5 citations · 6 across the 5 of their papers we have counts for
5 papers
SOLBP: Second-Order Loopy Belief Propagation for Inference in Uncertain Bayesian Networks
Conrad D. Hougen, Lance M. Kaplan, Magdalena Ivanovska +3
In second-order uncertain Bayesian networks, the conditional probabilities are only known within distributions, i.e., probabilities over probabilities. The delta-method has been ap…
Aggregating Probabilistic Judgments
Magdalena Ivanovska, Marija Slavkovik
In this paper we explore the application of methods for classical judgment aggregation in pooling probabilistic opinions on logically related issues. For this reason, we first modi…
Counterfactually Fair Prediction Using Multiple Causal Models
Fabio Massimo Zennaro, Magdalena Ivanovska
In this paper we study the problem of making predictions using multiple structural casual models defined by different agents, under the constraint that the prediction satisfies the…
An Empirical Evaluation of the Approximation of Subjective Logic Operators Using Monte Carlo Simulations
Fabio Massimo Zennaro, Magdalena Ivanovska, Audun Jøsang
In this paper we analyze the use of subjective logic as a framework for performing approximate transformations over probability distribution functions. As for any approximation, we…
Pooling of Causal Models under Counterfactual Fairness via Causal Judgement Aggregation
Fabio Massimo Zennaro, Magdalena Ivanovska
In this paper we consider the problem of combining multiple probabilistic causal models, provided by different experts, under the requirement that the aggregated model satisfy the…