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PhyslibAlpha.ProbabilisticTheory.State.Metric

The metric space of states

i. Overview

A state is just a positive linear functional — no continuity is assumed. It turns out to be automatically bounded: `|ω A| ≤ ‖A‖`. Physically, a state can never predict an expectation value bigger than what the observable itself can read.

That bound induces an operator-norm distance between states, `dist`, making `𝓢[ℝ, E]` a `MetricSpace`. That in turn gives a notion of how mixed a state is: `distToPure`, its infimum distance to the set of pure states.

ii. Key results

- `UnitalPositiveLinearMap.abs_apply_le_orderUnitNorm` : a state's values are bounded by the order-unit norm. - `UnitalPositiveLinearMap.dist` : the operator-norm distance between states. - `UnitalPositiveLinearMap.distToPure` : a state's infimum distance to the set of pure states.

iii. Table of contents

  • A. States are bounded by the order-unit norm
  • B. The state metric
  • C. Distance to pure states

A. States are bounded by the order-unit norm

B. The state metric

C. Distance to pure states

17 declarations

theorem

ω(A)≤∥A∥\omega(A) \leq \|A\| for State ω\omega and Observable AA

For any state ω∈S(R,E)\omega \in \mathcal{S}(\mathbb{R}, E) on an Archimedean order-unit space EE and any element A∈EA \in E, the value assigned by the state to AA is bounded above by the order-unit norm of AA: ω(A)≤∥A∥ \omega(A) \leq \|A\| where ∥A∥\|A\| denotes the order-unit norm of AA, and ω(A)\omega(A) represents the expectation value of the observable AA in state ω\omega.

theorem

∣ω(A)∣≤∥A∥1|\omega(A)| \leq \|A\|_1 for States ω\omega and Observables AA

Let EE be an Archimedean order-unit space. For any state ω∈S(R,E)\omega \in \mathcal{S}(\mathbb{R}, E) (defined as a unital positive linear functional) and any observable A∈EA \in E, the absolute value of the expectation value ω(A)\omega(A) is bounded by the order-unit norm ∥A∥1\|A\|_1 of the observable: ∣ω(A)∣≤∥A∥1 |\omega(A)| \leq \|A\|_1

theorem

∣ω(A)−ϕ(A)∣≤2|\omega(A) - \phi(A)| \leq 2 for States ω,ϕ\omega, \phi and ∥A∥1≤1\|A\|_1 \leq 1

For any two states ω,ϕ∈S(R,E)\omega, \phi \in \mathcal{S}(\mathbb{R}, E) on an Archimedean order-unit space EE and any observable A∈EA \in E with order-unit norm ∥A∥1≤1\|A\|_1 \leq 1, the absolute difference between the values assigned by the states to AA is at most 2: ∣ω(A)−ϕ(A)∣≤2 |\omega(A) - \phi(A)| \leq 2 where ω(A)\omega(A) and ϕ(A)\phi(A) represent the "predictions" or expectation values of the observable AA in states ω\omega and ϕ\phi respectively.

theorem

{∣ω(A)−ϕ(A)∣:∥A∥1≤1}\{|\omega(A) - \phi(A)| : \|A\|_1 \le 1\} is Bounded Above

Let EE be an Archimedean order-unit space and let ω\omega and ϕ\phi be two states (unital positive linear functionals) on EE. The set of values {∣ω(A)−ϕ(A)∣:A∈E,∥A∥1≤1}\{|\omega(A) - \phi(A)| : A \in E, \|A\|_1 \le 1\}, where ∥A∥1\|A\|_1 is the order-unit norm of AA, is bounded above.

instance

The set {A∈E∣∥A∥1≤1}\{ A \in E \mid \|A\|_1 \le 1 \} is non-empty

In an Archimedean order-unit space EE, the set of elements A∈EA \in E whose order-unit norm ∥A∥1\|A\|_1 is less than or equal to 11 is non-empty.

definition

Distance dist(ω,ϕ)\text{dist}(\omega, \phi) between states ω\omega and ϕ\phi

For two states ω,ϕ∈S[R,E]\omega, \phi \in \mathcal{S}[\mathbb{R}, E] on an Archimedean order-unit space EE, the distance dist(ω,ϕ)\text{dist}(\omega, \phi) is defined as the operator-norm distance, which is the supremum of the absolute difference between their evaluations on any observable A∈EA \in E with an order-unit norm ∥A∥1≤1\|A\|_1 \le 1: dist(ω,ϕ)=sup⁡{∣ω(A)−ϕ(A)∣:A∈E,∥A∥1≤1} \text{dist}(\omega, \phi) = \sup \{ |\omega(A) - \phi(A)| : A \in E, \|A\|_1 \le 1 \} This measures how far apart the predictions of the two states can be for an observable of norm at most 11.

theorem

dist(ω,ϕ)≥0\text{dist}(\omega, \phi) \ge 0 for states ω,ϕ\omega, \phi

For any two states ω,ϕ∈S[R,E]\omega, \phi \in \mathcal{S}[\mathbb{R}, E] on an Archimedean order-unit space EE, the distance between them is non-negative: dist(ω,ϕ)≥0 \text{dist}(\omega, \phi) \ge 0 where dist(ω,ϕ)\text{dist}(\omega, \phi) is the operator-norm distance defined as the supremum of the absolute difference of their evaluations over elements of the space with order-unit norm at most 11.

theorem

Distance between states dist(ω,ϕ)≤2\text{dist}(\omega, \phi) \le 2

For any two states ω,ϕ∈S[R,E]\omega, \phi \in \mathcal{S}[\mathbb{R}, E] on an Archimedean order-unit space EE, the operator-norm distance dist(ω,ϕ)\text{dist}(\omega, \phi) between them is at most 22: dist(ω,ϕ)≤2 \text{dist}(\omega, \phi) \le 2 This means that the diameter of the state space S[R,E]\mathcal{S}[\mathbb{R}, E] is less than or equal to 22.

theorem

dist(ω,ω)=0\text{dist}(\omega, \omega) = 0 for any state ω\omega

For any state ω∈S[R,E]\omega \in \mathcal{S}[\mathbb{R}, E] on an Archimedean order-unit space EE, the distance between the state and itself is zero, i.e., dist(ω,ω)=0\text{dist}(\omega, \omega) = 0.

theorem

Symmetry of the state distance dist(ω,ϕ)=dist(ϕ,ω)\text{dist}(\omega, \phi) = \text{dist}(\phi, \omega)

For any two states ω,ϕ∈S[R,E]\omega, \phi \in \mathcal{S}[\mathbb{R}, E] on an Archimedean order-unit space EE, the distance between them is symmetric: dist(ω,ϕ)=dist(ϕ,ω) \text{dist}(\omega, \phi) = \text{dist}(\phi, \omega)

theorem

Triangle Inequality for the Distance Between States (dist(ω,ψ)≤dist(ω,ϕ)+dist(ϕ,ψ)\text{dist}(\omega, \psi) \le \text{dist}(\omega, \phi) + \text{dist}(\phi, \psi))

Let EE be an Archimedean order-unit space. For any three states ω,ϕ,ψ∈S[R,E]\omega, \phi, \psi \in \mathcal{S}[\mathbb{R}, E], the distance between them satisfies the triangle inequality: dist(ω,ψ)≤dist(ω,ϕ)+dist(ϕ,ψ) \text{dist}(\omega, \psi) \le \text{dist}(\omega, \phi) + \text{dist}(\phi, \psi) where dist\text{dist} is the operator-norm distance between states.

theorem

ψ(2e−1)=2ψ(e)−1\psi(2e - 1) = 2\psi(e) - 1 for a state ψ\psi and effect ee

Let EE be an Archimedean order-unit space and let ψ:E→R\psi: E \to \mathbb{R} be a state (a unital positive linear map). For any effect e∈Ee \in E (an element such that 0≤e≤10 \le e \le 1), let 2e−12e - 1 be the doubled and re-centered effect. The value of the state ψ\psi at this element satisfies ψ(2e−1)=2ψ(e)−1. \psi(2e - 1) = 2\psi(e) - 1.

instance

Metric space of states S[R,E]\mathcal{S}[\mathbb{R}, E]

The set of states S[R,E]\mathcal{S}[\mathbb{R}, E] on an Archimedean order-unit space EE is a metric space. A state ω∈S[R,E]\omega \in \mathcal{S}[\mathbb{R}, E] is a unital positive linear map from EE to R\mathbb{R}. The metric is the operator-norm distance induced by the order-unit norm on EE, where the distance between two states ω\omega and ϕ\phi is defined as: dist(ω,ϕ)=sup⁡{∣ω(A)−ϕ(A)∣:A∈E,∥A∥≤1} \text{dist}(\omega, \phi) = \sup \{ |\omega(A) - \phi(A)| : A \in E, \|A\| \le 1 \} This structure equips the state space with the necessary properties of a metric space, including symmetry, the triangle inequality, and the identity of indiscernibles.

definition

Distance to the set of pure states of a state ω\omega

Let EE be an Archimedean order-unit space and S[R,E]\mathcal{S}[\mathbb{R}, E] be the metric space of its states (unital positive linear maps ω:E→R\omega: E \to \mathbb{R}). For a given state ω\omega, this function calculates the infimum distance from ω\omega to the set of pure states, defined as: dist(ω,Pure)=inf⁡{dist(ω,ϕ):ϕ∈S[R,E],ϕ is pure} \text{dist}(\omega, \text{Pure}) = \inf \{ \text{dist}(\omega, \phi) : \phi \in \mathcal{S}[\mathbb{R}, E], \phi \text{ is pure} \} The distance is induced by the operator norm, and this value provides a measure of the "mixedness" of the state ω\omega.

theorem

dist(ω,Pure)≥0\text{dist}(\omega, \text{Pure}) \ge 0

For any state ω\omega in the metric space of states S[R,E]\mathcal{S}[\mathbb{R}, E] on an Archimedean order-unit space EE, the distance to the set of pure states is non-negative: 0≤dist(ω,Pure)0 \le \text{dist}(\omega, \text{Pure}).

theorem

dist(ω,Pure)=0\text{dist}(\omega, \text{Pure}) = 0 for pure states ω\omega

Let EE be an Archimedean order-unit space and S[R,E]\mathcal{S}[\mathbb{R}, E] be the space of its states (unital positive linear maps ω:E→R\omega: E \to \mathbb{R}). If a state ω∈S[R,E]\omega \in \mathcal{S}[\mathbb{R}, E] is a pure state, then its distance to the set of pure states is zero, i.e., dist(ω,Pure)=0\text{dist}(\omega, \text{Pure}) = 0.

theorem

`distToPure` is 11-Lipschitz

Let EE be an Archimedean order-unit space and S[R,E]\mathcal{S}[\mathbb{R}, E] be the metric space of its states (unital positive linear maps from EE to R\mathbb{R}). The function distToPure:S[R,E]→R\text{distToPure} : \mathcal{S}[\mathbb{R}, E] \to \mathbb{R}, which measures the infimum distance from a state ω\omega to the set of pure states, is 11-Lipschitz continuous. That is, for any two states ω,ϕ∈S[R,E]\omega, \phi \in \mathcal{S}[\mathbb{R}, E], the following inequality holds: ∣distToPure(ω)−distToPure(ϕ)∣≤dist(ω,ϕ) |\text{distToPure}(\omega) - \text{distToPure}(\phi)| \le \text{dist}(\omega, \phi) where dist(ω,ϕ)\text{dist}(\omega, \phi) is the operator-norm distance between the states.