BLOG: Probabilistic Models with Unknown Objects

Dagstuhl Seminar Proceedings

Volumn 5051, Issue , 2006, Pages

  Milch, Brian ^a   Marthi, Bhaskara ^a   Russell, Stuart ^a   Sontag, David ^a   Ong, Daniel L ^a   Kolobov, Andrey ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

first order logic; identity uncertainty; Knowledge representation; probability

Indexed keywords

BAYESIAN NETWORKS; FORMAL LANGUAGES; FORMAL LOGIC; INFERENCE ENGINES; KNOWLEDGE REPRESENTATION; PROBABILITY DISTRIBUTIONS;

ACYCLICITY; FIRST ORDER LOGIC; GENERATIVE PROCESS; IDENTITY UNCERTAINTY; KNOWLEDGE-REPRESENTATION; PROBABILISTIC MODELS; PROBABILITY MODELLING; PROBABILITY: DISTRIBUTIONS; UNCERTAINTY; UNKNOWN OBJECTS;

BLOGS;

EID: 79952817030     PISSN: 18624405     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (6)

1. Milch, B., Marthi, B., Russell, S., Sontag, D., Ong, D.L., Kolobov, A.: BLOG: Probabilistic models with unknown objects. In: Proc. 19th International Joint Conf. on AI. (2005) To appear.
2. Milch, B., Marthi, B., Sontag, D., Russell, S., Ong, D.L., Kolobov, A.: Approximate inference for infinite contingent Bayesian networks. In: 10th International Workshop on AI and Statistics. (2005)
3. Koller, D., Pfeffer, A.: Probabilistic frame-based systems. In: Proc. 15th National Conf. on AI. (1998) 580–587
4. Getoor, L., Friedman, N., Koller, D., Taskar, B.: Learning probabilistic models of relational structure. In: Proc. 18th International Conf. on Machine Learning. (2001) 170–177
5. Pasula, H., Marthi, B., Milch, B., Russell, S., Shpitser, I.: Identity uncertainty and citation matching. In: Advances in Neural Information Processing Systems 15. MIT Press, Cambridge, MA (2003)
6. Laskey, K.B.: MEBN: A logic for open-world probabilistic reasoning. Technical report, George Mason Univ. (2004)