Documentation

TauCeti.Analysis.OperatorIdeal.Family.Schatten

Finite-exponent Schatten operator ideals #

The Schatten family for a finite real exponent p ≥ 1 is the operator-ideal family induced by the ℓᵖ symmetric gauge. Its gauge on a bounded map T between real or complex Hilbert spaces is (∑' n, aₙ(T)^p)^(1/p), where aₙ are the zero-based approximation numbers. In particular, membership is equivalent to summability of their p-th powers.

The family inherits the triangle inequality, homogeneity, domination of the operator norm, two-sided ideal inequalities and adjoint invariance from the symmetric-gauge construction. Its normed carriers are complete, since the gauge is lower semicontinuous in operator norm.

The Schatten gauges decrease as the exponent grows, because ℓᵖ norms do; hence the Schatten ideals increase with p, S_p ⊆ S_q for 1 ≤ p ≤ q. The endpoints p = 1 and p = 2 are the trace-class and Hilbert–Schmidt families, and the operator-norm family is the endpoint p = ∞ (TauCeti.SymmetricGauge.operatorIdealFamily_supGauge).

References #

noncomputable def TauCeti.OperatorIdealFamily.schatten (𝕜 : Type u) [RCLike 𝕜] (p : ℝ) (hp : 1 ≤ p) :

The Schatten p operator-ideal family, induced by the ℓᵖ symmetric gauge.

Instances For

    The Schatten p family is the family induced by the ℓᵖ symmetric gauge.

    @[simp]
    theorem TauCeti.OperatorIdealFamily.gauge_schatten {𝕜 : Type u} [RCLike 𝕜] {E : Type v} {F : Type w} [NormedAddCommGroup E] [InnerProductSpace 𝕜 E] [CompleteSpace E] [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] (p : ℝ) (hp : 1 ≤ p) (T : E →L[𝕜] F) :
    (schatten 𝕜 p hp).gauge T = (∑' (n : ℕ), ↑(T.singularValue n) ^ p) ^ (1 / p)

    The Schatten gauge is the ℓᵖ sum of the approximation numbers, with value ∞ when that power sum diverges.

    theorem TauCeti.OperatorIdealFamily.mem_finiteSubmodule_schatten_iff {𝕜 : Type u} [RCLike 𝕜] {E : Type v} {F : Type w} [NormedAddCommGroup E] [InnerProductSpace 𝕜 E] [CompleteSpace E] [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] (p : ℝ) (hp : 1 ≤ p) (T : E →L[𝕜] F) :
    T ∈ ((schatten 𝕜 p hp).operatorGauge E F).finiteSubmodule ↔ Summable fun (n : ℕ) => T.singularValue n ^ p

    An operator belongs to the Schatten p ideal exactly when the p-th powers of its approximation numbers are summable.

    The Schatten gauge is lower semicontinuous in the operator-norm topology.

    theorem TauCeti.OperatorIdealFamily.gauge_schatten_le_of_le {𝕜 : Type u} [RCLike 𝕜] {E : Type v} {F : Type w} [NormedAddCommGroup E] [InnerProductSpace 𝕜 E] [CompleteSpace E] [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] {p q : ℝ} (hp : 1 ≤ p) (hq : 1 ≤ q) (hpq : p ≤ q) (T : E →L[𝕜] F) :
    (schatten 𝕜 q hq).gauge T ≤ (schatten 𝕜 p hp).gauge T

    Monotonicity of the Schatten scale. For 1 ≤ p ≤ q, the Schatten q gauge of an operator is at most its Schatten p gauge.

    theorem TauCeti.OperatorIdealFamily.finiteSubmodule_schatten_le_of_le {𝕜 : Type u} [RCLike 𝕜] (E : Type v) (F : Type w) [NormedAddCommGroup E] [InnerProductSpace 𝕜 E] [CompleteSpace E] [NormedAddCommGroup F] [InnerProductSpace 𝕜 F] [CompleteSpace F] {p q : ℝ} (hp : 1 ≤ p) (hq : 1 ≤ q) (hpq : p ≤ q) :

    Inclusion of Schatten ideals. For 1 ≤ p ≤ q, every operator in the Schatten p ideal lies in the Schatten q ideal.

    instance TauCeti.OperatorIdealFamily.schatten_isComplete {𝕜 : Type u} [RCLike 𝕜] (p : ℝ) (hp : 1 ≤ p) :
    (schatten 𝕜 p hp).IsComplete

    Every finite-exponent Schatten ideal has complete normed carriers.

    noncomputable def TauCeti.SymmetricOperatorIdealFamily.schatten (𝕜 : Type u) [RCLike 𝕜] (p : ℝ) (hp : 1 ≤ p) :

    The adjoint-invariant diagonal-universe Schatten p family.

    Instances For
      @[simp]

      The underlying rectangular family of the symmetric Schatten family.