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On the Complexity of General Solution DAGs

Authors: Jirí Isa; Zuzana Reitermanová; Ondrej Sýkora;

On the Complexity of General Solution DAGs

Abstract

The General Solution DAGs (GS-DAGs) are a method used to solve the Unconstrained Influence Diagrams (UIDs). In the first part of this paper, we determine the strict upper bound on the size of the GS-DAG with respect to the size of the UID being solved. In the second part, we introduce a new type of GS-DAG multinode, which reduces the number of edges of the GS-DAGs significantly. This has a huge impact on the evaluation of the GS-DAGs, because the number of edges heavily influences the number of computed and stored potential tables. The results presented in this article are also of a great importance from the point of view of approximation methods, which appeared recently and try to outperform the GS-DAG approach with an unknown complexity (until now).

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
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