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Jun, 2020
基于树宽限制的贝叶斯网络结构学习的Turbocharging
Turbocharging Treewidth-Bounded Bayesian Network Structure Learning
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Vaidyanathan P. R., Stefan Szeider
TL;DR
我们介绍了一种新的方法来学习结构属于树宽有限的贝叶斯网络(Bayesian Network)。该方法的关键是局部应用基于MaxSAT的精确方法,以提高启发式计算BN的得分。我们的实验证明,我们的方法可以显著提高由最先进的启发式方法提供的BN的得分。
Abstract
We present a new approach for learning the structure of a
treewidth-bounded
bayesian network
(BN). The key to our approach is applying an
exact m
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