Timezone: »
Spotlight
Solving Decision Problems with Limited Information
Denis Maua · Cassio P de Campos
We present a new algorithm for exactly solving decision-making problems represented as an influence diagram. We do not require the usual assumptions of no forgetting and regularity, which allows us to solve problems with limited information. The algorithm, which implements a sophisticated variable elimination procedure, is empirically shown to outperform a state-of-the-art algorithm in randomly generated problems of up to 150 variables and $10^{64}$ strategies.
Author Information
Denis Maua (University of Sao Paulo)
Cassio P de Campos (Eindhoven University of Technology)
Related Events (a corresponding poster, oral, or spotlight)
-
2011 Poster: Solving Decision Problems with Limited Information »
Tue. Dec 13th 04:45 -- 10:59 PM Room
More from the Same Authors
-
2022 : Panel »
Guy Van den Broeck · Cassio de Campos · Denis Maua · Kristian Kersting · Rianne van den Berg -
2014 Poster: Advances in Learning Bayesian Networks of Bounded Treewidth »
Siqi Nie · Denis Maua · Cassio P de Campos · Qiang Ji -
2014 Spotlight: Advances in Learning Bayesian Networks of Bounded Treewidth »
Siqi Nie · Denis Maua · Cassio P de Campos · Qiang Ji -
2014 Poster: Global Sensitivity Analysis for MAP Inference in Graphical Models »
Jasper De Bock · Cassio P de Campos · Alessandro Antonucci