The following article is Open access

Optimal, reliable estimation of quantum states

Published 20 April 2010 Published under licence by IOP Publishing Ltd
, , Citation Robin Blume-Kohout 2010 New J. Phys. 12 043034 DOI 10.1088/1367-2630/12/4/043034

1367-2630/12/4/043034

Abstract

Accurately inferring the state of a quantum device from the results of measurements is a crucial task in building quantum information processing hardware. The predominant state estimation procedure, maximum likelihood estimation (MLE), generally reports an estimate with zero eigenvalues. These cannot be justified. Furthermore, the MLE estimate is incompatible with error bars, so conclusions drawn from it are suspect. I propose an alternative procedure, Bayesian mean estimation (BME). BME never yields zero eigenvalues, its eigenvalues provide a bound on their own uncertainties, and under certain circumstances it is provably the most accurate procedure possible. I show how to implement BME numerically, and how to obtain natural error bars that are compatible with the estimate. Finally, I briefly discuss the differences between Bayesian and frequentist estimation techniques.

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