The Force of Proof by Which Any Argument Prevails

09/07/2018
by   Brian Shay, et al.
0

Jakob Bernoulli, working in the late 17th century, identified a gap in contemporary probability theory. He cautioned that it was inadequate to specify force of proof (probability of provability) for some kinds of uncertain arguments. After 300 years, this gap remains in present-day probability theory. We present axioms analogous to Kolmogorov's axioms for probability, specifying uncertainty that lies in an argument's inference/implication itself rather than in its premise and conclusion. The axioms focus on arguments spanning two Boolean algebras, but generalize the obligatory: "force of proof of A implies B is the probability of B or not A" in the case that the Boolean algebras are identical. We propose a categorical framework that relies on generalized probabilities (objects) to express uncertainty in premises, to mix with arguments (morphisms) to express uncertainty embedded directly in inference/implication. There is a direct application to Shafer's evidence theory (Dempster-Shafer theory), greatly expanding its scope for applications. Therefore, we can offer this framework not only as an optimal solution to a difficult historical puzzle, but also to advance the frontiers of contemporary artificial intelligence. Keywords: force of proof, probability of provability, Ars Conjectandi, non additive probabilities, evidence theory.

READ FULL TEXT
research
02/13/2013

Uncertain Inferences and Uncertain Conclusions

Uncertainty may be taken to characterize inferences, their conclusions, ...
research
02/24/2015

Transformation of basic probability assignments to probabilities based on a new entropy measure

Dempster-Shafer evidence theory is an efficient mathematical tool to dea...
research
08/04/2022

Credal Valuation Networks for Machine Reasoning Under Uncertainty

Contemporary undertakings provide limitless opportunities for widespread...
research
04/14/2021

Uncertainty measures: The big picture

Probability theory is far from being the most general mathematical theor...
research
05/06/2021

De Finetti's Theorem in Categorical Probability

We present a novel proof of de Finetti's Theorem characterizing permutat...
research
05/01/2019

QKD in Isabelle -- Bayesian Calculation

In this paper, we present a first step towards a formalisation of the Qu...
research
01/23/2019

Organic Fiducial Inference

A substantial generalization is put forward of the theory of subjective ...

Please sign up or login with your details

Forgot password? Click here to reset