Exists min
OptimalHypothesisRate.exists_min
Plain-language statement
There exists an optimal T for the hypothesis testing, that is, it's a minimum and not just an infimum. This tightens the T from exists_min' to a ⟪ρ,T⟫ = 1 - ε bound.
Exact Lean statement
theorem exists_min (ρ : MState d) (ε : Prob) (S : Set (MState d)):
∃ (T : { m : HermitianMat d ℂ // ρ.exp_val (1 - m) ≤ ε ∧ 0 ≤ m ∧ m ≤ 1}),
(⨆ σ ∈ S, ⟨_, σ.exp_val_prob T.prop.right⟩ = β_ ε(ρ‖S))
∧ ρ.exp_val T = 1 - εFormal artifact
Lean source
theorem exists_min (ρ : MState d) (ε : Prob) (S : Set (MState d)): ∃ (T : { m : HermitianMat d ℂ // ρ.exp_val (1 - m) ≤ ε ∧ 0 ≤ m ∧ m ≤ 1}), (⨆ σ ∈ S, ⟨_, σ.exp_val_prob T.prop.right⟩ = β_ ε(ρ‖S)) ∧ ρ.exp_val T = 1 - ε := by obtain ⟨T, hT₁, hT₂⟩ := exists_min' ρ ε S --Instead of just `use T`, we (may) have to reduce it so that it saturates the ⟪ρ,T⟫ = 1 - ε bound. --We do this by multiplying it by a scalar less than 1 to get a `T'`. Since this operator is less --than T, it's still optimal in terms of achieving `β_ ε(ρ‖S)`, but it can get the `1 - ε` bound instead. set δ := ρ.exp_val ↑T - (1 - ε)-- with δ_def by_cases hδ : δ = 0 · use T, hT₁ linarith replace hδ : 0 < δ := by linarith +splitNe have hδ_le : δ ≤ 1 := by linarith [ρ.exp_val_le_one T.2.2.2, ε.2] have hTr : 0 < ρ.exp_val T := by linarith [ε.coe_le_one] set T' : HermitianMat d ℂ := (1 - δ / ρ.exp_val T) • T with hT'_def have hT'_le : T' ≤ T := by rw [← one_smul ℝ T.val, hT'_def] gcongr · exact T.2.2.1 · simp; positivity have hρT' : ρ.exp_val (1 - T') = ε := by simp [T', MState.exp_val_sub, δ, field] have hT' : ρ.exp_val (1 - T') ≤ ε ∧ 0 ≤ T' ∧ T' ≤ 1 := by use hρT'.le constructor · simp [T'] refine smul_nonneg ?_ T.2.2.1 bound · exact hT'_le.trans T.2.2.2 use ⟨T', hT'⟩ constructor · rw [OptimalHypothesisRate] at hT₁ ⊢ apply le_antisymm · apply le_iInf intro i refine le_trans ?_ (le_of_eq_of_le hT₁ ?_) · gcongr · exact iInf_le_iff.mpr fun _ a ↦ a i · exact iInf_le_iff.mpr fun _ a ↦ a ⟨T', hT'⟩ · simp [MState.exp_val_sub, ← hρT']- Project
- quantumInfo
- License
- MIT
- Commit
- 56e83a9288a3
- Source
- QuantumInfo/Finite/ResourceTheory/HypothesisTesting.lean:171-219
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conjTranspose_isometry_mul_isometry_le_one
Project documentation
The operator norm of the conjugate transpose is equal to the operator norm. -/ theorem Matrix.opNorm_conjTranspose_eq_opNorm {m n : Type*} [Fintype m] [Fintype n] [DecidableEq m] [DecidableEq n] (A : Matrix m n 𝕜) : Matrix.opNorm Aᴴ = Matrix.opNorm A := by unfold Matrix.opNorm rw [← ContinuousLinearMap.adjoint.norm_map (toEuclideanLin A).toContinuousLine...
Source project: quantumInfo
Person-level attribution pending.
Convex roof of pure
convex_roof_of_pure
Plain-language statement
The convex roof extension of g : KetUpToPhase d → ℝ≥0 applied to a pure state ψ is g (KetUpToPhase.mk ψ).
Source project: quantumInfo
Person-level attribution pending.
Id achieves Rate log dim
CPTPMap.id_achievesRate_log_dim
Plain-language statement
The identity channel on D dimensional space achieves a rate of log2(D).
Source project: quantumInfo
Person-level attribution pending.