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Local Measurement Statistics

Local measurement statistics are the probabilities seen by an observer who can act only on one subsystem of a composite quantum system. The reduced density operator is physically meaningful because it reproduces exactly those statistics.

If the joint state on HA⊗HB\mathcal H_A\otimes\mathcal H_B is ρAB\rho_{AB} and

ρA=Tr⁡BρAB,\rho_A = \operatorname{Tr}_B\rho_{AB},

then every measurement performed only on AA can be computed from ρA\rho_A alone. The discarded subsystem BB can still carry correlations with AA, but it is not needed for local outcome probabilities on AA.

Helpful background. Reduced density operators defines the local state; partial trace supplies the contraction and cyclicity rules used below.

For bounded observables (in particular all finite-dimensional ones), a local measurement on AA has the form

MA⊗IB.M_A\otimes I_B.

The expectation value in the joint state is

⟨MA⟩=Tr⁡AB[ρAB(MA⊗IB)].\langle M_A\rangle = \operatorname{Tr}_{AB} \bigl[ \rho_{AB}(M_A\otimes I_B) \bigr].

The defining property of the partial trace gives

Tr⁡AB[ρAB(MA⊗IB)]=Tr⁡A(ρAMA).\operatorname{Tr}_{AB} \bigl[ \rho_{AB}(M_A\otimes I_B) \bigr] = \operatorname{Tr}_A(\rho_A M_A).

This identity is the operational meaning of ρA\rho_A: it is the unique density operator on HA\mathcal H_A that gives the same expectation values for all observables accessible on subsystem AA.

For a projective measurement on AA with projectors {Pa}\{P_a\},

PaPa′=δaa′Pa,∑aPa=IA,P_aP_{a'} = \delta_{aa'}P_a, \qquad \sum_a P_a=I_A,

the corresponding measurement on the composite system uses projectors

Pa⊗IB.P_a\otimes I_B.

The Born-rule probability for outcome aa is

p(a)=Tr⁡AB[ρAB(Pa⊗IB)]=Tr⁡A(ρAPa).\begin{aligned} p(a) &= \operatorname{Tr}_{AB} \bigl[ \rho_{AB}(P_a\otimes I_B) \bigr]\\ &= \operatorname{Tr}_A(\rho_A P_a). \end{aligned}

Thus the same local probabilities are obtained whether one starts from the full joint state and inserts an identity on BB, or first reduces to ρA\rho_A and then applies the ordinary density-operator Born rule.

The same statement holds for generalized measurement probabilities. Let {Ea}\{E_a\} be positive operators on HA\mathcal H_A satisfying

Ea≥0,∑aEa=IA.E_a\ge0, \qquad \sum_a E_a=I_A.

The operators EaE_a are the effects of a POVM. If this measurement is performed locally on AA, the corresponding effects on the joint system are

Ea⊗IB.E_a\otimes I_B.

The probability of outcome aa is

p(a)=Tr⁡AB[ρAB(Ea⊗IB)]=Tr⁡A(ρAEa).p(a) = \operatorname{Tr}_{AB} \bigl[ \rho_{AB}(E_a\otimes I_B) \bigr] = \operatorname{Tr}_A(\rho_A E_a).

This is why reduced density operators are not tied to projective measurements only. They summarize all statistics obtainable from any measurement whose effects act on the local subsystem.

If enough local measurements are performed on identically prepared copies, their statistics can reconstruct ρA\rho_A. For a qubit, for example,

ρA=12(I+r⋅σ),\rho_A = \frac12 \bigl( I+\mathbf r\cdot\boldsymbol\sigma \bigr),

where the Bloch vector components are

ri=Tr⁡(ρAσi),i∈{x,y,z}.r_i = \operatorname{Tr}(\rho_A\sigma_i), \qquad i\in\{x,y,z\}.

Measurements of σx\sigma_x, σy\sigma_y, and σz\sigma_z on subsystem AA determine r\mathbf r and therefore determine ρA\rho_A.

These are three convenient settings, not a universal minimum: a single informationally complete POVM can also reconstruct a qubit from many repeated preparations.

They do not determine ρAB\rho_{AB}. Many different joint states can have the same reduced state. Local tomography reconstructs the local state, not the global state.

A maximally mixed state need not give uniform POVM outcomes

Section titled “A maximally mixed state need not give uniform POVM outcomes”

For one qubit of a Bell pair, ρA=I/2\rho_A=I/2. Consequently

p(a)=12Tr⁡Ea.p(a)=\frac12\operatorname{Tr}E_a.

Every rank-one projective spin outcome has probability 1/21/2, irrespective of its axis. General POVM effects need not have equal traces. For example,

E0=12∣0⟩⟨0∣,E1=12∣0⟩⟨0∣,E2=∣1⟩⟨1∣E_0=\frac12|0\rangle\langle0|,\quad E_1=\frac12|0\rangle\langle0|,\quad E_2=|1\rangle\langle1|

are positive and sum to II. Their probabilities on I/2I/2 are 1/4,1/4,1/21/4,1/4,1/2. This device can be realized by a ZZ measurement followed by a fair random split of the 00 record into two labels.

The Bell state and the separable mixture (∣00⟩⟨00∣+∣11⟩⟨11∣)/2(|00\rangle\langle00|+|11\rangle\langle11|)/2 give the same probabilities for every local POVM, including this one. Their joint correlations differ, as calculated in classical correlation versus entanglement.

If a local measurement on AA has effects {Ea}\{E_a\} and a local measurement on BB has effects {Fb}\{F_b\}, then the joint probability is

p(a,b)=Tr⁡AB[ρAB(Ea⊗Fb)].p(a,b) = \operatorname{Tr}_{AB} \bigl[ \rho_{AB}(E_a\otimes F_b) \bigr].

The marginal probability for AA is obtained by summing over BB:

pA(a)=∑bp(a,b)=Tr⁡AB[ρAB(Ea⊗∑bFb)]=Tr⁡AB[ρAB(Ea⊗IB)]=Tr⁡A(ρAEa).\begin{aligned} p_A(a) &= \sum_b p(a,b)\\ &= \operatorname{Tr}_{AB} \left[ \rho_{AB} \left( E_a\otimes\sum_b F_b \right) \right]\\ &= \operatorname{Tr}_{AB} \bigl[ \rho_{AB}(E_a\otimes I_B) \bigr]\\ &= \operatorname{Tr}_A(\rho_A E_a). \end{aligned}

The local marginal does not depend on which complete measurement {Fb}\{F_b\} is chosen on BB. The joint distribution can depend strongly on both measurements, but the unconditioned local distribution on AA cannot.

Why a remote channel cannot change the marginal

Section titled “Why a remote channel cannot change the marginal”

In finite dimensions, let a trace-preserving operation on BB have Kraus operators KμK_\mu with ∑μKμ†Kμ=IB\sum_\mu K_\mu^\dagger K_\mu=I_B. This includes nonselective measurements and noise channels. Then

ρA′=∑μTr⁡B[(I⊗Kμ)ρAB(I⊗Kμ†)]=Tr⁡B[ρAB(I⊗∑μKμ†Kμ)]=ρA.\begin{aligned} \rho_A' &=\sum_\mu\operatorname{Tr}_B[(I\otimes K_\mu)\rho_{AB}(I\otimes K_\mu^\dagger)]\\ &=\operatorname{Tr}_B[\rho_{AB}(I\otimes\sum_\mu K_\mu^\dagger K_\mu)]\\ &=\rho_A. \end{aligned}

The middle step moves only operators on the traced factor cyclically. This proof allows BB‘s output space to differ from its input space when the partial trace is taken over the corresponding output.

A selected measurement outcome is trace decreasing before normalization and does not obey the completeness step. It can change the conditional state of AA. Averaging all outcomes recovers ρA\rho_A, and the result labels must be communicated to identify the selected subensembles. Conditional states works through this distinction; no-cloning and no-signalling discusses its communication consequences.

The statement assumes a genuinely local operation and no later interaction or transmitted system from BB to AA. It concerns an unchanged unconditioned marginal, not unchanged joint correlations.

Local tomography does not reconstruct correlations. Measurements on AA alone determine ρA\rho_A. Recording paired local outcomes on both sides can instead determine joint correlations.

Uniform spin outcomes do not imply uniform outcomes for every device. The probability on I/2I/2 is proportional to the trace of the POVM effect, which can differ between labels.

A selected branch is not a trace-preserving channel. Include all success and failure outcomes when applying the no-signalling proof.

  • Michael A. Nielsen and Isaac L. Chuang, Quantum Computation and Quantum Information, 10th anniversary ed., Cambridge University Press, 2010, chapters 2 and 8.
  • John Watrous, The Theory of Quantum Information, Cambridge University Press, 2018, chapters 2–3. Author-hosted text.
  1. A binary unsharp spin measurement has effects E±=(I±η n⋅σ)/2E_\pm=(I\pm\eta\,\mathbf n\cdot\boldsymbol\sigma)/2, with ∣n∣=1|\mathbf n|=1 and 0≤η≤10\le\eta\le1. Find its outcome probabilities on ρA=(I+r⋅σ)/2\rho_A=(I+\mathbf r\cdot\boldsymbol\sigma)/2.
Solution

Use Tr⁡σi=0\operatorname{Tr}\sigma_i=0 and Tr⁡(σiσj)=2δij\operatorname{Tr}(\sigma_i\sigma_j)=2\delta_{ij}:

p(±)=1±η r⋅n2.p(\pm)=\frac{1\pm\eta\,\mathbf r\cdot\mathbf n}{2}.

At η=1\eta=1 this is the projective spin rule. At η=0\eta=0 the device returns a fair random label independent of the state. For r=(0,0,1/2)\mathbf r=(0,0,1/2), n=z^\mathbf n=\hat z, and η=0.6\eta=0.6, the probabilities are 0.650.65 and 0.350.35.

  1. Show that every spin-direction measurement on one qubit of ∣Φ+⟩\lvert\Phi^+\rangle gives equal probabilities.
Solution

For either qubit of ∣Φ+⟩\lvert\Phi^+\rangle,

ρA=12I.\rho_A = \frac12 I.

A projective measurement along a unit direction n\mathbf n has projectors

P±=12(I±n⋅σ).P_\pm = \frac12 \bigl( I\pm\mathbf n\cdot\boldsymbol\sigma \bigr).

Therefore

p(±)=Tr⁡(ρAP±)=12Tr⁡(P±)=12,p(\pm) = \operatorname{Tr}(\rho_A P_\pm) = \frac12\operatorname{Tr}(P_\pm) = \frac12,

because each rank-one qubit projector has trace 11.

  1. Compare xx-basis joint measurements for ∣Φ+⟩\lvert\Phi^+\rangle and ρcc\rho_{\mathrm{cc}}.
Solution

The Bell state can be written in the xx basis as

∣Φ+⟩=12(∣++⟩+∣−−⟩).\lvert\Phi^+\rangle = \frac{1}{\sqrt2} \bigl( \lvert++\rangle+\lvert--\rangle \bigr).

Thus the outcomes agree: ++++ and −−-- each occur with probability 1/21/2.

For

ρcc=12∣00⟩⟨00∣+12∣11⟩⟨11∣,\rho_{\mathrm{cc}} = \frac12 \lvert00\rangle\langle00\rvert + \frac12 \lvert11\rangle\langle11\rvert,

each product state gives independent xx-basis outcomes with probability 1/41/4 for each pair. The mixture therefore gives

p(++)=p(+−)=p(−+)=p(−−)=14.p(++) = p(+-) = p(-+) = p(--) = \frac14.

The two states have the same one-qubit local statistics but different joint statistics.

  1. Explain why changing the measurement on BB cannot change the unconditioned probability for outcome aa on AA.
Solution

Let {Fb}\{F_b\} be any complete POVM on BB, so ∑bFb=IB\sum_b F_b=I_B. Then

∑bTr⁡AB[ρAB(Ea⊗Fb)]=Tr⁡AB[ρAB(Ea⊗∑bFb)]=Tr⁡AB[ρAB(Ea⊗IB)]=Tr⁡A(ρAEa).\begin{aligned} \sum_b \operatorname{Tr}_{AB} \bigl[ \rho_{AB}(E_a\otimes F_b) \bigr] &= \operatorname{Tr}_{AB} \left[ \rho_{AB} \left( E_a\otimes\sum_b F_b \right) \right]\\ &= \operatorname{Tr}_{AB} \bigl[ \rho_{AB}(E_a\otimes I_B) \bigr]\\ &= \operatorname{Tr}_A(\rho_A E_a). \end{aligned}

The final expression contains no reference to the particular measurement chosen on BB.