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Finite ensemble barycenters are density operators

Statement

For a finite ensemble (pa,ρa)a=1n of density operators on a nonzero finite-dimensional complex-inner-product space H, its barycenter ρˉ=∑a=1npaρa is a density operator. Regrouping the finite outcomes into blocks and assigning each block its normalized barycenter when its total weight is positive preserves the overall barycenter; zero-total-weight blocks contribute zero.

Facts & Assumptions

Given: n≥1, real weights pa≥0 with ∑apa=1, and density operators ρa on H.

[F1]

Ensemble and purification: an ensemble has finite probability weights and density-operator components; its barycenter is their weighted sum.

[F2]

Density operator: a density operator is non-negative with trace one.

[F3]

Non-negative and positive operators: a non-negative operator is self-adjoint and has nonnegative quadratic form.

[F4]

Trace is a linear functional on Mn(F): matrix trace preserves finite sums and scalar multiples; with The basis-independent trace of an endomorphism of a finite-dimensional vector space, this applies to endomorphism trace in a fixed basis.

[F5]

Every nonzero finite-dimensional complex inner-product space admits a density operator: every nonzero finite-dimensional complex-inner-product space has at least one density operator.

Proof

1.1givenF1F2F3algebra

Set ρˉ=∑a=1npaρa, the barycenter in [F1]. It is self-adjoint because it is a finite real linear combination of self-adjoint operators. For every x∈H, ⟨ρˉx,x⟩=∑apa⟨ρax,x⟩≥0 by [F2]–[F3], so ρˉ is non-negative.

2.1givenF2F4step 1.1algebra

By trace linearity [F4], tr⁡(ρˉ)=∑apatr⁡(ρa)=∑apa=1. Thus ρˉ is a density operator by [F2].

3.1givenF1F2F3F4step 1.1step 2.1algebra

Let B1,…,Bm partition the outcome indices and put qb=∑a∈Bbpa. If qb>0, the weights pa/qb within block Bb sum to one, so the argument in steps 1.1–2.1, applied to this finite normalized subensemble, shows that σb=qb−1∑a∈Bbpaρa is a density operator and qbσb=∑a∈Bbpaρa.

4.1givenF5step 3.1algebrachoose∎

If qb=0, nonnegativity of the weights forces every pa=0 in Bb. Choose any density operator σb using [F5]; then qbσb=0=∑a∈Bbpaρa. Summing the block identities gives ∑bqbσb=∑apaρa, so regrouping preserves the barycenter, including zero-weight blocks.

Depends on

Used by

Cited to discharge well-definedness by Ensemble and purification.

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Sources