arXiv:1412.0315v1 [cs.AI] 1 DecLifted Probabilistic Inference for Asymmetric Graphical Models Guy Van den Broeck Mathias Niepert

Source URL: arxiv.org

Towards High-Level Probabilistic Reasoning with Lifted Inference Guy Van den Broeck Department of Computer Science KU Leuven, Belgium

Source URL: lirias.kuleuven.be

Tractable Learning for Structured Probability Spaces: A Case Study in Learning Preference Distributions Arthur Choi and Guy Van den Broeck and Adnan Darwiche Computer Science Department University of California, Los Ange

Source URL: lirias.kuleuven.be

ProbLog2: Probabilistic logic programming Anton Dries, Angelika Kimmig, Wannes Meert, Joris Renkens, Guy Van den Broeck, Jonas Vlasselaer, and Luc De Raedt KU Leuven, Belgium, {firstname.lastname}@cs.kuleuven.be, https:/

Source URL: people.cs.kuleuven.be

On the Role of Canonicity in Knowledge Compilation Guy Van den Broeck and Adnan Darwiche Computer Science Department University of California, Los Angeles {guyvdb,darwiche}@cs.ucla.edu

Source URL: lirias.kuleuven.be

Efficient Algorithms for Bayesian Network Parameter Learning from Incomplete Data Guy Van den Broeck∗ and Karthika Mohan∗ and Arthur Choi and Adnan Darwiche and Judea Pearl Computer Science Department University of C

Source URL: lirias.kuleuven.be

Anytime Inference in Probabilistic Logic Programs with TP -Compilation Jonas Vlasselaer, Guy Van den Broeck, Angelika Kimmig, Wannes Meert, Luc De Raedt Department of Computer Science KU Leuven, Belgium firstname.lastnam

Source URL: lirias.kuleuven.be

• Model theory
• Predicate logic
• Markov logic network
• Rules of inference
• Probabilistic logic
• Stable model semantics
• Resolution
• First-order logic
• Atomic formula
• Propositional calculus
• FO
• Inference

On the Role of Canonicity in Knowledge Compilation Guy Van den Broeck and Adnan Darwiche Jan 28, 2015, AAAI

Source URL: lirias.kuleuven.be

Inducing Probabilistic Relational Rules from Probabilistic Examples∗ Luc De Raedt, Anton Dries, Ingo Thon† , Guy Van den Broeck, Mathias Verbeke‡ KU Leuven, Department of Computer Science Celestijnenlaan 200A, BE-3

Source URL: lirias.kuleuven.be

Machine Learning manuscript No. (will be inserted by the editor) Lifted generative learning of Markov logic networks Jan Van Haaren · Guy Van den Broeck · Wannes Meert · Jesse Davis

Source URL: lirias.kuleuven.be