Cost of postselection in decision theory

Joshua Combes and Christopher Ferrie
Phys. Rev. A 92, 022117 – Published 19 August 2015

Abstract

Postselection is the process of discarding outcomes from statistical trials that are not the event one desires. Postselection can be useful in many applications where the cost of getting the wrong event is implicitly high. However, unless this cost is specified exactly, one might conclude that discarding all data is optimal. Here we analyze the optimal decision rules and quantum measurements in a decision theoretic setting where a prespecified cost is assigned to discarding data. Our scheme interpolates between unambiguous state discrimination (when the cost of postselection is zero) and a minimum error measurement (when the cost of postselection is maximal). We also relate our formulation to previous approaches which focus on minimizing the probability of indecision.

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  • Received 27 April 2015

DOI:https://doi.org/10.1103/PhysRevA.92.022117

©2015 American Physical Society

Authors & Affiliations

Joshua Combes1,2,3,4 and Christopher Ferrie1,5

  • 1Center for Quantum Information and Control, University of New Mexico, Albuquerque 87131-0001, New Mexico
  • 2Centre for Engineered Quantum Systems, School of Mathematics and Physics, The University of Queensland, St Lucia, QLD 4072, Australia
  • 3Institute for Quantum Computing, University of Waterloo, Ontario, Canada N2L 3G1
  • 4Perimeter Institute for Theoretical Physics, 31 Caroline St. N, Waterloo, Ontario, Canada N2L 2Y5
  • 5Centre for Engineered Quantum Systems, School of Physics, The University of Sydney, Sydney, NSW 2006, Australia

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Issue

Vol. 92, Iss. 2 — August 2015

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