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BLOG

swMATH ID: 22025
Software Authors: Milch, B.; Marthi, B.; Russell, S.; Sontag, D.; Ong, D.L.; Kolobov, A.
Description: BLOG: probabilistic models with unknown objects. 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.
Homepage: https://dl.acm.org/citation.cfm?id=1642293.1642508
Related Software: Church; ProbLog; IBAL; PRISM; BUGS; PREGO; MEBN; FACTORIE; PITA; Haskell; CP-logic; ETPS; Dyna; BayesOWL; PR-OWL; KnowRob; Figaro; PRMLT; Stan; WinBUGS
Cited in: 40 Documents
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Cited by 79 Authors

6 Belle, Vaishak
6 De Raedt, Luc
3 Gagliardi Cozman, Fabio
3 Kimmig, Angelika
3 Levesque, Hector J.
3 Lloyd, John Wylie
3 Mauá, Denis Deratani
3 Ng, Kee Siong
2 de Laet, Tinne
2 Getoor, Lise
2 Nitti, Davide
2 Uther, William T. B.
1 Aggarwal, Jake K.
1 Bach, Stephen H.
1 Blackmond Laskey, Kathryn
1 Borgström, Johannes
1 Broecheler, Matthias
1 Carvalho, Rommel N.
1 Chiang, Michael
1 Cline, M.
1 Costa, Paulo C. G.
1 Cozman, Fabio G.
1 de Campos, Cassio Polpo
1 Dechter, Rina
1 Downey, Doug
1 Etzioni, Oren
1 Fan, Xiuyi
1 Feng, Qihui
1 Frasconi, Paolo
1 Gao, Tianxiang
1 Gelfond, Michael
1 Gordon, Andrew D.
1 Greenberg, Michael D.
1 Hadiji, Fabian
1 Henderson, Thomas C.
1 Hommersom, Arjen
1 Huang, Bert
1 Hutter, Marcus
1 Jäger, Manfred
1 Kane, Jonathan M.
1 Kersting, Kristian
1 Khosravi, Hassan
1 Kirkpatrick, Arthur E.
1 Kiselyov, Oleg
1 Laskey, Kathryn B.
1 Liu, Daxin
1 Lucas, Peter J. F.
1 Luna, José Eduardo Ochoa
1 Margetson, James
1 Mateescu, Robert
1 Meert, Wannes
1 Michels, Steffen
1 Mihalkova, Lilyana
1 Mitiche, Amar
1 Mjolsness, Eric
1 Molina, Alejandro
1 Natarajan, Sriraam
1 Orsini, Francesco
1 Pirri, Fiora
1 Riguzzi, Fabrizio
1 Ryoo, M. S.
1 Sacharny, D.
1 Schulte, Oliver
1 Serbinowski, Bernard
1 Soderland, Stephen
1 Speichert, Stefanie
1 Sridharan, Mohan
1 Sylvester, Zoltán
1 Szałas, Andrzej
1 Van Den Broeck, Guy
1 Van Gael, Jurgen
1 Velikova, Marina
1 Vlasselaer, Jonas
1 von Sydow, Momme
1 Wingate, David Lionel
1 Wolinsky, Matt
1 Yosiphon, Guy
1 Zhang, Shiqi
1 Zhu, Yuke

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