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- W4289765155 abstract "Markov Logic Networks (MLNs) are well-suited for expressing statistics such as with high probability a smoker knows another smoker but not for expressing statements such as there is a smoker who knows most other smokers, which is necessary for modeling, e.g. influencers in social networks. To overcome this shortcoming, we study quantified MLNs which generalize MLNs by introducing statistical universal quantifiers, allowing to express also the latter type of statistics in a principled way. Our main technical contribution is to show that the standard reasoning tasks in quantified MLNs, maximum a posteriori and marginal inference, can be reduced to their respective MLN counterparts in polynomial time." @default.
- W4289765155 created "2022-08-04" @default.
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- W4289765155 date "2018-07-03" @default.
- W4289765155 modified "2023-09-30" @default.
- W4289765155 title "Quantified Markov Logic Networks" @default.
- W4289765155 doi "https://doi.org/10.48550/arxiv.1807.01183" @default.
- W4289765155 hasPublicationYear "2018" @default.
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