Bayesian Probabilities and the Histories Algebra
Thomas Marlow

TL;DR
This paper generalizes the consistent histories approach in quantum mechanics by applying Cox's axioms to define a universal probability notion, extending Bayesian methods to quantum gravity and cosmology.
Contribution
It introduces a Cox-axiom-based probability framework for histories, generalizes Bayes' theorem for quantum contexts, and discusses implications for quantum gravity and cosmology.
Findings
Probability notion obeys Cox's axioms for all history propositions
Generalized Bayes' theorem applicable to quantum histories
Potential applications in quantum gravity and cosmology
Abstract
We attempt a justification of a generalisation of the consistent histories programme using a notion of probability that is valid for all complete sets of history propositions. This consists of introducing Cox's axioms of probability theory and showing that our candidate notion of probability obeys them. We also give a generalisation of Bayes' theorem and comment upon how Bayesianism should be useful for the quantum gravity/cosmology programmes.
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