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Why we should think of quantum probabilities as Bayesian probabilities

Why we should think of quantum probabilities as Bayesian probabilities. Carlton M. Caves C. M. Caves, C. A. Fuchs, R . Schack, “Subjective probability and quantum certainty,” in preparation. Department of Physics and Astronomy University of New Mexico caves@info.phys.unm.edu

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Why we should think of quantum probabilities as Bayesian probabilities

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  1. Why we should think of quantum probabilities as Bayesian probabilities Carlton M. Caves C. M. Caves, C. A. Fuchs, R. Schack, “Subjective probability and quantum certainty,” in preparation. Department of Physics and Astronomy University of New Mexico caves@info.phys.unm.edu http://info.phys.unm.edu/~caves Maxent 2006 Paris Because facts never determine (nontrivial) probabilities or quantum states.

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  3. Subjective Bayesian probabilities Facts Outcomes of events Truth values of propositions Objective Probabilities Agent’s degree of belief in outcome of an event or truth of a proposition Subjective Category distinction Facts never imply nontrivial probabilities (0 < Prob < 1). Two agents in possession of the same facts can assign different probabilities.

  4. Subjective Bayesian probabilities Probabilities Agent’s degree of belief in outcome of an event or truth of a proposition. Consequence of ignorance Agent’s betting odds Subjective Rules for manipulating probabilities are objective consequences of consistent betting behavior (Dutch book).

  5. conditional (model, likelihood) prior posterior The posterior always depends on prior beliefs, except when d logically implies h0: Subjective Bayesian probabilities Facts in the form of observed data d are used to update probabilities via Bayes’s rule:

  6. C. M. Caves,R. Schack, ``Properties of the frequency operator do not imply the quantum probability postulate,'' Annals of Physics 315, 123--146 (2005) [Corrigendum: 321, 504--505 (2006)]. ■ Some probabilities are ignorance probabilities, but others are specified by the facts of a “chance situation.” ■Specification of “chance situation”: same, but different. chance objective Objective probabilities ● Logical probabilities (objective Bayesian): symmetry implies probability ■ Symmetries are applied to judgments, not to facts. ● Probabilities as frequencies: facts from verification ■Bigger sample space; exchangeability. ■ Frequencies are facts, not probabilities. QM: Derivation of quantum probability rule from infinite frequencies? ● Objective chance: specification from facts QM: Probabilities from physical law. Salvation of objective chance?

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  8. Certainty:

  9. Whom do you ask for the system state? The system or an agent?

  10. State-vector reduction or wave-function collapse Real physical disturbance?

  11. Real nonlocal physical disturbance?

  12. Copenhagen interpretation: Classical facts specifying the properties of the preparation device determine a pure state.

  13. Facts in the form of observed data d are used to update quantum states: Facts in the form of observed data d are used to update probabilities via Bayes’s rule: conditional (model, likelihood) quantum operation (model) prior prior posterior posterior The posterior always depends on prior beliefs, except when d logically implies h0: Quantum state preparation: Classical and quantum updating The posterior state always depends on prior beliefs, even for quantum state preparation, because there is a judgment involved in assigning the quantum operation. Facts never determine (nontrivial) probabilities or quantum states.

  14. Where does Copenhagen go wrong? The Copenhagen interpretation forgets that the preparation device is quantum mechanical. A detailed description of the device involves prior judgments in the form of quantum state assignments.

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  16. Measure spin along z axis: Measure spin along x axis: quantum coin toss Is a quantum coin toss more random than a classical one? Why trust a quantum random generator over a classical one? C. M. Caves, R. Schack, “Quantum randomness,” in preparation.

  17. Measure spin along z axis: Measure spin along x axis: quantum coin toss Is a quantum coin toss more random than a classical one? Why trust a quantum random generator over a classical one? Standard answer: The quantum coin toss is objective, with probabilities guaranteed by physical law. Subjective Bayesian answer? No inside information

  18. Inside information Party B has inside information about event E, relative to party A, if A is willing to agree to a bet on E that B believes to be a sure win. The unique situation in which no other party with compatible beliefs has inside information relative to A is when A assigns a pure state quantum mechanically or certainty for one atomic alternative classically. Subjective Bayesian answer We trust quantum over classical coin tossing because one can never rule out an insider attack on classical coin tossing, whereas an insider attack on a quantum coin toss based on a pure state is inconsistent with the beliefs that led to the pure-state assignment.

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  20. Ontology of quantum mechanics CMC only Quantum systems are defined by attributes, such as position, momentum, angular momentum, and energy or Hamiltonian. These attributes are objectively real—not the values of the attributes or the quantum states that we use to describe the system, but the attributes themselves.

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