Optimal Adaptive Strategies for Sequential Quantum Hypothesis Testing
arXiv:2104.14706 · doi:10.1007/s00220-022-04362-5
Abstract
We consider sequential hypothesis testing between two quantum states using adaptive and non-adaptive strategies. In this setting, samples of an unknown state are requested sequentially and a decision to either continue or to accept one of the two hypotheses is made after each test. Under the constraint that the number of samples is bounded, either in expectation or with high probability, we exhibit adaptive strategies that minimize both types of misidentification errors. Namely, we show that these errors decrease exponentially (in the stopping time) with decay rates given by the measured relative entropies between the two states. Moreover, if we allow joint measurements on multiple samples, the rates are increased to the respective quantum relative entropies. We also fully characterize the achievable error exponents for non-adaptive strategies and provide numerical evidence showing that adaptive measurements are necessary to achieve our bounds under some additional assumptions.
arXiv comment31 pages, 4 figures
References in corpus (14)
- The Quantum Chernoff Bound
- One-Shot Classical-Quantum Capacity and Hypothesis Testing
- A Hierarchy of Information Quantities for Finite Block Length Analysis of Quantum Tasks
- Asymptotic Error Rates in Quantum Hypothesis Testing
- Active sequential hypothesis testing
- The Chernoff lower bound for symmetric quantum hypothesis testing
- Error Exponent in Asymmetric Quantum Hypothesis Testing and Its Application to Classical-Quantum Channel coding
- Second-order asymptotics for quantum hypothesis testing
- Discrimination of two channels by adaptive methods and its application to quantum system
- On Variational Expressions for Quantum Relative Entropies
- The Converse Part of The Theorem for Quantum Hoeffding Bound
- Moderate deviation analysis for classical communication over quantum channels
- Quantum Sequential Hypothesis Testing
- Quantum State Discrimination Using the Minimum Average Number of Copies
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