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ProbLog

swMATH ID: 6945
Software Authors: Renkens, Joris; Van Den Broeck, Guy; Nijssen, Siegfried
Description: ProbLog is a probabilistic logic programming language based on Prolog. Two ProbLog implementations are available, based on a different methodology and offering a different functionality. ProbLog1, or briefly ProbLog, focusses on computing the success probability of a given query, either exactly or using various approximate methods. ProbLog1 also supports parameter learning, in both the learning from entailment and learning from interpretations setting. ProbLog1 also supports decision-theoretic inference. ProbLog2 allows the user to compute marginal probabilities of any number of ground atoms in the presence of evidence (in comparison, the succes probability setting of ProbLog1 corresponds to having a single query and no evidence). ProbLog2 also supports parameter learning in the learning from interpretations setting.
Homepage: http://dtai.cs.kuleuven.be/problog/
Keywords: probabilistic programming; inductive logic programming; statistical relational learning; decision theory; approximative inference
Related Software: PRISM; PITA; CP-logic; Church; BLOG; YAP-Prolog; Aleph; PRMLT; MCINTYRE; SWI-Prolog; Dyna; cplint; DeepProbLog; XSB; kProbLog; Adam; FACTORIE; YAGO; FluCaP; Figaro
Cited in: 103 Publications
all top 5

Cited by 187 Authors

20 Riguzzi, Fabrizio
19 De Raedt, Luc
13 Kimmig, Angelika
10 Bellodi, Elena
8 Lamma, Evelina
8 Zese, Riccardo
5 Van Den Broeck, Guy
4 Belle, Vaishak
4 Ceylan, İsmail İlkan
4 Cota, Giuseppe
4 Gutmann, Bernd
4 Janssens, Gerda
4 Mantadelis, Theofrastos
4 Sato, Taisuke
3 Artikis, Alexander
3 Azzolini, Damiano
3 Bruynooghe, Maurice
3 Santos Costa, Vítor
3 Frasconi, Paolo
3 Paliouras, Georgios
3 Ramakrishnan, C. R.
3 Rocha, Ricardo
3 Russo, Alessandra M.
3 Thon, Ingo
3 Vennekens, Joost
2 Alberti, Marco
2 Broda, Krysia B.
2 Cohen, William W.
2 Cropper, Andrew
2 Cussens, James
2 de Laet, Tinne
2 Demoen, Bart
2 Di Mauro, Nicola
2 Dickens, Luke
2 Dumančić, Sebastijan
2 Inoue, Katsumi
2 Kersting, Kristian
2 Law, Mark M.
2 Levesque, Hector J.
2 Mazaitis, Kathryn Rivard
2 Meert, Wannes
2 Muggleton, Stephen H.
2 Nguembang Fadja, Arnaud
2 Nijssen, Siegfried
2 Nitti, Davide
2 Orsini, Francesco
2 Peñaloza, Rafael
2 Renkens, Joris
2 Skarlatidis, Anastasios
2 Swift, Terrance
2 Teso, Stefano
1 Abboud, Ralph
1 Abdallah, Samer A.
1 Anastacio, Marie
1 Babaki, Behrouz
1 Bain, Michael E.
1 Balai, Evgenii
1 Bikakis, Antonis
1 Bistarelli, Stefano
1 Blockeel, Hendrik
1 Bratko, Ivan
1 Buchman, David
1 Calejo, Miguel
1 Cerutti, Federico
1 Corapi, Domenico
1 Costa, Fabrizio
1 Darwiche, Adnan
1 D’Asaro, Fabio Aurelio
1 De Bona, Glauber
1 De Grave, Kurt
1 Demeester, Thomas
1 Denecker, Marc
1 Di Franco, Anthony
1 Dimitrov, Radoslav
1 Doleschal, Johannes
1 Dries, Anton
1 Ferilli, Stefano
1 Fierens, Daan
1 Filippou, Jason
1 Finthammer, Marc
1 Flach, Peter A.
1 Fokkinga, Daniël
1 Forsyth, Peter A.
1 Fraccaroli, Michele
1 Gagliardi Cozman, Fabio
1 Gavanelli, Marco
1 Gelfond, Michael
1 Getoor, Lise
1 Ghosh, Sarthak
1 Goel, Rishab
1 Gottlob, Georg
1 Gu, Tao
1 Guimarães, Victor
1 Gusmão, Arthur Colombini
1 Hescott, Benjamin J.
1 Holtzen, Steven
1 Hommersom, Arjen
1 Hoos, Holger H.
1 Hunter, Anthony
1 Ishihata, Masakazu
...and 87 more Authors

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