Should we think of quantum probabilities as Bayesian probabilities? Carlton M. Caves C. M. Caves, C. A. Fuchs, R. Schack, “Subjective probability and quantum.

Slides:



Advertisements
Similar presentations
Zooming in on Probability and Causality (aim & preliminary results)
Advertisements

Physical Chemistry 2nd Edition
Lecture 4A: Probability Theory Review Advanced Artificial Intelligence.
Bayesian Network and Influence Diagram A Guide to Construction And Analysis.
The Quantum Mechanics of Simple Systems
Quantum Theory The worst scientific theory of all time Dr Mark J Hadley Dept of Physics.
Science-Based Discussion Of Free Will Synopsis: Free Will: The capacity of mental intent to influence physical behavior. Classical mechanics makes a person’s.
The Postulates of Quantum Mechanics
Bell’s inequalities and their uses Mark Williamson The Quantum Theory of Information and Computation
Wavefunction Quantum mechanics acknowledges the wave-particle duality of matter by supposing that, rather than traveling along a definite path, a particle.
What are the laws of physics? Resisting reification
Group work Show that the Sx, Sy and Sz matrices can be written as a linear combination of projection operators. (Projection operators are outer products.
Spin and addition of angular momentum
Should we think of quantum probabilities as Bayesian probabilities? Carlton M. Caves C. M. Caves, C. A. Fuchs, R. Schack, “Subjective probability and quantum.
Quantum Mechanics from Classical Statistics. what is an atom ? quantum mechanics : isolated object quantum mechanics : isolated object quantum field theory.
Slide 1 Statistics Workshop Tutorial 4 Probability Probability Distributions.
Chapter 3 Formalism. Hilbert Space Two kinds of mathematical constructs - wavefunctions (representing the system) - operators (representing observables)
4. The Postulates of Quantum Mechanics 4A. Revisiting Representations
QMS 6351 Statistics and Research Methods Probability and Probability distributions Chapter 4, page 161 Chapter 5 (5.1) Chapter 6 (6.2) Prof. Vera Adamchik.
What Exists? The nature of existence. Dictionary definition (Merriam-Webster) To exist: To have real being whether material or spiritual. Being: The quality.
Quantum theory and Consciousness This is an interactive discussion. Please feel free to interrupt at any time with your questions and comments.
Basic Concepts and Approaches
5.1 Probability of Simple Events
1 Summer school “Physics and Philosophy of Time”, Saig, Quantum non-locality and the philosophy of time Michael Esfeld Université de Lausanne
The Copenhagen interpretation Born, Heisenberg, Schrödinger, Bohr ( ) Even though the Copenhagen interpretation is supposed to be the “orthodox”
1 What does the Wave Function Describe? Ian Thompson Department of Physics, University of Surrey  Talk:
Randomness, Uncertainty, & Probability. Probability The formal study of the laws of chance Examples of probability statements are everywhere: – There.
Basics of Probability. A Bit Math A Probability Space is a triple, where  is the sample space: a non-empty set of possible outcomes; F is an algebra.
What is Probability?  Hit probabilities  Damage probabilities  Personality (e.g. chance of attack, run, etc.)  ???  Probabilities are used to add.
Lecture 20: More on the deuteron 18/11/ Analysis so far: (N.B., see Krane, Chapter 4) Quantum numbers: (J , T) = (1 +, 0) favor a 3 S 1 configuration.
Lecture PowerPoint Slides Basic Practice of Statistics 7 th Edition.
Week 11 What is Probability? Quantification of uncertainty. Mathematical model for things that occur randomly. Random – not haphazard, don’t know what.
Quantum Two 1. 2 Many Particle Systems Revisited 3.
5. Formulation of Quantum Statistics
Lecture V Probability theory. Lecture questions Classical definition of probability Frequency probability Discrete variable and probability distribution.
Lesson Probability Rules. Objectives Understand the rules of probabilities Compute and interpret probabilities using the empirical method Compute.
Probability is a measure of the likelihood of a random phenomenon or chance behavior. Probability describes the long-term proportion with which a certain.
5.1 Probability in our Daily Lives.  Which of these list is a “random” list of results when flipping a fair coin 10 times?  A) T H T H T H T H T H 
Conditional Probability Mass Function. Introduction P[A|B] is the probability of an event A, giving that we know that some other event B has occurred.
Quantum Theory of What? What does quantum theory describe?
Inference: Probabilities and Distributions Feb , 2012.
V7 Foundations of Probability Theory „Probability“ : degree of confidence that an event of an uncertain nature will occur. „Events“ : we will assume that.
BIA 2610 – Statistical Methods
5. Quantum Theory 5.0. Wave Mechanics
Lecture 6 Dustin Lueker.  Standardized measure of variation ◦ Idea  A standard deviation of 10 may indicate great variability or small variability,
Solvable Model for the Quantum Measurement Process Armen E. Allahverdyan Roger Balian Theo M. Nieuwenhuizen Academia Sinica Taipei, June 26, 2004.
BPS - 5th Ed. Chapter 101 Introducing Probability.
1 Chapter 10 Probability. Chapter 102 Idea of Probability u Probability is the science of chance behavior u Chance behavior is unpredictable in the short.
Nanoelectronics Chapter 3 Quantum Mechanics of Electrons
Probability and Simulation The Study of Randomness.
1 Probability- Basic Concepts and Approaches Dr. Jerrell T. Stracener, SAE Fellow Leadership in Engineering EMIS 7370/5370 STAT 5340 : PROBABILITY AND.
Why we should think of quantum probabilities as Bayesian probabilities Carlton M. Caves C. M. Caves, C. A. Fuchs, R. Schack, “Subjective probability and.
Sample Space and Events Section 2.1 An experiment: is any action, process or phenomenon whose outcome is subject to uncertainty. An outcome: is a result.
Chapter 3 Postulates of Quantum Mechanics. Questions QM answers 1) How is the state of a system described mathematically? (In CM – via generalized coordinates.
Chapter 4 Probability and Counting Rules. Introduction “The only two sure things are death and taxes” A cynical person once said.
CSC321: Lecture 8: The Bayesian way to fit models Geoffrey Hinton.
Bayesian Estimation and Confidence Intervals Lecture XXII.
Bayesian Estimation and Confidence Intervals
Formalism Chapter 3.
Quantum theory and Consciousness
5.1 Probability of Simple Events
Should we think of quantum probabilities as Bayesian probabilities?
Quantum One.
Schrodinger Equation The equation describing the evolution of Ψ(x,t) is the Schrodinger equation Given suitable initial conditions (Ψ(x,0)) Schrodinger’s.
4. The Postulates of Quantum Mechanics 4A. Revisiting Representations
An introduction to Bayesian reasoning Learning from experience:
Quantum Mechanics… The Rules of the Game!
CS 594: Empirical Methods in HCC Introduction to Bayesian Analysis
Section 2.2: Statistical Ensemble
Quantum One.
Presentation transcript:

Should we think of quantum probabilities as Bayesian probabilities? Carlton M. Caves C. M. Caves, C. A. Fuchs, R. Schack, “Subjective probability and quantum certainty,” Studies in History and Philosophy of Modern Physics 38, (2007).. Department of Physics and Astronomy University of New Mexico and Department of Physics University of Queensland Perimeter Institute-Australia Foundations Workshop Sydney, 2008 February 3 Yes, because facts never determine probabilities or quantum states.

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 Facts never imply probabilities. Two agents in possession of the same facts can assign different probabilities. Category distinction

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).

Subjective Bayesian probabilities Facts in the form of observed data d are used to update probabilities via Bayes’s rule: posterior prior conditional (model, likelihood) The posterior always depends on the prior, except when d logically implies h 0 : Facts never determine (nontrivial) probabilities. The posterior depends on the model even in this case.This is irrelevant to the quantum-mechanical discussion.

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

Classical (realistic, deterministic) world Quantum world State space Simplex of probabilities for microstates Convex set of density operators State Extreme point Microstate Ensemble Extreme point Pure state State vector Ensemble Mixed state Density operator ObjectiveSubjectiveObjectiveSubjective Scorecard: 1. Predictions for fine-grained measurements 2.Verification (state determination) 3.State change on measurement 4.Uniqueness of ensembles 5.Nonlocal state change (steering) 6.Specification (state preparation)

Certainty: Classical (realistic, deterministic) world Quantum world State space Simplex of probabilities for microstates Convex set of density operators State Extreme point Microstate Ensemble Extreme point Pure state State vector Ensemble Mixed state Density operator Fine-grained measurement CertaintyProbabilities Certainty or Probabilities ObjectiveSubjectiveObjectiveSubjective

Whom do you ask for the system state? The system or an agent? Classical (realistic, deterministic) world Quantum world State space Simplex of probabilities for microstates Convex set of density operators State Extreme point Microstate Ensemble Extreme point Pure state State vector Ensemble Mixed state Density operator Verification: state determination YesNo ObjectiveSubjectiveUbjectiveUbjective

Classical (realistic, deterministic) world Quantum world State space Simplex of probabilities for microstates Convex set of density operators State Extreme point Microstate Ensemble Extreme point Pure state State vector Ensemble Mixed state Density operator State change on measurement NoYes State-vector reduction or wave-function collapse Real physical disturbance? ObjectiveSubjectiveUbjectiveUbjective

Classical (realistic, deterministic) world Quantum world State space Simplex of probabilities for microstates Convex set of density operators State Extreme point Microstate Ensemble Extreme point Pure state State vector Ensemble Mixed state Density operator Uniqueness of ensembles YesNo ObjectiveSubjectiveUbjectiveSubjective

Classical (realistic, deterministic) world Quantum world State space Simplex of probabilities for microstates Convex set of density operators State Extreme point Microstate Ensemble Extreme point Pure state State vector Ensemble Mixed state Density operator Nonlocal state change (steering) NoYes ObjectiveSubjective Real nonlocal physical disturbance?

Classical (realistic, deterministic) world Quantum world State space Simplex of probabilities for microstates Convex set of density operators State Extreme point Microstate Ensemble Extreme point Pure state State vector Ensemble Mixed state Density operator Specification: state preparation YesNoCopenhagen: Yes Copenhagen interpretation: Classical facts specifying the properties of the preparation device determine a pure state. ObjectiveSubjectiveObjective Copenhagen (objective preparations view) becomes the home of objective chance, with nonlocal physical disturbances

Copenhagen Classical (realistic, deterministic) world Quantum world State space Simplex of probabilities for microstates Convex set of density operators State Extreme point Microstate Ensemble Extreme point Pure state State vector Ensemble Mixed state Density operator Fine-grained measurement CertaintyProbabilities Certainty or Probabilities Verification: state determination YesNo State change on measurement NoYes Uniqueness of ensembles YesNo Nonlocal state change (steering) NoYes Specification: state preparation YesNoYes ObjectiveSubjectiveObjective

Classical and quantum updating Facts in the form of observed data d are used to update probabilities via Bayes’s rule: posterior prior conditional (model, likelihood) The posterior always depends on the prior, except when d logically implies h 0 : The posterior state always depends on prior beliefs, even for quantum state preparation, because there is a judgment involved in choosing the quantum operation. Facts in the form of observed data d are used to update quantum states: posterior prior quantum operation (model) Quantum state preparation : Facts never determine probabilities or quantum states.

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

Subjective Bayesian Classical (realistic, deterministic) world Quantum world State space Simplex of probabilities for microstates Convex set of density operators State Extreme point Microstate Ensemble Extreme point Pure state State vector Ensemble Mixed state Density operator Fine-grained measurement CertaintyProbabilities Certainty or Probabilities Verification: state determination YesNo State change on measurement NoYes Uniqueness of ensembles YesNo Nonlocal state change (steering) NoYes Specification: state preparation YesNo ObjectiveSubjective

Is a quantum coin toss more random than a classical one? Why trust a quantum random generator over a classical one? quantum coin toss Classical (realistic, deterministic) world Quantum world State space Simplex of probabilities for microstates Convex set of density operators State Extreme point Microstate Ensemble Extreme point Pure state State vector Ensemble Mixed state Density operator Fine-grained measurement CertaintyProbabilities Certainty or Probabilities C. M. Caves, R. Schack, “Quantum randomness,” in preparation. Measure spin along z axis: Measure spin along x axis:

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

Pure states and 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. B has one-way inside information if B has inside information relative to A, but A does not have any inside information relative to A. The unique situation in which no other party can have one-way inside information relative to a party Z is when Z assigns a pure state. Z is said to have a maximal belief structure. Subjective Bayesian answer We trust quantum over classical coin tossing because an insider attack on classical coin tossing can never be ruled out, whereas the beliefs that lead to a pure-state assignment are inconsistent with any other party’s being able to launch an insider attack.

Taking a stab at ontology CMC only Quantum systems are defined by attributes, such as position, momentum, angular momentum, and energy or Hamiltonian. These attributes—and thus the numerical particulars of their eigenvalues and eigenfunctions and their inner products—are objective properties of the system. The value assumed by an attribute is not an objective property, and the quantum state that we use to describe the system is purely subjective.

Taking a stab at ontology 1.The attributes orient and give structure to a system’s Hilbert space. Without them we are clueless as to how to manipulate and interact with a system. 2.The attributes are unchanging properties of a system, which can be determined from facts. The attributes determine the structure of the world. 3.The Hamiltonian orients a system’s Hilbert space now with the same space later. 4.Convex combinations of Hamiltonian evolutions are essentially unique (up to degeneracies). Why should you care? If you do care, how can this be made convincing? Status of quantum operations? Effective attributes and effective Hamiltonians? “Effective reality”?