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Practical Statistical Relational Learning

Practical Statistical Relational Learning

Practical Statistical Relational Learning. Pedro Domingos Dept. of Computer Science & Eng. University of Washington. Overview. Motivation Foundational areas Probabilistic inference Statistical learning Logical inference Inductive logic programming Putting the pieces together

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1.21k views • 109 slides
Markov Logic: Combining Logic and Probability

Markov Logic: Combining Logic and Probability

Markov Logic: Combining Logic and Probability. Parag Singla Dept. of Computer Science & Engineering Indian Institute of Technology Delhi. Overview. Motivation & Background Markov logic Inference & Learning Abductive Plan Recognition. Social Network and Smoking Behavior. Smoking .

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789 views • 65 slides
Intelligent Systems (AI-2) Computer Science cpsc422 , Lecture 33 Apr, 4, 2014

Intelligent Systems (AI-2) Computer Science cpsc422 , Lecture 33 Apr, 4, 2014

Intelligent Systems (AI-2) Computer Science cpsc422 , Lecture 33 Apr, 4, 2014. Slide source: from Pedro Domingos UW & Markov Logic: An Interface Layer for Artificial Intelligence Pedro Domingos and Daniel Lowd University of Washington , Seattle. Lecture Overview.

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451 views • 34 slides
Statistical Relational Learning

Statistical Relational Learning

Statistical Relational Learning. Joint Work with Sriraam Natarajan, Kristian Kersting , Jude Shavlik. Bayesian Networks. Burglary. Earthquake. Alarm. MaryCalls. JohnCalls. Bayesian Network for a City. H3. H1. Burglary. Earthquake. Burglary. Earthquake. Alarm. Alarm. Calls(H2).

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494 views • 31 slides

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