Markov Logic Networks

LoMRF

Logical Markov Random Fields.

Online Learning of Weighted Relational Rules for Complex Event Recognition

Systems for symbolic complex event recognition detect occurrences of events in time using a set of event definitions in the form of logical rules. The Event Calculus is a temporal logic that has been used as a basis in event recognition applications, …

OSL𝛼: Online Structure Learning Using Background Knowledge Axiomatization

We present OSLα — an online structure learner for Markov Logic Networks (MLNs) that exploits background knowledge axiomatization in order to constrain the space of possible structures. Many domains of interest are characterized by uncertainty and …