OAI/Probability/InvariantIsing/Cavity/CavityQuadraticAlgebra.lean
10 declarations, 0 contain sorry, 0 declared as axioms
The finite-dimensional algebra in cav:q-factor and the backward
quadratic recursion. The factors retain their order: neither the two
covariances nor the quadratic coefficient need commute.
- def
OAI.InvariantIsing.cavityBackwardQuadraticline 15Source documentation
The coefficient
K_i = K (1 - H_i K)⁻¹of the backward quadratic.def cavityBackwardQuadratic {d : ℕ} (K H : Matrix (Fin d) (Fin d) ℝ) : Matrix (Fin d) (Fin d) ℝ := K * (1 - H * K)⁻¹ - def
OAI.InvariantIsing.cavityStepTransitionline 19Source documentation
The conditional-mean matrix at a step from covariance
PtoC.def cavityStepTransition {d : ℕ} (K P C : Matrix (Fin d) (Fin d) ℝ) : Matrix (Fin d) (Fin d) ℝ := (1 - (P - C) * cavityBackwardQuadratic K C)⁻¹ - theorem
OAI.InvariantIsing.cavity_quadratic_factorline 22 - theorem
OAI.InvariantIsing.cavity_quadratic_det_ratioline 34 - theorem
OAI.InvariantIsing.cavity_quadratic_step_isUnitline 42 - theorem
OAI.InvariantIsing.cavityStepTransition_eqline 48 - theorem
OAI.InvariantIsing.cavity_quadratic_backward_inverseline 63Source documentation
The identity
J_i T_i = J_{i-1}used in square completion.theorem cavity_quadratic_backward_inverse {d : ℕ} (K P C : Matrix (Fin d) (Fin d) ℝ) (hP : IsUnit (1 - P * K).det) (hC : IsUnit (1 - C * K).det) : (1 - C * K)⁻¹ * cavityStepTransition K P C = (1 - P * K)⁻¹ := by …Mentions: OAI.InvariantIsing.cavityStepTransition
- theorem
OAI.InvariantIsing.cavityBackwardQuadratic_stepline 72Source documentation
The backward coefficient after integrating one level is exactly
K_{i-1}; this is the matrix identity incav:q-gaussian-integral.theorem cavityBackwardQuadratic_step {d : ℕ} (K P C : Matrix (Fin d) (Fin d) ℝ) (hP : IsUnit (1 - P * K).det) (hC : IsUnit (1 - C * K).det) : cavityBackwardQuadratic K C * cavityStepTransition K P C = cavityBackwardQuadratic K P := by …Mentions: OAI.InvariantIsing.cavityBackwardQuadratic, OAI.InvariantIsing.cavityStepTransition
- theorem
OAI.InvariantIsing.cavityBackwardQuadratic_transposeline 79 - theorem
OAI.InvariantIsing.cavityBackwardQuadratic_zeroline 90