no code implementations • 16 Aug 2022 • Conrad D. Hougen, Lance M. Kaplan, Magdalena Ivanovska, Federico Cerutti, Kumar Vijay Mishra, Alfred O. Hero III
In second-order uncertain Bayesian networks, the conditional probabilities are only known within distributions, i. e., probabilities over probabilities.
no code implementations • 22 Jul 2019 • 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.
1 code implementation • 1 Oct 2018 • 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 criterion of counterfactual fairness.
no code implementations • 24 May 2018 • 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 criterion of counterfactual fairness.