We consider symmetric hypothesis testing in quantum statistics, where the
hypotheses are density operators on a finite-dimensional complex Hilbert space,
representing states of a finite quantum system. We prove a lower bound on the
asymptotic rate exponents of Bayesian error probabilities. The bound represents
a quantum extension of the Chernoff bound, which gives the best asymptotically
achievable error exponent in classical discrimination between two probability
measures on a finite set. In our framework, the classical result is reproduced
if the two hypothetic density operators commute. Recently, it has been shown
elsewhere [Phys. Rev. Lett. 98 (2007) 160504] that the lower bound is
achievable also in the generic quantum (noncommutative) case. This implies that
our result is one part of the definitive quantum Chernoff bound.Comment: Published in at http://dx.doi.org/10.1214/08-AOS593 the Annals of
Statistics (http://www.imstat.org/aos/) by the Institute of Mathematical
Statistics (http://www.imstat.org
Abstract:We consider the problem of discriminating between two different states of a finite quantum system in the setting of large numbers of copies, and find a closed form expression for the asymptotic exponential rate at which the error probability tends to zero. This leads to the identification of the quantum generalisation of the classical Chernoff distance, which is the corresponding quantity in classical symmetric hypothesis testing.The proof relies on two new techniques introduced by the authors, which are also well suited to tackle the corresponding problem in asymmetric hypothesis testing, yielding the quantum generalisation of the classical Hoeffding bound. This has been done by Hayashi and Nagaoka for the special case where the states have full support.The goal of this paper is to present the proofs of these results in a unified way and in full generality, allowing hypothesis states with different supports. From the quantum Hoeffding bound, we then easily derive quantum Stein's Lemma and quantum Sanov's theorem. We give an in-depth treatment of the properties of the quantum Chernoff distance, and argue that it is a natural distance measure on the set of density operators, with a clear operational meaning.
We formulate and prove a quantum Shannon-McMillan theorem. The theorem demonstrates the significance of the von Neumann entropy for translation invariant ergodic quantum spin systems on Z ν -lattices: the entropy gives the logarithm of the essential number of eigenvectors of the system on large boxes. The one-dimensional case covers quantum information sources and is basic for coding theorems.
We present a quantum extension of a version of Sanov's theorem focussing on a hypothesis testing aspect of the theorem: There exists a sequence of typical subspaces for a given set Ψ of stationary quantum product states asymptotically separating them from another fixed sta-*
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