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Dempster–Shafer theory
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==Bayesian approximation== The Bayesian approximation<ref>{{cite book |last1=Bauer |last2=Mathias |title=Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence |date=1996 |pages=73–80}}</ref><ref>{{Cite journal|last=Voorbraak|first=Frans|date=1989-05-01|title=A computationally efficient approximation of Dempster-Shafer theory|url=https://www.sciencedirect.com/science/article/pii/S002073738980032X|journal=International Journal of Man-Machine Studies|language=en|volume=30|issue=5|pages=525–536|doi=10.1016/S0020-7373(89)80032-X|hdl=1874/26317 |issn=0020-7373|hdl-access=free}}</ref> reduces a given bpa <math>m</math> to a (discrete) probability distribution, i.e. only singleton subsets of the frame of discernment are allowed to be focal elements of the approximated version <math>\underline{m}</math> of <math>m</math>: :<math> \underline{m} (A) = \left\{ \begin{aligned} & \frac{\sum\limits_{B | A \subseteq B} m(B) }{ \sum\limits_C m(C) \cdot |C| }, & |A| = 1 \\ & 0, & \text{otherwise} \end{aligned} \right. </math> It's useful for those who are only interested in the single state hypothesis. We can perform it in the 'light' example. {| class="wikitable" |- ! '''Hypothesis''' !! <math>m_1</math> !! <math>m_2</math> !! <math>m_{1,2}</math> !! <math>\underline{m}_1</math> !! <math>\underline{m}_2</math> !! <math>\underline{m}_{1,2}</math> |- | None || 0 || 0 || 0 || 0 || 0 || 0 |- | Red || 0.35 || 0.11 || 0.32 || 0.41|| 0.30 || 0.37 |- | Yellow || 0.25 || 0.21 || 0.33 || 0.33|| 0.38 || 0.38 |- | Green || 0.15 || 0.33 || 0.24 || 0.25 || 0.32 || 0.25 |- | Red or Yellow || 0.06 || 0.21 || 0.07 || 0|| 0 || 0 |- | Red or Green || 0.05 || 0.01 || 0.01 || 0|| 0 || 0 |- | Yellow or Green || 0.04 || 0.03 || 0.01 || 0|| 0 || 0 |- | Any || 0.1 || 0.1 || 0.02 || 0|| 0 || 0 |}
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