Operating Characteristics for Binary Hypothesis Testing in Quantum Systems
Author(s)
Medlock, Catherine(Catherine Aiko); Oppenheim, Alan V.; Chuang, Isaac L.; Ding, Qi
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Receiver operating characteristics (ROCs) are a well-established representation of the tradeoff between detection and false alarm probabilities in classical binary hypothesis testing. We use classical ROCs as motivation for two types of operating characteristics for binary hypothesis testing in quantum systems - decision operating characteristics (QDOCs) and measurement operating characteristics (QMOCs). Both are described in the context of a framework we propose that encompasses the typical formulations of binary hypothesis testing in both the classical and quantum scenarios. We interpret Helstrom's well-known result [1] regarding discrimination between two quantum density operators with minimum probability of error in this framework. We also present a generalization of previous results [2], [3] regarding the correspondence between classical Parseval frames and quantum measurements. The derivation naturally leads to a constructive procedure for generating many different measurements besides Helstrom's optimal measurement, some standard and others non-standard, that achieve minimum probability of error.
Date issued
2019-09Department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer ScienceJournal
2019 57th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2019
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Citation
Medlock, Catherine et al. “Operating Characteristics for Binary Hypothesis Testing in Quantum Systems.” Paper presented at the 2019 57th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2019, Monticello, IL, 24-27 Sept. 2019, IEEE © 2019 The Author(s)
Version: Author's final manuscript
ISBN
9781728131528