2005 ProbModelsWithUnknownObjects

• (Milch et al., 2005) ⇒ Brian Milch, Bhaskara Marthi, Stuart J. Russell, David Sontag, Daniel L. Ong, Andrey Kolobov. (2005). “BLOG: Probabilistic Models With Unknown Objects.” In: Proceeding of the 19th international joint conference on Artificial intelligence (IJCAI 2005).

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Cited By

~141 http://scholar.google.com/scholar?cluster=8775704291097877149

Quotes

Abstract

• This paper introduces and illustrates BLOG, a formal language for defining probability models over worlds with unknown objects and identity uncertainty. BLOG unifies and extends several existing approaches. Subject to certain acyclicity constraints, every BLOG model specifies a unique probability distribution over first-order model structures that can contain varying and unbounded numbers of objects. Furthermore, complete inference algorithms exist for a large fragment of the language. We also introduce a probabilistic form of Skolemization for handling evidence.

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2005 ProbModelsWithUnknownObjects	Bhaskara Marthi Brian Milch Stuart J. Russell David Sontag Daniel L. Ong Andrey Kolobov			BLOG: Probabilistic Models With Unknown Objects			http://www.eecs.berkeley.edu/~russell/papers/ijcai05-blog.pdf