In a finite-dimensional basis, interchange the two finite sums:This cyclic property of the trace does not assert or permit arbitrary reordering of three factors. For infinite-dimensional linear operators, the traces and rearrangements need hypotheses, for example one trace-class operator and one bounded operator; an arbitrary pair of unbounded linear operators is not covered.
Positive-negative decomposition of a Hermitian operator Created 2026-09-24 Updated 2026-11-05
For a bounded Hermitian operator , the continuous functional calculus defines andBoth parts are positive operators, commute, and satisfy , so their supports are orthogonal. They apply the scalar functions and to the spectrum. The spectral theorem gives the same definitions even with continuous spectrum; a finite eigenvalue sum is only a special case.
If is additionally a trace-class operator, . Consequently implies . The trace-class assumption is essential: a general bounded Hermitian operator need not have a finite trace or trace norm. For , the two parts are and .
Quantum state Created 2026-09-24 Updated 2026-10-20
A quantum state describes a preparation through its predicted measurement in quantum mechanics probabilities. In the Hilbert space formulation, a pure state is a quantum state ray: a normalized vector representative satisfies , and representatives differing by a global phase describe the same quantum state. [ref]
Foundations I: States and Ensembles by John Preskill. Preskill, Foundations I: States and Ensembles, §2.1, printed pp. 1–3, equation (2.1) and the definition of a ray
Both pure states and mixed states are represented by a density operator on the chosen complex Hilbert space:Thus is Hermitian, positive semidefinite and of unit trace; in infinite dimension it must also be a trace-class operator. For a normalized pure state, is a rank-one orthogonal projection. A mixed state has no single such vector representative. Its density matrix is the matrix of in a chosen orthonormal basis. [ref]
Mathematical preliminaries. Watrous, The Theory of Quantum Information, §1.1.2, printed pp. 17–18, equations (1.94)–(1.97), Hermitian, positive semidefinite and density operators; finite-dimensional setting
For a discrete POVM with effects and , the Born rule readsThese constraints and Born rule probabilities describe arbitrary finite-dimensional preparations. [ref]Basic notions of quantum information. Watrous, The Theory of Quantum Information, §2.1.2, printed pp. 62–64, Definition 2.5 and pure states; §2.3, Definition 2.34, measurement probabilities
Randomly choosing normalized pure states with probabilities and forgetting the label givesThis quantum state ensemble averages probabilities; a quantum superposition adds probability amplitudes. Several ensembles can give the same density operator. Quantum entanglement can make a reduced density matrix mixed while the joint quantum state is pure. [ref]
Foundations I: States and Ensembles by John Preskill. Preskill, Foundations I: States and Ensembles, §2.3.1, printed pp. 14–18, equations (2.51)–(2.61), partial trace and ensemble interpretation
The preparation, the choice of basis, and the measurement are separate ingredients. A wavefunction is the position representation of a pure state; a general mixed state requires a density operator. For a closed quantum system, a unitary operator evolves it as , preserving its eigenvalues and purity of a density operator. [ref]
Foundations I: States and Ensembles by John Preskill. Preskill, Foundations I: States and Ensembles, §2.3.4, printed pp. 22–23, equation (2.79)
The Bloch sphere and Bloch ball give the qubit geometry; quantum state tomography connects repeated preparations to an estimated density matrix; projective measurement treats the conditional state after an outcome. Trace-class duality 2026-10-14
The dual of the trace-class operators, and also of the normed space of finite-rank operators with the trace norm, is isometrically the space of bounded operators. The pairing is . For , one has and , using an inner product linear in its first argument. A bounded functional on these rank-one operators gives a bounded sesquilinear form and hence a unique by the Riesz representation theorem. The singular value decomposition proves and the triangle inequality for the trace norm.
White-noise likelihood for a square-integrable shift Created 2026-10-05 Updated 2026-10-06
Generalized Gaussian white noise over a real Hilbert space is an isonormal Gaussian process with covariance . Its law is carried on a larger observation space; the identity is not the covariance of an infinite-dimensional -valued Gaussian measure because it is not a trace-class operator. A deterministic signal defines a translated observation law with Radon-Nikodym derivativeIn an orthonormal basis, is a stochastic series with total variance , not an inner product of two -valued observations. The formula follows from the Cameron-Martin theorem for a Gaussian measure in its generalized white-noise version, or from finite-dimensional Gaussian likelihood ratios. On , generalized noise can be realized on tempered distributions; an unweighted global negative Sobolev space is not automatically a suitable almost-sure support on an unbounded domain. The stochastic series avoids imposing that unsupported regularity.