The role of time in influence diagrams
DOI:
https://doi.org/10.26636/jtit.2003.3.183Keywords:
uncertainty, belief networks, influence diagrams, ordering in timeAbstract
An influence diagram is a compact representation emphasizing the qualitative features of decision problem under uncertainty. Classical influence diagram has parameters stable in time, determined order of suggested decisions and generally is independent of time. Here we have shown some possible methods of construction of time dependent influence diagrams: with decision ordering, time-sliced segments and time consuming nodes. Such gathering of methods can help in selection of a proper solution.
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References
[1] F. V. Jensen, An Introduction to Bayesian Networks. UCL Press, 1998.
View in Google Scholar
[2] D. Heckerman and R. Shachter, "Decision-theoretic foundations for causal reasoning", J. Artif. Intell. Res., no. 3, 1995.
View in Google Scholar
[3] R. A. Howard and J. E. Matheson, "Influence diagrams", in The Principles and Applications of Decision Analysis, R. A. Howard and J. E. Matheson, Eds., SDG, 1984, vol. II.
View in Google Scholar
[4] S. L. Lauritzen and D. Nilsson, "Representing and solving decision problems with limited information", Manag. Sci., vol. 47, no. 9, 2001.
View in Google Scholar
[5] T. D. Nielsen and F. V. Jensen, "Well-defined decision scenarios", in Proc. 15th Conf. Uncert. Artif. Intell., Stockholm, Sweden, 1999.
View in Google Scholar
[6] S. L. Dittmer and F. V. Jensen, "Myopic value of information in influence diagrams", in Proc. 13th Conf. Uncert. Artif. Intell., Providence, USA, 1997.
View in Google Scholar
[7] E. Horvitz and G. Rutledge, "Time-dependent utility and actions under uncertainty", in Proc. 7th Conf. Uncert. Artif. Intell., Los Angeles, USA, 1991.
View in Google Scholar
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