import OAI.Probability.GaussianReplacement.StreamGeometry import OAI.Probability.GaussianRegression.ReplicaMoments namespace OAI open MeasureTheory ProbabilityTheory Set Filter open scoped ENNReal NNReal RealInnerProductSpace Topology noncomputable section universe u namespace NoiselessRegression open InnerProductSpace section GramFactorization variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] {ι : Type*} [Fintype ι] variable (n : ℕ) end GramFactorization section GramDistances variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] [FiniteDimensional ℝ E] {n : ℕ} variable [MeasurableSpace E] [BorelSpace E] end GramDistances section PiLast variable {E : Type*} [MeasurableSpace E] {n : ℕ} (ν : Measure E) [SigmaFinite ν] end PiLast section ReplicaMoments variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] [FiniteDimensional ℝ E] [MeasurableSpace E] [BorelSpace E] end ReplicaMoments section AePiLast variable {E : Type*} [MeasurableSpace E] {n : ℕ} (ν : Measure E) [SigmaFinite ν] end AePiLast section ReplicaNondegenerate variable {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] [FiniteDimensional ℝ E] [MeasurableSpace E] [BorelSpace E] end ReplicaNondegenerate end NoiselessRegression end end OAI