Skip to content

Entanglement Entropy

Entanglement entropy is the von Neumann entropy of a subsystem of a pure bipartite state. The first density-operator introduction to the formula is Entropy Overview. The broader reduced-state quantity is Subsystem Entropy; this page specializes it to pure-state bipartite entanglement. If the joint state on ABAB is pure,

ρAB=∣Ψ⟩⟨Ψ∣,\rho_{AB} = \lvert\Psi\rangle\langle\Psi\rvert,

then the entanglement entropy across the A∣BA\vert B split is

SA=S(ρA)=−Tr⁡(ρAlog⁡ρA),ρA=Tr⁡BρAB.S_A = S(\rho_A) = -\operatorname{Tr}(\rho_A\log\rho_A), \qquad \rho_A=\operatorname{Tr}_B\rho_{AB}.

For pure bipartite states, this quantity measures how entangled AA is with BB. For mixed joint states, the entropy of a subsystem is not by itself an entanglement measure.

Let

∣Ψ⟩AB∈HA⊗HB\lvert\Psi\rangle_{AB} \in \mathcal H_A\otimes\mathcal H_B

be a normalized pure state. Define

ρA=Tr⁡B(∣Ψ⟩⟨Ψ∣),ρB=Tr⁡A(∣Ψ⟩⟨Ψ∣).\rho_A=\operatorname{Tr}_B \bigl( \lvert\Psi\rangle\langle\Psi\rvert \bigr), \qquad \rho_B=\operatorname{Tr}_A \bigl( \lvert\Psi\rangle\langle\Psi\rvert \bigr).

The entanglement entropy is

E(Ψ)=S(ρA)=S(ρB).E(\Psi) = S(\rho_A) = S(\rho_B).

The equality S(ρA)=S(ρB)S(\rho_A)=S(\rho_B) holds because the nonzero spectra of ρA\rho_A and ρB\rho_B are the same for a pure bipartite state.

For a density operator ρ\rho with eigenvalues λk\lambda_k, the von Neumann entropy is

S(ρ)=−Tr⁡(ρlog⁡ρ)=−∑kλklog⁡λk.S(\rho) = -\operatorname{Tr}(\rho\log\rho) = -\sum_k \lambda_k\log\lambda_k.

The convention is

0log⁡0=0,0\log0=0,

understood as a limit.

The base of the logarithm fixes the units:

  • log⁡2\log_2 gives entropy in bits;
  • ln⁡\ln gives entropy in nats.

This page states numerical examples in bits unless otherwise noted.

Use the Schmidt decomposition

∣Ψ⟩=∑rsr∣ur⟩A∣vr⟩B.\lvert\Psi\rangle = \sum_r s_r \lvert u_r\rangle_A\lvert v_r\rangle_B.

The reduced density operators are

ρA=∑rsr2∣ur⟩⟨ur∣A,ρB=∑rsr2∣vr⟩⟨vr∣B.\rho_A = \sum_r s_r^2 \lvert u_r\rangle\langle u_r\rvert_A, \qquad \rho_B = \sum_r s_r^2 \lvert v_r\rangle\langle v_r\rvert_B.

Thus ρA\rho_A and ρB\rho_B have the same nonzero eigenvalues sr2s_r^2. Entropy depends only on eigenvalues, so

S(ρA)=S(ρB).S(\rho_A)=S(\rho_B).

This equality is special to pure joint states. If ρAB\rho_{AB} is mixed, the subsystem entropies need not be equal.

Let

pr=sr2.p_r=s_r^2.

Then

E(Ψ)=−∑rprlog⁡pr.E(\Psi) = -\sum_r p_r\log p_r.

In base 22,

E2(Ψ)=−∑rprlog⁡2prbits.E_2(\Psi) = -\sum_r p_r\log_2 p_r \quad \text{bits}.

The formula shows that pure-state entanglement entropy is the Shannon entropy of the squared Schmidt coefficients.

For a product pure state,

∣Ψ⟩=∣α⟩A⊗∣β⟩B,\lvert\Psi\rangle = \lvert\alpha\rangle_A\otimes\lvert\beta\rangle_B,

the Schmidt coefficients are just

s1=1.s_1=1.

Thus

E(Ψ)=−(1)log⁡(1)=0.E(\Psi) = -(1)\log(1) = 0.

Product pure states have zero entanglement entropy.

For the Bell state

∣Φ+⟩=12(∣00⟩+∣11⟩),\lvert\Phi^+\rangle = \frac{1}{\sqrt2} \bigl( \lvert00\rangle+\lvert11\rangle \bigr),

the Schmidt probabilities are

p1=p2=12.p_1=p_2=\frac12.

Therefore

E2(Φ+)=−12log⁡212−12log⁡212=1.\begin{aligned} E_2(\Phi^+) &= -\frac12\log_2\frac12 -\frac12\log_2\frac12\\ &= 1. \end{aligned}

A Bell state has one bit of entanglement entropy. It is common to say it contains one ebit of bipartite entanglement.

For

∣Ψθ⟩=cos⁡θ ∣00⟩+sin⁡θ ∣11⟩,0≤θ≤π2,\lvert\Psi_\theta\rangle = \cos\theta\,\lvert00\rangle + \sin\theta\,\lvert11\rangle, \qquad 0\le\theta\le\frac{\pi}{2},

the Schmidt probabilities are

p1=cos⁡2θ,p2=sin⁡2θ.p_1=\cos^2\theta, \qquad p_2=\sin^2\theta.

The entanglement entropy in bits is

E2(Ψθ)=−cos⁡2θ log⁡2(cos⁡2θ)−sin⁡2θ log⁡2(sin⁡2θ).E_2(\Psi_\theta) = -\cos^2\theta\,\log_2(\cos^2\theta) -\sin^2\theta\,\log_2(\sin^2\theta).

It is zero at θ=0\theta=0 and θ=π/2\theta=\pi/2, and it reaches one bit at θ=π/4\theta=\pi/4.

If the smaller subsystem dimension is

d=min⁡(dim⁡HA,dim⁡HB),d=\min(\dim\mathcal H_A,\dim\mathcal H_B),

then

0≤E2(Ψ)≤log⁡2d.0\le E_2(\Psi)\le \log_2 d.

The upper bound occurs when the nonzero Schmidt probabilities are all equal:

pr=1d,r=1,…,d.p_r=\frac1d, \qquad r=1,\ldots,d.

Then

E2(Ψ)=log⁡2d.E_2(\Psi)=\log_2 d.

For two qubits, this maximum is 11 bit. For two qutrits, it is log⁡23\log_2 3 bits.

For a pure bipartite state, entanglement entropy measures the amount of entanglement across the chosen split. It is invariant under local unitaries:

∣Ψ⟩↦(UA⊗UB)∣Ψ⟩.\lvert\Psi\rangle \mapsto (U_A\otimes U_B)\lvert\Psi\rangle.

It is also additive for independent pure pairs:

E(Ψ1⊗Ψ2)=E(Ψ1)+E(Ψ2).E(\Psi_1\otimes\Psi_2) = E(\Psi_1)+E(\Psi_2).

However, S(ρA)S(\rho_A) is not a general mixed-state entanglement measure. If ρAB\rho_{AB} is mixed, subsystem entropy can include ordinary classical uncertainty, thermal entropy, environmental noise, and correlations that are not entanglement. Mixed-state entanglement requires different tools.

In many-body physics, one often studies the entropy of a spatial region or a collection of sites in a pure many-body state. The same formula appears:

SA=−Tr⁡(ρAlog⁡ρA).S_A=-\operatorname{Tr}(\rho_A\log\rho_A).

The interpretation becomes richer. Entanglement entropy can diagnose area laws, critical scaling, topological order, tensor-network efficiency, and thermalization behavior.

In QFT, entanglement entropy is subtle because local regions have infinitely many degrees of freedom. The entropy often depends on a short-distance regulator and can diverge. The finite-dimensional formula here is the conceptual starting point, not the complete field-theoretic story.

For spatial partitions, exact many-body benchmarks, area and volume laws, critical scaling, and tensor-network consequences, see Entanglement Entropy in Many-Body Systems. For continuum-region, modular-Hamiltonian, relative-entropy, and holography cautions, see Entanglement in QFT Preview.

  • Forgetting to specify the subsystem split.
  • Using S(ρA)S(\rho_A) as an entanglement measure when the global state is mixed.
  • Leaving the logarithm base ambiguous in numerical answers.
  • Thinking zero local expectation values imply maximal entanglement.
  • Confusing Schmidt coefficients srs_r with probabilities pr=sr2p_r=s_r^2.
  • Treating entanglement entropy as a directly measured observable rather than a nonlinear function of the state.
  • J. von Neumann, Mathematical Foundations of Quantum Mechanics, Princeton University Press, 1955.
  • A. Peres, Quantum Theory: Concepts and Methods, Kluwer, 1995.
  • M. A. Nielsen and I. L. Chuang, Quantum Computation and Quantum Information, Cambridge University Press, 2010.
  • R. Horodecki, P. Horodecki, M. Horodecki, and K. Horodecki, “Quantum Entanglement,” Reviews of Modern Physics 81, 865-942, 2009.
  • J. Eisert, M. Cramer, and M. B. Plenio, “Area Laws for the Entanglement Entropy,” Reviews of Modern Physics 82, 277-306, 2010.
  • J. Watrous, The Theory of Quantum Information, Cambridge University Press, 2018.
  1. Compute the entanglement entropy of a product pure state.
Solution

A product pure state has one Schmidt probability, p1=1p_1=1. Therefore

E=−1log⁡1=0.E = -1\log 1 = 0.
  1. Compute the entanglement entropy in bits of
∣Ψ⟩=13(∣00⟩+∣11⟩+∣22⟩).\lvert\Psi\rangle = \frac{1}{\sqrt3} \bigl( \lvert00\rangle+\lvert11\rangle+\lvert22\rangle \bigr).
Solution

The Schmidt probabilities are

p1=p2=p3=13.p_1=p_2=p_3=\frac13.

Thus

E2=−3(13log⁡213)=log⁡23.E_2 = -3\left(\frac13\log_2\frac13\right) = \log_2 3.
  1. For
∣Ψθ⟩=cos⁡θ ∣00⟩+sin⁡θ ∣11⟩,\lvert\Psi_\theta\rangle = \cos\theta\,\lvert00\rangle + \sin\theta\,\lvert11\rangle,

show that the entropy vanishes at θ=0\theta=0.

Solution

At θ=0\theta=0, the state is ∣00⟩\lvert00\rangle. The Schmidt probabilities are p1=1p_1=1 and p2=0p_2=0. Therefore

E=−1log⁡1−0log⁡0=0.E = -1\log 1-0\log0 = 0.
  1. Why is S(ρA)S(\rho_A) not automatically an entanglement measure when ρAB\rho_{AB} is mixed?
Solution

If ρAB\rho_{AB} is mixed, ρA\rho_A may be mixed because of classical uncertainty, thermal noise, environmental correlations, entanglement, or a combination of these. The entropy of ρA\rho_A does not distinguish these origins. For pure ρAB\rho_{AB}, a mixed reduced state has only one possible source: entanglement with the other subsystem.