equiv.Perm (Fin N)) := | |
| ∑x, w x • actionMatrix p (f x) | |
| lemma sampleMatrix_linear (p : A → Bool) (w : X → ℂ) (f : X → Equiv.Perm (Fin N)) : | |
| (sampleMatrix p w f).toEuclideanLin=∑x, w x • hilbertTensorRep p N (f x) := by | |
| simp only [sampleMatrix,map_sum,map_smul,actionMatrix_linear] | |
| lemma sampleMatrix_average (p : A → Bool) (w : X → ℂ) (f : X → Equiv.Perm (Fin N)) : | |
| sampleMatrix p w f=signedAverage p (finitePush w f) := by | |
| exact (finitePush_expectation w f (actionMatrix p)).symm | |
| omit [FiniteDimensional ℂ V] in | |
| lemma sampleMatrix_commute (p : A → Bool) | |
| (ρ : Representation ℂ (Equiv.Perm (Fin N)) V) (w : X → ℂ) (f : X → Equiv.Perm (Fin N)) : | |
| isotypicProjection p ρ*sampleMatrix p w f=sampleMatrix p w f*isotypicProjection p ρ := by | |
| rw [sampleMatrix_average]; exact isotypicProjection_commutes_average p ρ _ | |
| lemma sample_projected_moment (p : A → Bool) | |
| (ρ : Representation ℂ (Equiv.Perm (Fin N)) V) [ρ.IsIrreducible] | |
| (hρ : ∀g v, ‖ρ g v‖=‖v‖) (w : X → ℂ) (f : X → Equiv.Perm (Fin N)) {q : ℕ} (hq : 0<q) : | |
| matrixMoment q (isotypicProjection p ρ*sampleMatrix p w f)= | |
| (Module.finrank ℂ (IntertwiningMap ρ (hilbertTensorRep p N)):ℝ)* | |
| evenMoment q (∑x, w x • ρ (f x)) := by | |
| rw [sampleMatrix_average,local_projected_moment p ρ hρ _ hq] | |
| rw [groupAverage,finitePush_expectation] | |
| lemma sampleMoment_le_projected (p : A → Bool) | |
| (ρ : Representation ℂ (Equiv.Perm (Fin N)) V) [ρ.IsIrreducible] | |
| (hρ : ∀g v, ‖ρ g v‖=‖v‖) | |
| (hocc : 0<Module.finrank ℂ (IntertwiningMap ρ (hilbertTensorRep p N))) | |
| (w : X → ℂ) (f : X → Equiv.Perm (Fin N)) {q : ℕ} (hq : 0<q) : | |
| evenMoment q (∑x, w x • ρ (f x))≤ | |
| matrixMoment q (isotypicProjection p ρ*sampleMatrix p w f) := by | |
| rw [sample_projected_moment p ρ hρ w f hq] | |
| exact le_mul_of_one_le_left (evenMoment_nonneg _ _) (by exact_mod_cast hocc) | |
| end Signed | |
| end BinaryCoordinateSweeps | |
| end | |
| end OAI | |