Markov Logic Networks

B.Tech Thesis

• Inference and Learning in Markov Logic Networks

Good Reads

General

• Markov Logic [Domingos et. al.]
• Lifted First-Order Belief Propagation [Singla, Domingos ; 2008]

Lifted MAP Inference

• Scaling-Up MAP and Marginal MAP Inference in Markov Logic [Somdeb Sarkhel ; 2016]
• Lifted MAP Inference for Markov Logic Networks [Sarkhel et. al. ; AISTATS 2014]
• Fast Lifted MAP Inference via Partitioning [Sarkhel, Singla, Gogate ; NIPS 2015]
• New Rules for Domain Independent Lifted MAP Inference [Mittal et. al. ; NIPS 2014]
• Lifted Inference Rules with Constraints [Mittal et. al. ; NIPS 2015]

Learning

• Discriminative Training of Markov Logic Networks [Singla, Domingos ; AAAI 2005]
• Efficient Weight Learning for Markov Logic Networks [Lowd, Domingos ; KDD 2007]
• Scalable Training of Markov Logic Networks Using Approximate Counting [Sarkhel et. al. ; AAAI 2016]

Miscellaneous

• A Course on Markov Logic Networks