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@Book{Lloyd,
author = {J. W. Lloyd},
title = {Foundations of Logic Programming},
edition = {2nd extended},
isbn = {3-540-18199-7},
publisher = {Springer-Verlag},
year = {1987},
}
@MISC{Str05-pc,
author = {J. Struyf},
year = {2005},
note = {Personal communication},
}
@MISC{Sri05-web,
author = {A. Srinivasan},
title = {Aleph},
year = {2004},
note = {http://web.comlab.ox.ac.uk/oucl/research/areas/machlearn/Aleph/aleph_toc.html},
}
@article{RaeDeh97-ML,
Author = "De Raedt, L. and Dehaspe, L.",
Title = "Clausal discovery",
Journal = "Machine Learning",
Year = 1997,
pages ={99--146},
number={2--3},
volume ={26}
}
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title = {Lezioni di Matematica: Algebra Lineare},
volume = {1},
publisher = {Levrotto e Bella},
year = {1985},
address = {Torino, Italy},
}
@BOOK{NiedeW97-book,
author = {S. Nienhuys-Cheng and R. de Wolf},
title = {Foundations of Inductive Logic Programming},
publisher = {Springer},
year = {1997},
number = {1228},
series = {Lecture Notes in Artificial Intelligence},
address = {Berlin, Germany},
}
@techreport{VenVer03-TR,
author = {J. Vennekens and S. Verbaeten},
title = {Logic Programs With Annotated Disjunctions},
year = {2003},
institution = {K. U. Leuven},
number = {CW386},
note = {\href{http://www.cs.kuleuven.ac.be/\%7Ejoost/techrep.ps}{http://www.cs.kuleuven.ac.be/\%7Ejoost/techrep.ps}},
}
@BOOK{LobMinRaj92-book,
author = {J. Lobo and J. Minker and A. Rajasekar},
title = {Foundations of Disjunctive Logic Programming},
publisher = {{MIT} Press},
year = {1992},
address = {Cambridge, Massachusetts},
}
@inProceedings{VenVer04-ICLP04-IC,
author = {J. Vennekens and S. Verbaeten and M. Bruynooghe},
title = {Logic Programs With Annotated Disjunctions},
booktitle = {The 20th International Conference on Logic Programming ({ICLP} 2004)},
year = {2004},
note={\href{http://www.cs.kuleuven.ac.be/\%7Ejoost/}{http://www.cs.kuleuven.ac.be/\%7Ejoost/}},
}
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year = {1995},
institution = {Austrian Research Institute for Artificial Intelligence},
number = {TR-95-09},
address={Vienna},
}
@ARTICLE{NgSub92-InfCom-IJ,
author = {R. T. Ng and V. S. Subrahmanian},
title = {Probabilistic Logic Programming},
journal = {Information and Computation},
year = {1992},
volume = {101},
number = {2},
pages = {150--201},
}
@inProceedings{KerDeR01-ILP01-IC,
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title = {Towards Combining Inductive Logic Programming and Bayesian Networks},
booktitle = {Inductive Logic Programming ({ILP} 2001)},
year = {2001},
editor = {C. Rouveirol and M. Sebag},
publisher={Springer-Verlag},
series={{LNAI}},
number={2157}
}
@inProceedings{KerDeR00-ILP00-IC,
author = {K. Kersting and L. De Raedt},
title = {Bayesian Logic Programs},
booktitle = {Inductive Logic Programming ({ILP} 2000), Work in Progress Track},
year = {2000},
url={http://SunSITE.Informatik.RWTH-Aachen.DE/Publications/CEUR-WS/Vol-35/},
}
@techreport{KerDeR01-TR,
author = {K. Kersting and L. De Raedt},
title = {Bayesian Logic Programs},
year = {2001},
institution = {Institute for Computer Science, University of Freiburg},
number = {151},
address={Freiburg, Germany},
month ={April},
}
@incollection{GetFri01-BC,
author = {L. Getoor and N. Friedman and D. Koller and A. Pfeffer},
title = {Learning Probabilistic Relational Models},
booktitle = {Relational Data Mining},
publisher = {Springer-Verlag},
year = {2001},
editor ={Saso Dzeroski and Nada Lavrac},
address = {Berlin},
}
@ARTICLE{NgoHad97-TheoCS-IJ,
author = {L. Ngo and P. Haddaway},
title = {Answering Queries from Context-Sensitive Probabilistic
Knowledge Bases},
journal = {Theoretical Computer Science},
year = {1997},
volume = {171},
number = {1--2},
pages = {147-177},
}
@ARTICLE{Poo97-ArtInt-IJ,
author = {D. Poole},
title = {The {I}ndependent {C}hoice {L}ogic for Modelling Multiple Agents under
Uncertainty},
journal = {Artificial Intelligence},
year = {1997},
volume = {94},
number = {1--2},
pages = {7--56},
}
@article{mugg:mi17:slplearn,
TITLE = "Learning Stochastic Logic Programs",
AUTHOR = "S. H. Muggleton",
YEAR = 2000,
JOURNAL = "Electronic Transactions in Artificial Intelligence",
VOLUME = 4,
NUMBER = "041",
URL = "http://www.ida.liu.se/ext/epa/cis/2000/041/tcover.html" }
@inProceedings{Cus00-UAI00-IC,
author = {J. Cussens},
title = {Stochastic logic programs: Sampling, inference and applications},
booktitle = {Uncertainty in Artificial Intelligence ({UAI} 2000)},
year = {2000},
publisher={Morgan Kaufmann},
address= {San Francisco, CA},
pages= {115--122},
}
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title = {Modeling scientific theories as PRISM programs},
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year = {1998},
pages= {37--45},
}
@inProceedings{Sat95-ICLP-IC,
author = { Sato, T.},
title = {A statistical learning method for logic programs with distribution semantics},
booktitle = {12th International Conference on Logic Programming ({ICLP} 1995)},
year = {1995},
pages= {715<EFBFBD>-729},
}
@inProceedings{SanPagQaz03-UAI-IC,
author = {Santos Costa, V. and D. Page and M. Qazi and J. Cussens},
title = {CLP($\mathcal{BN}$): Constraint Logic Programming for Probabilistic Knowledge},
booktitle = {Uncertainty in Artificial Intelligence ({UAI} 2003)},
year = {2003},
}
@inProceedings{Blo03-MRDM-IW,
author = {H. Blockeel},
title = {Prolog for First-Order Bayesian Networks: A Meta-intepreter Approach},
booktitle = {Multi-Relational Data Mining ({MRDM} 2003)},
year = {2003},
}
@INPROCEEDINGS{Ngo96-UAI-IC,
AUTHOR = "Ngo, L. ",
TITLE = "Probabilistic Disjunctive Logic Programming",
BOOKTITLE = "Uncertainty in Artificial Intelligence ({UAI} 1996)",
PUBLISHER = "Morgan Kaufmann Publishers",
ADDRESS = "San Francisco, CA",
YEAR = "1996",
PAGES = "397--404"
}
@article{Getoor+al:JMLR02,
author = "L. Getoor and N. Friedman and D. Koller and B.
Taskar",
journal = {Journal of Machine Learning Research},
title = "Learning probabilistic models of Relational Structure",
volume = 3,
month = {December},
pages = {679-707},
year = "2002",
}
@ARTICLE{well-founded,
author = {Van Gelder, A. and K. A. Ross and J. S. Schlipf},
title = {The Well-founded Semantics for General Logic Programs},
journal = {Journal of the {ACM}},
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year = {1991}
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author = {M. Gelfond and V. Lifschitz},
title = {The Stable Model Semantics for Logic Programming},
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year = 1988,
publisher = {{MIT} Press},
pages = {1070--1080}
}
@INCOLLECTION{Cla78,
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booktitle= {Logic and Databases},
publisher = {Plenum Press},
year = 1978
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title = {Revising Probabilistic Prolog Programs},
booktitle = {Proceedings of the 16th International Conference on Inductive Logic Programming},
year = {2007},
publisher = {Springer},
number = {4455},
series = {LNAI},
}
@inproceedings{Rig-ILP06,
author={F. Riguzzi},
title={{ALLPAD}: Approximate Learning of Logic Programs with Annotated Disjunctions},
booktitle={Proceedings of the 16th International Conference on Inductive Logic Programming},
year={2007},
publisher={Springer},
number={4455},
series = {LNAI},
}
@inproceedings{DBLP:conf/ijcai/RaedtKT07,
author = {De Raedt, L. and
A. Kimmig and
H. Toivonen},
title = {ProbLog: A Probabilistic Prolog and Its Application in Link
Discovery.},
booktitle = {Proceedings of the 20th International Joint
Conference on Artificial Intelligence},
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pages = {2462-2467},
ee = {http://www.ijcai.org/papers07/Papers/IJCAI07-396.pdf},
bibsource = {DBLP, http://dblp.uni-trier.de}
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@article{DBLP:journals/jlp/Fitting85a,
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@inproceedings{DBLP:conf/ki/HitzlerW02,
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title = {The Well-Founded Semantics Is a Stratified Fitting Semantics.},
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@inProceedings{FieBloRamBru-MRDM04,
author={D. Fierens and H. Blockeel and J. Ramon and M. Bruynooghe},
title={Logical Bayesian networks},
booktitle={Multi-Relational Data Mining ({MRDM} 2004)},
pages={19--30},
year={2004},
}
@inProceedings{Blo04-ILP04WIP-IC,
author = {H. Blockeel},
title = {Probabilistic logical models for Mendel's
experiments: An exercise},
booktitle = {Inductive Logic Programming ({ILP} 2004), Work in Progress Track},
year = {2004},
}
@techreport{Rig06-TR,
author = {F. Riguzzi},
title = {{ALLPAD}: Approximate Learning of Logic Programs With Annotated Disjunctions},
year = {2006},
institution = {University of Ferrara},
number = {CS-2006-01},
note = {http://www.ing.unife.it/aree\_ricerca/informazione/cs/technical\_reports/CS-2006-01.pdf},
}
@inproceedings{DBLP:conf/ismis/DehaspeR96,
author = {L. Dehaspe and
L. De Raedt},
title = {{DLAB}: A Declarative Language Bias Formalism.},
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({ISMIS} 1996)},
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series = {LNCS},
number = {1079},
isbn = {3-540-61286-6},
pages = {613-622},
bibsource = {DBLP, http://dblp.uni-trier.de}
}
@MISC{Sri05-web-mlj,
author = {A. Srinivasan},
title = {Aleph},
year = {2004},
note = {http://web.comlab.ox.ac.uk/oucl/research/ areas/machlearn/Aleph/aleph\_toc.html},
}
@incollection{Prz88-Chapter,
author = {T. C. Przymusinski},
title = {On the declarative semantics of deductive databases and logic programs},
booktitle = {Foundations of deductive databases and logic programming},
year = {1988},
isbn = {0-934613-40-0},
pages = {193--216},
editor = {J. Minker},
publisher = {Morgan Kaufmann Publishers Inc.},
address = {San Francisco, CA, USA},
}
@article{DBLP:journals/ml/TurcotteMS01,
author = {M. Turcotte and
S. Muggleton and
M. J. E. Sternberg},
title = {The Effect of Relational Background Knowledge on Learning
of Protein Three-Dimensional Fold Signatures.},
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volume = {43},
number = {1/2},
year = {2001},
pages = {81-95},
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}
@inproceedings{DBLP:conf/psb/KerstingRKR03,
author = {K. Kersting and
T. Raiko and
S. Kramer and
L. De Raedt},
title = {Towards Discovering Structural Signatures of Protein Folds
Based on Logical Hidden Markov Models.},
booktitle = {Pacific Symposium on Biocomputing},
year = {2003},
pages = {192-203},
ee = {http://helix-web.stanford.edu/psb03/kersting.pdf},
bibsource = {DBLP, http://dblp.uni-trier.de}
}
@inproceedings{DBLP:conf/dis/StolleKR05,
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bibsource = {DBLP, http://dblp.uni-trier.de}
}
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booktitle = {Machine Learning, ({ECML} 2004)},
year = {2004},
publisher = {Springer},
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@inproceedings{KerstingECML06,
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booktitle = {Machine Learning, ({ECML} 2006)},
year = {2006},
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title = {Logical Hidden Markov Models.},
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year = {2006},
pages = {425-456},
}
@inproceedings{Rig04-ILP04-IC-short,
author = "F. Riguzzi",
title = "Learning Logic Programs with Annotated Disjunctions",
booktitle = "Inductive Logic Programming, ({ILP} 2004)",
year = "2004",
month={September},
publisher={Springer},
series ={LNCS},
number = {3194},
pages={270--287},
url = {http://www.ing.unife.it/docenti/FabrizioRiguzzi/Papers/Rig-ILP04.pdf},
isbn={3-540-22941-8},
issn={0302-9743},
doi={10.1007/b10011},
}
@inproceedings{VenDenBru-JELIA06,
author = "J. Vennekens and M. Denecker and M. Bruynooghe",
title = "Representing Causal Information about a
Probabilistic Process",
booktitle = "10th European Conference on Logics in Artificial Intelligence, JELIA 2006",
year = "2006",
month={September},
publisher={Springer},
series ={LNAI},
}
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author={R. E. Bryant},
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author={Miller, D. M. and Drechsler, R.},
booktitle={Proceedings 32nd IEEE International Symposium on
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}
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author={Lauritzen, S. and Spiegelhalter, D. J.},
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volume={B, 50},
number={2},
pages={157-224},
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@inproceedings{Rig-AIIA07-IC,
author={
Fabrizio Riguzzi },
title={A Top Down Interpreter for LPAD and CP-logic},
booktitle={10th Congress of the Italian Association for Artificial Intelligence},
year={2007},
publisher={Springer},
note={\href{http://www.ing.unife.it/docenti/FabrizioRiguzzi/Papers/Rig-AIIA07.pdf}{http://www.ing.unife.it/docenti/FabrizioRiguzzi/Papers/Rig-AIIA07.pdf}}
}
}
@inproceedings{Rig-RCRA07-IC,
author={
Fabrizio Riguzzi },
title={A Top Down Interpreter for LPAD and CP-logic},
booktitle={The 14th RCRA workshop
Experimental Evaluation of Algorithms for
Solving Problems with Combinatorial Explosion},
year={2007},
note={\href{http://pst.istc.cnr.it/RCRA07/articoli/P19-riguzzi-RCRA07.pdf}{http://pst.istc.cnr.it/RCRA07/articoli/P19-riguzzi-RCRA07.pdf}}
}
@unpublished{CP-logic-unp,
author={Joost Vennekens and Marc Denecker and Maurice Bruynooge},
title={Extending the Role of Causality in Probabilistic Modeling},
year={2006},
note={\href{http://www.cs.kuleuven.ac.be/\%7Ejoost/cplogic.pdf}{http://www.cs.kuleuven.ac.be/\%7Ejoost/cplogic.pdf}},
}