@article(chen:jair,
 author       = {Suming Chen and Arthur Choi and Adnan Darwiche},
 year         = {2014},
 title        = {Algorithms and Applications for the Same-Decision Probability},
 journal      = {Journal of Artificial Intelligence Research},
 volume       = {49},
 pages        = {601--633},
 doi          = {10.1613/jair.4218},
)
@inproceedings(deraedt:ijcai,
 author       = {De Raedt, L. and A. Kimmig and H. Toivonen},
 year         = {2007},
 title        = {{ProbLog}: A probabilistic Prolog and its application in link discovery},
 booktitle    = {Proceedings of the 20th International Joint Conference on Artificial Intelligence (IJCAI 2007)},
 pages        = {2462--2467},
)
@article(denecker:jlp,
 author       = {Marc Denecker and Antonis Kakas},
 year         = {2000},
 title        = {Special issue: abductive logic programming},
 journal      = {The Journal of Logic Programming},
 volume       = {44},
 number       = {1},
 pages        = {1 -- 4},
 doi          = {10.1016/s0743-1066(99)00078-3},
)
@inproceedings(deshpande:vldb,
 author       = {A. Deshpande and C. Guestrin and S. Madden and S. Hellerstein and W. Hong},
 year         = {2004},
 title        = {Model-driven Data Acquisition in Sensor Networks},
 booktitle    = {VLDB},
 doi          = {10.1016/b978-012088469-8.50053-x},
)
@inproceedings(dittmer:uai,
 author       = {S. Dittmer and F. Jensen},
 year         = {1997},
 title        = {Myopic Value of Information in Influence Diagrams},
 booktitle    = {UAI},
 pages        = {142--149},
)
@inproceedings(dries:ecai,
 author       = {Anton Dries and Angelika Kimmig and Wannes Meert and Joris Renkens and {Van den Broeck}, Guy and Jonas Vlasselaer and {De Raedt}, Luc},
 year         = {2015},
 title        = {{ProbLog2}: Probabilistic Logic Programming},
 booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference, {ECML} {PKDD}},
 pages        = {312--315},
 doi          = {10.1007/978-3-319-23461-8_37},
)
@inproceedings(ghosh:ictai,
 author       = {S. Ghosh and C. R. Ramakrishnan},
 year         = {2017},
 title        = {Optimal Value of Information in Dynamic Bayesian Networks},
 booktitle    = {2017 International Conference on Tools with Artificial Intelligence},
 doi          = {10.1109/ictai.2017.00015},
)
@article(heckerman:pami,
 author       = {D. Heckerman and E. Horvitz and B. Middleton},
 year         = {1993},
 title        = {An Approximate Nonmyopic Computation for Value of Information},
 journal      = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
 volume       = {15},
 pages        = {292--298},
 doi          = {10.1109/34.204912},
)
@inproceedings(horsch:uai,
 author       = {M. C. Horsch and D. L. Poole},
 year         = {1998},
 title        = {An Anytime Algorithm for Decision Making under Uncertainty},
 booktitle    = {UAI},
)
@article(howard:ssc,
 author       = {R. A. Howard},
 year         = {1966},
 title        = {Information Value Theory},
 journal      = {IEEE Transactions on Systems Science and Cybernetics},
 volume       = {2},
 number       = {1},
 pages        = {22--26},
 doi          = {10.1109/tssc.1966.300074},
)
@incollection(howard:da,
 author       = {R. A. Howard and J. Matheson},
 year         = {1984},
 title        = {Influence Diagrams},
 booktitle    = {Readings on the Principles and Applications of Decision Analysis II},
 publisher    = {Strategic Decision Group},
 address      = {Menlo Park, Calif.},
 pages        = {719--762},
 doi          = {10.1287/deca.1050.0020},
)
@inproceedings(kimmig:iclp,
 author       = {A Kimmig and Santos Costa, V and R Rocha and B Demoen and  and De Raedt, L},
 year         = {2008},
 title        = {On the Efficient Execution of ProbLog Programs},
 booktitle    = {Proceedings of the 24th International Conference on Logic Programming (ICLP 2008)},
 doi          = {10.1007/978-3-540-89982-2_22},
)
@inproceedings(krause:ijcai,
 author       = {A. Krause and C. Guestrin},
 year         = {2005},
 title        = {Optimal Nonmyopic Value of Information in Graphical Models - Efficient Algorithms and Theoretical Limits},
 booktitle    = {Proc. of IJCAI},
)
@article(krause:jair,
 author       = {A. Krause and C. Guestrin},
 year         = {2009},
 title        = {Optimal Value of Information in Graphical Models},
 journal      = {Journal of Artificial Intelligence Research},
 volume       = {35},
 pages        = {557--591},
 doi          = {10.1613/jair.2737},
)
@article(krause:corr,
 author       = {A. Krause and C. Guestrin},
 year         = {2012},
 title        = {Near-optimal Nonmyopic Value of Information in Graphical Models},
 journal      = {CoRR},
 volume       = {abs/1207.1394},
)
@article(mookerjee:kde,
 author       = {V. S. Mookerjee and M. V. Mannino},
 year         = {1997},
 title        = {Sequential Decision Models for Expert System Optimization},
 journal      = {IEEE Transactions on Knowledge and Data Engineering},
 volume       = {9},
 number       = {5},
 pages        = {675--687},
 doi          = {10.1109/69.634747},
)
@book(NM:Prolog,
 author       = {Ulf Nilsson and Jan Maluszynski},
 year         = {1995},
 title        = {Logic, Programming and Prolog (2ed)},
 publisher    = {John Wiley \& Sons Ltd},
 url          = {http://www.ida.liu.se/~ulfni/lpp},
)
@inproceedings(PooleICL,
 author       = {D. Poole},
 year         = {2008},
 title        = {The Independent Choice Logic and Beyond},
 booktitle    = {Probabilistic ILP},
 pages        = {222--243},
 doi          = {10.1007/978-3-540-78652-8_8},
)
@article(quinlan:ml,
 author       = {J. R. Quinlan},
 year         = {1986},
 title        = {Induction of Decision Trees},
 journal      = {Machine Learning},
 volume       = {1},
 pages        = {81--106},
 doi          = {10.1007/bf00116251},
)
@article(riguzzi:tplp,
 author       = {Fabrizio Riguzzi and Terrance Swift},
 year         = {2011},
 title        = {The {PITA} system: Tabling and answer subsumption for reasoning under uncertainty},
 journal      = {Theory and Practice of Logic Programming},
 volume       = {11},
 number       = {4-5},
 pages        = {433--449},
 doi          = {10.1017/s147106841100010x},
)
@conference(sato:ijcai,
 author       = {T. Sato and Y. Kameya},
 year         = {1997},
 title        = {PRISM: a language for symbolic statistical modeling},
 booktitle    = {Proceedings of the 15th International Joint Conference on Artificial Intelligence},
 pages        = {1330--1335},
)
@article(sato:jair,
 author       = {T. Sato and Y. Kameya},
 year         = {2001},
 title        = {Parameter learning of logic programs for symbolic-statistical modeling},
 journal      = {Journal of Artificial Intelligence Research},
 volume       = {15},
 pages        = {391--454},
 doi          = {10.1613/jair.912},
)
@inproceedings(scheffer:ecml,
 author       = {T Scheffer and S Wrobel},
 year         = {2001},
 title        = {Active Learning of Partially Hidden Markov Models},
 booktitle    = {Proceedings of the ECML/PKDD Workshop on Instance Selection},
)
@article(tu:tplp,
 author       = {Phan Huy Tu and Tran Cao Son and Chitta Baral},
 year         = {2007},
 title        = {Reasoning and Planning with Sensing Actions, Incomplete Information, and Static Causal Laws Using Answer Set Programming},
 journal      = {Theory Pract. Log. Program.},
 volume       = {7},
 number       = {4},
 pages        = {377--450},
 doi          = {10.1017/s1471068406002948},
)
@article(turney:jair,
 author       = {P. D. Turney},
 year         = {1995},
 title        = {Cost-Sensitive Classification: Empirical Evaluation of a Hybrid Genetic Decision Tree Induction Algorithm},
 journal      = {Journal of Artificial Intelligence Research},
 volume       = {2},
 pages        = {369--409},
 doi          = {10.1613/jair.120},
)
@inproceedings(broeck:aaai,
 author       = {{Van den Broeck}, Guy and Ingo Thon and {van Otterlo}, Martijn and {De Raedt}, Luc},
 year         = {2010},
 title        = {{DTProbLog}: A Decision-theoretic Probabilistic Prolog},
 booktitle    = {Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence},
 series       = {AAAI'10},
 publisher    = {AAAI Press},
 pages        = {1217--1222},
 url          = {http://dl.acm.org/citation.cfm?id=2898607.2898801},
)
@article(vdgaag:aisbq,
 author       = {{van der Gaag}, L. and M. Wessels},
 year         = {1993},
 title        = {Selective Evidence Gathering for Diagnostic Belief Networks},
 journal      = {AISB Quarterly},
 volume       = {86},
 pages        = {23--84},
)