OAI/Probability/DilutedSpin/FiniteProjection.lean
12 declarations, 0 contain sorry, 0 declared as axioms
- def
OAI.DilutedSpinGlass.FiniteLaw.Projectsline 15Source documentation
Equality of the finite pushforward law, expressed without choosing a representation of fibers.
def Projects (P : FiniteLaw Ω) (Q : FiniteLaw Λ) (π : Ω → Λ) : Prop := …
Mentions: OAI.DilutedSpinGlass.FiniteLaw
- theorem
OAI.DilutedSpinGlass.FiniteLaw.Projects.logMeanline 18 - theorem
OAI.DilutedSpinGlass.FiniteLaw.Projects.bindline 24 - lemma
OAI.DilutedSpinGlass.FiniteLaw.uniform_expectline 31 - theorem
OAI.DilutedSpinGlass.FiniteLaw.uniform_spin_projectionline 38Source documentation
Forgetting the added spin sends the uniform (N+1)-spin prior exactly to the uniform N-spin prior, including N=0.
theorem uniform_spin_projection (N : ℕ) : Projects (uniform : FiniteLaw (Fin (N+1) → Spin)) (uniform : FiniteLaw (Fin N → Spin)) (fun σ i => σ i.succ) := by …Mentions: OAI.DilutedSpinGlass.FiniteLaw.Projects, OAI.DilutedSpinGlass.FiniteLaw.uniform, OAI.DilutedSpinGlass.FiniteLaw, OAI.DilutedSpinGlass.Spin
- def
OAI.DilutedSpinGlass.KernelTower.pathMapline 55 - def
OAI.DilutedSpinGlass.KernelTower.Projectsline 61Source documentation
A genuine prior-law projection at every vertex, not a conclusion about weighted roots.
def Projects (π : Ω → Λ) : (n : ℕ) → KernelTower Ω n → KernelTower Λ n → Prop | 0, _, _ => True | n+1, T, U => FiniteLaw.Projects T.1 U.1 π ∧ ∀ a, Projects π n (T.2 a) (U.2 (π a))
Mentions: OAI.DilutedSpinGlass.KernelTower, OAI.DilutedSpinGlass.FiniteLaw.Projects
- theorem
OAI.DilutedSpinGlass.KernelTower.backwardLog_of_projectsline 65 - theorem
OAI.DilutedSpinGlass.KernelTower.terminalTower_projectsline 81 - theorem
OAI.DilutedSpinGlass.KernelTower.terminalState_pathMapline 93 - lemma
OAI.DilutedSpinGlass.FiniteLaw.expect_commline 109 - theorem
OAI.DilutedSpinGlass.FiniteLaw.product_contractionline 122Source documentation
Successive projection of independent child vectors in a spatial contraction. This is the actual product law; no decorrelation is assumed.
theorem product_contraction {N k : ℕ} {α : Fin k → Type*} [∀ i, Fintype (α i)] (P : (i : Fin k) → FiniteLaw (α i)) (X : (i : Fin k) → α i → Fin N → ℝ) (hX : ∀ i x v, |X i x v| ≤ 1) (B : Fin N → ℝ) (hB : ∀ v, |B v| ≤ 1) : (pi P).l2 (fun x => dot (fun v => (∏ i, X i (x i) v)- ∏ i, (P i).expect (fun y => X i y v)) B) ≤ ∑ i, Real.sqrt (Real.sqrt ((P i).covarianceEnergy (X i))) := by …Mentions: OAI.DilutedSpinGlass.FiniteLaw, OAI.DilutedSpinGlass.FiniteLaw.pi, OAI.DilutedSpinGlass.FiniteLaw.l2, OAI.DilutedSpinGlass.FiniteLaw.dot, OAI.DilutedSpinGlass.FiniteLaw.expect, OAI.DilutedSpinGlass.FiniteLaw.covarianceEnergy