Kristian Kersting, Brian Milch, Luke S. Zettlemoyer, Michael Haimes, Leslie Pack Kaelbling
do not scale well to large populations • Lifted inference idea: • Many individuals are interchangeable in model • Exploit that symmetry to speed up inference
Reasoning about Large Populations with Lifted Probabilistic Inference (2008)
Kristian Kersting, Brian Milch, Luke S. Zettlemoyer, Michael Haimes, Leslie Pack Kaelbling
We use a concrete problem in the context of planning meetings to show how lifted probabilistic inference can dramatically speed up reasoning. We also extend lifted inference to deal with cardinality...