Sklar's theorem in an imprecise setting

I Montes, E Miranda, R Pelessoni, P Vicig - Fuzzy Sets and Systems, 2015 - Elsevier
Sklar's theorem is an important tool that connects bidimensional distribution functions with
their marginals by means of a copula. When there is imprecision about the marginals, we …

Resolving peer disagreements through imprecise probabilities

L Elkin, G Wheeler - Noûs, 2018 - Wiley Online Library
Two compelling principles, the Reasonable Range Principle and the Preservation of
Irrelevant Evidence Principle, are necessary conditions that any response to peer …

Demystifying dilation

AP Pedersen, G Wheeler - Erkenntnis, 2014 - Springer
Dilation occurs when an interval probability estimate of some event E is properly included in
the interval probability estimate of E conditional on every event F of some partition, which …

Bayesian networks with imprecise probabilities: Theory and application to classification

G Corani, A Antonucci, M Zaffalon - Data Mining: Foundations and …, 2012 - Springer
Bayesian networks are powerful probabilistic graphical models for modelling uncertainty.
Among others, classification represents an important application: some of the most used …

Probability boxes on totally preordered spaces for multivariate modelling

M Troffaes, S Destercke - International Journal of Approximate Reasoning, 2011 - Elsevier
A pair of lower and upper cumulative distribution functions, also called probability box or p-
box, is among the most popular models used in imprecise probability theory. They arise …

Epistemic irrelevance in credal nets: the case of imprecise Markov trees

G De Cooman, F Hermans, A Antonucci… - International Journal of …, 2010 - Elsevier
We focus on credal nets, which are graphical models that generalise Bayesian nets to
imprecise probability. We replace the notion of strong independence commonly used in …

On the connection between probability boxes and possibility measures

MCM Troffaes, E Miranda, S Destercke - Information Sciences, 2013 - Elsevier
We explore the relationship between possibility measures (supremum preserving normed
measures) and p-boxes (pairs of cumulative distribution functions) on totally preordered …

Quantum mechanics: The Bayesian theory generalized to the space of Hermitian matrices

A Benavoli, A Facchini, M Zaffalon - Physical Review A, 2016 - APS
We consider the problem of gambling on a quantum experiment and enforce rational
behavior by a few rules. These rules yield, in the classical case, the Bayesian theory of …

Axiomatising incomplete preferences through sets of desirable gambles

M Zaffalon, E Miranda - Journal of Artificial Intelligence Research, 2017 - jair.org
We establish the equivalence of two very general theories: the first is the decision-theoretic
formalisation of incomplete preferences based on the mixture independence axiom; the …

Irrelevant and independent natural extension for sets of desirable gambles

G De Cooman, E Miranda - Journal of Artificial Intelligence Research, 2012 - jair.org
The results in this paper add useful tools to the theory of sets of desirable gambles, a
growing toolbox for reasoning with partial probability assessments. We investigate how to …