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08/30/2023
"Would life be more interesting if I were in AI?" Answering Counterfactuals based on Probabilistic Inductive Logic Programming
Probabilistic logic programs are logic programs where some facts hold wi...
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08/30/2023
On the Independencies Hidden in the Structure of a Probabilistic Logic Program
Pearl and Verma developed d-separation as a widely used graphical criter...
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05/24/2023
"What if?" in Probabilistic Logic Programming
A ProbLog program is a logic program with facts that only hold with a sp...
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04/16/2023
A general approach to asymptotic elimination of aggregation functions and generalized quantifiers
We consider a logic with truth values in the unit interval and which use...
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11/12/2022
The generalised distribution semantics and projective families of distributions
We generalise the distribution semantics underpinning probabilistic logi...
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07/01/2022
Projectivity revisited
The behaviour of statistical relational representations across different...
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04/20/2022
On the relative asymptotic expressivity of inference frameworks
Let σ be a first-order signature and let 𝐖_n be the set of all σ-structu...
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02/21/2022
Statistical Relational Artificial Intelligence with Relative Frequencies: A Contribution to Modelling and Transfer Learning across Domain Sizes
Dependencies on the relative frequency of a state in the domain are comm...
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06/18/2021
Asymptotic elimination of partially continuous aggregation functions in directed graphical models
In Statistical Relational Artificial Intelligence, a branch of AI and ma...
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03/28/2021
Scaling the weight parameters in Markov logic networks and relational logistic regression models
We consider Markov logic networks and relational logistic regression as ...
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02/17/2021