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PhyslibAlpha.ProbabilisticTheory.HilbertSpace.Unbounded.WeakIntegral

The vector-measure integral against a scalar matrix coefficient

For a bounded multiplier `f`, testing the spectral integral against two vectors and integrating the scalar spectral measure give the same result: `⟪y, (∫ f dμS) x⟫ = ∫ f d(μS.scalarMeasure x y)`. The right-hand side makes sense for unbounded `f` as well, which gives the weak integrals `∫ f d⟪y, μS(·) x⟫` used to state `T = ∫ λ dE(λ)` vector by vector.

Main definitions

- `weakIntegral`, `complexWeakIntegral` : `∫ f d⟪y, μS(·)x⟫`, for real- and complex-valued `f`. - `boundedIntegralOfUniformApprox_inner` : the weak integral of a bounded multiplier is the matrix coefficient of its spectral integral. - `unitaryConjSpectralMeasure_weakIntegral` : compatibility with unitary transport.

A. Bounded integrals agree with the vector-measure integral

B. The weak integral of a possibly-unbounded multiplier

6 declarations

theorem

⟨y,(∫f dμS)x⟩=∫f dμx,y\langle y, (\int f \, d\mu_S) x \rangle = \int f \, d\mu_{x,y}

Let α\alpha be a non-empty set and HH be a Hilbert space. Let μS\mu_S be a spectral measure on α\alpha. Let f:α→Cf: \alpha \to \mathbb{C} be a complex-valued function and {sn}\{s_n\} be a sequence of simple functions that converges uniformly to ff and is uniformly bounded (i.e., there exists C∈RC \in \mathbb{R} such that ∥sn(z)∥≤C\|s_n(z)\| \leq C for all nn and z∈αz \in \alpha). For any vectors x,y∈Hx, y \in H, let μx,y\mu_{x,y} be the complex-valued scalar measure defined by the matrix coefficient μx,y(A)=⟨y,μS(A)x⟩\mu_{x,y}(A) = \langle y, \mu_S(A)x \rangle. If the total variation of μx,y\mu_{x,y} is finite, then the inner product of yy with the vector-valued spectral integral of ff acting on xx is equal to the integral of ff with respect to the scalar measure μx,y\mu_{x,y}: ⟨y,(∫αf dμS)x⟩=∫αf(z) dμx,y(z)\langle y, \left( \int_{\alpha} f \, d\mu_S \right) x \rangle = \int_{\alpha} f(z) \, d\mu_{x,y}(z)

definition

Weak integral ∫f d⟨y,μS(⋅)x⟩\int f \, d\langle y, \mu_S(\cdot) x \rangle of a real-valued function ff

For a real-valued function f:α→Rf: \alpha \to \mathbb{R} and vectors x,y∈Hx, y \in H, the weak integral is defined as the integral ∫f dμx,y\int f \, d\mu_{x,y} of ff with respect to the complex scalar measure μx,y\mu_{x,y} associated with the spectral measure μS\mu_S, where μx,y(A)=⟨y,μS(A)x⟩\mu_{x,y}(A) = \langle y, \mu_S(A)x \rangle. The integration is performed using the scalar multiplication of the real values of ff on the complex values of the measure.

definition

Complex weak integral ∫f d⟨y,μSx⟩\int f \, d\langle y, \mu_S x \rangle

For a spectral measure μS\mu_S, a complex-valued multiplier function f:α→Cf: \alpha \to \mathbb{C}, and two vectors x,y∈Hx, y \in H in a Hilbert space, the complex weak integral is the integral of ff with respect to the complex-valued scalar measure μx,y\mu_{x, y} associated with μS\mu_S and the vectors x,yx, y. This scalar measure is defined such that for any measurable set EE, μx,y(E)=⟨y,μS(E)x⟩\mu_{x, y}(E) = \langle y, \mu_S(E) x \rangle. The integral is denoted as ∫f d⟨y,μSx⟩\int f \, d\langle y, \mu_S x \rangle.

theorem

Change of Variables for the Weak Integral: ∫g d(f∗μS)=∫(g∘f) dμS\int g \, d(f_* \mu_S) = \int (g \circ f) \, d\mu_S

Let α\alpha and β\beta be measurable spaces, and let f:α→βf: \alpha \to \beta be a measurable function. Let μS\mu_S be a spectral measure on α\alpha, and let x,yx, y be vectors in a Hilbert space HH. Let μx,y\mu_{x,y} denote the complex scalar measure defined by μx,y(E)=⟨y,μS(E)x⟩\mu_{x,y}(E) = \langle y, \mu_S(E) x \rangle. For a real-valued function g:β→Rg: \beta \to \mathbb{R}, if gg is almost everywhere strongly measurable with respect to the pushforward of the total variation of μx,y\mu_{x,y} under ff, and the composition g∘fg \circ f is integrable with respect to μx,y\mu_{x,y}, then ∫g d⟨y,(f∗μS)(⋅)x⟩=∫(g∘f) d⟨y,μS(⋅)x⟩ \int g \, d\langle y, (f_* \mu_S)(\cdot) x \rangle = \int (g \circ f) \, d\langle y, \mu_S(\cdot) x \rangle where f∗μSf_* \mu_S denotes the pushforward of the spectral measure μS\mu_S along the map ff.

theorem

Change of Variables for Complex Weak Integrals of Spectral Measures

Let μS\mu_S be a spectral measure on a measurable space α\alpha acting on a Hilbert space HH, and let f:α→βf: \alpha \to \beta be a measurable function. For any vectors x,y∈Hx, y \in H and a complex-valued function g:β→Cg: \beta \to \mathbb{C}, if gg is almost everywhere strongly measurable with respect to the pushforward of the variation of the scalar measure μx,y\mu_{x, y} (where μx,y(E)=⟨y,μS(E)x⟩\mu_{x, y}(E) = \langle y, \mu_S(E) x \rangle), and g∘fg \circ f is integrable with respect to μx,y\mu_{x, y}, then the complex weak integral of gg with respect to the pushforward spectral measure f∗μSf_*\mu_S satisfies: ∫βg d⟨y,(f∗μS)x⟩=∫α(g∘f) d⟨y,μSx⟩.\int_\beta g \, d\langle y, (f_*\mu_S) x \rangle = \int_\alpha (g \circ f) \, d\langle y, \mu_S x \rangle.

theorem

The weak integral of a unitarily conjugated spectral measure uμSu∗u \mu_S u^* equals the weak integral of μS\mu_S with vectors u−1xu^{-1}x and u−1yu^{-1}y

Let HH and H′H' be complex Hilbert spaces and u:H≅H′u: H \cong H' be a unitary operator (linear isometric equivalence). For a spectral measure μS\mu_S on HH and a real-valued function f:α→Rf: \alpha \to \mathbb{R}, let uμSu∗u \mu_S u^* denote the spectral measure on H′H' obtained by unitary conjugation. Then for any vectors x,y∈H′x, y \in H', the weak integral of ff with respect to the conjugated measure is given by ∫f d⟨y,(uμSu∗)(⋅)x⟩=∫f d⟨u−1y,μS(⋅)u−1x⟩, \int f \, d\langle y, (u \mu_S u^*)(\cdot) x \rangle = \int f \, d\langle u^{-1} y, \mu_S(\cdot) u^{-1} x \rangle, where u−1u^{-1} is the inverse of uu.