Cost-effectiveness analysis with unordered decisions

FJ Díez, M Luque, M Arias, J Pérez-Martín - Artificial Intelligence in …, 2021 - Elsevier
Introduction Cost-effectiveness analysis (CEA) is used increasingly in medicine to determine
whether the health benefit of an intervention is worth the economic cost. Decision trees, the …

[HTML][HTML] Decision analysis networks

FJ Díez, M Luque, I Bermejo - International Journal of Approximate …, 2018 - Elsevier
This paper presents decision analysis networks (DANs) as a new type of probabilistic
graphical model. Like influence diagrams (IDs), DANs are much more compact and easier to …

[HTML][HTML] An improved method for solving hybrid influence diagrams

B Yet, M Neil, N Fenton, A Constantinou… - International Journal of …, 2018 - Elsevier
While decision trees are a popular formal and quantitative method for determining an
optimal decision from a finite set of choices, for all but very simple problems they are …

An integrated approach to solving influence diagrams and finite-horizon partially observable decision processes

EA Hansen - Artificial Intelligence, 2021 - Elsevier
We show how to integrate a variable elimination approach to solving influence diagrams
with a value iteration approach to solving finite-horizon partially observable Markov decision …

Team assembly approach based in social modelling

AR Anaya, E Letón, M Luque - Social Network Analysis and Mining, 2024 - Springer
Team assembly is an important issue when collaborative or cooperative activities between
people are carried out. In the educational context, it seems relevant to us to consider in the …

OpenMarkov, an open-source tool for probabilistic graphical models

M Arias Calleja, J Pérez Martín, M Luque Gallego… - 2019 - e-spacio.uned.es
OpenMarkov is a Java open-source tool for creating and evaluating probabilistic graphical
models, including Bayesian networks, influence diagrams, and some Markov models. With …

Teaching Probabilistic Graphical Models with OpenMarkov

FJ Díez, M Arias, J Pérez-Martín, M Luque - Mathematics, 2022 - mdpi.com
OpenMarkov is an open-source software tool for probabilistic graphical models. It has been
developed especially for medicine, but has also been used to build applications in other …

Strategy Graphs for Influence Diagrams

EA Hansen, J Shi, J Kastrantas - Journal of Artificial Intelligence Research, 2022 - jair.org
An influence diagram is a graphical model of a Bayesian decision problem that is solved by
finding a strategy that maximizes expected utility. When an influence diagram is solved by …

Teaching Probabilistic Graphical Models with OpenMarkov

FJ Díez Vegas, M Arias Calleja, J Pérez Martín… - 2022 - e-spacio.uned.es
OpenMarkov is an open-source software tool for probabilistic graphical models. It has been
developed especially for medicine, but has also been used to build applications in other …

Strategy Representation and Compression for Influence Diagrams

J Shi, EA Hansen - … International Symposium on Artificial Intelligence and …, 2018 - par.nsf.gov
Influence diagrams are graphical models used to represent and solve decision-making
problems under uncertainty. The solution of an influence diagram, a strategy, is traditionally …