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  • Planning, prediction, postdiction.
  • Intro to probability theory Bayes nets Markov nets.
  • LPMLN examples LPMLN systems Representing Bayes nets in LPMLN.
  • Markov Logic Applications LPMLN: Syntax and Semantics.
  • reasoning about actions intro describing transition systems in ASP Monkey and Bananas.

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Markov Logic semantics: template for markov networks MAP inference in Markov Logic Walksat/MaxWalkSAT. LPMLN to ASP Ontology RDF, RDFS. LPMLN vs. ASP vs. MLN. blocks world nondeterministic actions concurrent actions non-inertial fluents.

first-order logic: syntax, interpretation.

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