@inproceedings{NguLamRig18-RICERCA-IW,
title = {Vision Inspection with Neural Networks},
author = {Nguembang Fadja, Arnaud and Evelina Lamma and Fabrizio Riguzzi },
booktitle = {{R.i.C.e.R.c.A}: {RCRA} Incontri E Confronti,
Proceedings of the {RiCeRcA} Workshop
co-located with the 17th International Conference of the
Italian Association for Artificial Intelligence {(Ai*iA 2018)}},
year = 2018,
editor = {Marco Maratea and Mauro Vallati},
series = {CEUR Workshop Proceedings},
publisher = {Sun {SITE} Central Europe},
address = {Aachen, Germany},
issn = {1613-0073},
venue = {Trento, Italy},
eventdate = {November 22, 2018},
copyright = {by the authors},
volume = {2272},
pages = {1-10},
url = {http://ceur-ws.org/Vol-2272/paper1.pdf},
scopus = {2-s2.0-85058652909}
}
@inproceedings{NguRigLam18-AIIADC-IW,
title = {Deep learning for probabilistic logic programming},
author = {Nguembang Fadja, Arnaud and Fabrizio Riguzzi and Evelina Lamma },
booktitle = {{AI*IA 2018 Doctoral Consortium},
Proceedings of the {AI*IA Doctoral Consortium (DC)}},
year = 2018,
editor = {Marco Rospocher and
Luciano Serafini and
Sara Tonelli},
series = {CEUR Workshop Proceedings},
publisher = {Sun {SITE} Central Europe},
address = {Aachen, Germany},
issn = {1613-0073},
venue = {Trento, Italy},
eventdate = {November 20-23, 2018},
copyright = {by the authors},
volume = {2249},
url = {http://ceur-ws.org/Vol-2249/AIIA-DC2018_paper_9.pdf},
pages = {43-47},
scopus = {2-s2.0-85057844515}
}
@inproceedings{CheCotLam18-CILC-NC,
author = {Chesani, Federico and Cota, Giuseppe and Lamma, Evelina and Mello, Paola and Riguzzi, Fabrizio},
title = {A Decision Support System for Food Recycling based on Constraint Logic Programming and Ontological Reasoning},
year = {2018},
series = {CEUR Workshop Proceedings},
publisher = {Sun {SITE} Central Europe},
address = {Aachen, Germany},
volume = {2214},
editor = {Paolo Felli and Marco Montali},
booktitle = {Proceedings of the 33rd Italian Conference on Computational Logic },
url = {http://ceur-ws.org/Vol-2214/paper13.pdf},
pages = {117-131},
eventdate = {September 20-22, 2018},
venue = {Bolzano, Italy},
issn = {1613-0073},
copyright = {by the authors},
scopus = {2-s2.0-85054323247}
}
@inproceedings{NguRigLam18-AIXIA-IC,
title = {Expectation Maximization in Deep Probabilistic Logic Programming},
author = {Nguembang Fadja, Arnaud and Fabrizio Riguzzi and Evelina Lamma },
booktitle = {Proceedings of the 17th Conference of the Italian Association for Artificial Intelligence ({AI*IA2018}),
Trento, Italy, 20-23 November, 2018},
year = 2018,
editor = {Chiara Ghidini and Bernardo Magnini and Andrea Passerini},
publisher = {Springer},
address = {Heidelberg, Germany},
series = {Lecture Notes in Computer Science},
issn = {1613-0073},
doi = {10.1007/978-3-030-03840-3_22},
venue = {Trento, Italy},
eventdate = {November 20-23, 2018},
copyright = {Springer},
url = {http://ml.unife.it/wp-content/uploads/Papers/NguRigLam-AIXIA18.pdf},
volume = {11298},
pages = {293-306},
isbn-print = {978-3-030-03839-7},
isbn-online = {978-3-030-03840-3},
scopus = {2-s2.0-85057391654},
note = {The final publication is available at Springer via \url{http://dx.doi.org/10.1007/978-3-030-03840-3_22}}
}
@inproceedings{CotRigZes18-SUM-IC,
title = {A Modular Inference System for Probabilistic Description Logics},
author = {Giuseppe Cota and Fabrizio Riguzzi and Riccardo Zese and Elena Bellodi and Evelina Lamma },
booktitle = {Scalable Uncertainty Management 12th International Conference, SUM 2018, Milan, Italy, October 3-5, 2018, Proceedings},
year = 2018,
editor = {Davide Ciucci and Gabriella Pasi and Barbara Vantaggi},
volume = {11142},
publisher = {Springer},
address = {Heidelberg, Germany},
series = {Lecture Notes in Computer Science},
issn = {1613-0073},
doi = {10.1007/978-3-030-00461-3_6},
venue = {Milano, Italy},
eventdate = {October 3-5, 2018},
copyright = {Springer},
pages = {78-92},
isbn-print = {978-3-030-00460-6},
isbn-online = {978-3-030-00461-3},
note = {The final publication is available at Springer via \url{http://dx.doi.org/10.1007/978-3-030-00461-3_6}},
url = {http://ml.unife.it/wp-content/uploads/Papers/CotRigZes-SUM18.pdf},
scopus = {2-s2.0-85054858704}
}
@inproceedings{RigBelZes18-ILP-EB,
title = {Preface},
author = {Fabrizio Riguzzi and Elena Bellodi and Riccardo Zese },
booktitle = {Inductive Logic Programming
28th International Conference, ILP 2018, Ferrara, Italy, September 2-4, 2018, Proceedings},
year = 2018,
editor = {Fabrizio Riguzzi and Elena Bellodi and Riccardo Zese },
volume = {11105},
publisher = {Springer},
address = {Heidelberg, Germany},
series = {Lecture Notes in Artificial Intelligence},
issn = {1613-0073},
doi = {10.1007/978-3-319-99960-9},
url = {https://link.springer.com/content/pdf/bfm:978-3-319-99960-9/1.pdf},
venue = {Ferrara, Italy,},
eventdate = {September 2-4, 2018},
copyright = {Springer},
pages = {V-VI},
isbn-print = {978-3-319-99959-3},
isbn-online = {978-3-319-99960-9},
scopus = { 2-s2.0-85053221992}
}
@proceedings{ILP2018-EB,
title = {Inductive Logic Programming
28th International Conference, ILP 2018, Ferrara, Italy, September 2-4, 2018, Proceedings},
year = 2018,
editor = {Fabrizio Riguzzi and Elena Bellodi and Riccardo Zese },
volume = {11105},
publisher = {Springer},
address = {Heidelberg, Germany},
series = {Lecture Notes in Artificial Intelligence},
issn = {1613-0073},
doi = {10.1007/978-3-319-99960-9},
url = {https://link.springer.com/book/10.1007/978-3-319-99960-9},
venue = {Ferrara, Italy,},
eventdate = {September 2-4, 2018},
copyright = {Springer},
isbn-print = {978-3-319-99959-3},
isbn-online = {978-3-319-99960-9}
}
@proceedings{2018-CEUR-EB,
title = {Up-and-Coming and Short Papers of the 28th International Conference on Inductive Logic Programming (ILP 2018)},
year = 2018,
editor = {Fabrizio Riguzzi and Elena Bellodi and Riccardo Zese },
volume = {2206},
series = {CEUR Workshop Proceedings},
publisher = {Sun {SITE} Central Europe},
address = {Aachen, Germany},
issn = {1613-0073},
url = {http://ceur-ws.org/Vol-2206/},
venue = {Ferrara, Italy},
eventdate = {September 2-4, 2018},
copyright = {by the authors}
}
@inproceedings{NguRigLam18-PLP-IW,
title = {Learning the Parameters of Deep Probabilistic Logic Programs },
booktitle = {Probabilistic Logic Programming (PLP 2018)},
year = 2018,
author = {Arnaud Nguembang Fadja and Fabrizio Riguzzi and Evelina Lamma },
editor = {Elena Bellodi and Tom Schrijvers },
volume = {2219},
series = {CEUR Workshop Proceedings},
publisher = {Sun {SITE} Central Europe},
address = {Aachen, Germany},
issn = {1613-0073},
url = {http://ceur-ws.org/Vol-2219/paper2.pdf},
venue = {Ferrara, Italy},
eventdate = {September 1, 2018},
copyright = {by the authors},
pages = {9-14},
scopus = {2-s2.0-85054570623}
}
@inproceedings{RigWieZes18-PLP-IW,
title = {Probabilistic Inference in {SWI-Prolog} },
booktitle = {Probabilistic Logic Programming (PLP 2018)},
year = 2018,
author = {Fabrizio Riguzzi and Jan Wielemaker and Riccardo Zese },
editor = {Elena Bellodi and Tom Schrijvers },
volume = {2219},
series = {CEUR Workshop Proceedings},
publisher = {Sun {SITE} Central Europe},
address = {Aachen, Germany},
issn = {1613-0073},
url = {http://ceur-ws.org/Vol-2219/paper3.pdf},
venue = {Ferrara, Italy},
eventdate = {September 1, 2018},
copyright = {by the authors},
pages = {15-27},
scopus = {2-s2.0-85054587455}
}
@inproceedings{AzzRigLam18-PLP-IW,
title = {Modeling Bitcoin Protocols with Probabilistic Logic Programming },
booktitle = {Probabilistic Logic Programming (PLP 2018)},
year = 2018,
author = {Damiano Azzolini and Fabrizio Riguzzi and Evelina Lamma and Elena Bellodi and Riccardo Zese},
editor = {Elena Bellodi and Tom Schrijvers },
volume = {2219},
series = {CEUR Workshop Proceedings},
publisher = {Sun {SITE} Central Europe},
address = {Aachen, Germany},
issn = {1613-0073},
url = {http://ceur-ws.org/Vol-2219/paper6.pdf},
venue = {Ferrara, Italy},
eventdate = {September 1, 2018},
copyright = {by the authors},
pages = {49-61},
scopus = {2-s2.0-85054569753}
}
@inproceedings{RigBelZesILP2018-CEUR-EB,
title = {Preface},
booktitle = {Up-and-Coming and Short Papers of the 28th International Conference on Inductive Logic Programming (ILP 2018)},
year = 2018,
author = {Fabrizio Riguzzi and Elena Bellodi and Riccardo Zese },
editor = {Fabrizio Riguzzi and Elena Bellodi and Riccardo Zese },
volume = {2206},
series = {CEUR Workshop Proceedings},
publisher = {Sun {SITE} Central Europe},
address = {Aachen, Germany},
issn = {1613-0073},
url = {http://ceur-ws.org/Vol-2206/preface.pdf},
venue = {Ferrara, Italy},
eventdate = {September 2-4, 2018},
copyright = {by the authors},
pages = {1-5},
scopus = {2-s2.0-85053797365}
}
@book{Rig18-BK,
title = {Foundations of Probabilistic Logic Programming},
author = {Fabrizio Riguzzi},
publisher = {River Publishers},
year = {2018},
isbn = {9788770220187},
e-isbn = {9788770220170},
url = {http://www.riverpublishers.com/book_details.php?book_id=660},
address = {Gistrup,
Denmark}
}
@article{Rig18-MNa-RE,
author = {Fabrizio Riguzzi},
title = {Review of
{Jirou\v sek, Radim; Shenoy, Prakash P. A new definition of entropy of belief functions in the Dempster-Shafer theory. Internat. J. Approx. Reason. 92 (2018), 49--65.}},
journal = {Mathematical Reviews},
publisher = {American Mathematical Society},
copyright = {American Mathematical Society},
year = {2018},
month = {May},
issn = {2167-5163},
mrnumber = {MR3723293},
mrreviewer = {Fabrizio Riguzzi},
url = {http://www.ams.org/mathscinet-getitem?mr=3723293 }
}
@article{ZesBelRig18-AMAI-IJ,
author = {Riccardo Zese and
Elena Bellodi and
Fabrizio Riguzzi and
Giuseppe Cota and
Evelina Lamma },
title = {Tableau Reasoning for Description Logics and its Extension to Probabilities},
journal = {Annals of Mathematics and Artificial Intelligence},
publisher = {Springer},
copyright = {Springer},
year = {2018},
issn-print = {1012-2443},
issn-online = {1573-7470},
url = {http://ml.unife.it/wp-content/uploads/Papers/ZesBelRig-AMAI16.pdf},
pdf = {http://rdcu.be/kONG},
month = {March},
day = {01},
volume = {82},
number = {1},
pages = {101--130},
doi = {10.1007/s10472-016-9529-3},
abstract = {
The increasing popularity of the Semantic Web drove to a wide-
spread adoption of Description Logics (DLs) for modeling real world domains.
To help the diffusion of DLs, a large number of reasoning algorithms have been
developed. Usually these algorithms are implemented in procedural languages
such as Java or C++. Most of the reasoners exploit the tableau algorithm
which features non-determinism, that is not easily handled by those languages.
Prolog directly manages non-determinism, thus is a good candidate for dealing
with the tableau's non-deterministic expansion rules.
We present TRILL, for "Tableau Reasoner for descrIption Logics in pro-
Log", that implements a tableau algorithm and is able to return explanations
for queries and their corresponding probability, and TRILLP , for "TRILL
powered by Pinpointing formulas", which is able to compute a Boolean for-
mula representing the set of explanations for a query. Reasoning on real world
domains also requires the capability of managing probabilistic and uncertain
information. We show how TRILL and TRILLP can be used to compute the
probability of queries to knowledge bases following DISPONTE semantics.
Experiments comparing these with other systems show the feasibility of the
approach.},
keywords = { Description Logics, Tableau, Prolog, Semantic Web},
scopus = {2-s2.0-84990986085}
}
@incollection{RigSwi18-WFS-BC,
title = {A Survey of Probabilistic Logic Programming},
author = {Fabrizio Riguzzi and Theresa Swift},
year = {2018},
editor = {Michael Kifer and Yanhong A. Liu},
booktitle = {Declarative Logic Programming: Theory, Systems, and Applications},
publisher = {Association for Computing Machinery and Morgan \& Claypool},
pdf = {http://ml.unife.it/wp-content/uploads/Papers/RigSwi-WFS16.pdf},
doi = {10.1145/3191315.3191319},
isbn = {978-1-97000-199-0},
pages = {185-228},
address = {New York, NY, USA},
abstract = {The combination of logic programming and probability has proven useful for modeling domains with complex and uncertain relationships among elements. Many probabilistic logic programming (PLP) semantics have been proposed; among these, the distribution semantics has recently gained increased attention and has been adopted by many languages such as the Independent Choice Logic, PRISM, Logic Programs with Annotated Disjunctions, ProbLog, and P-log.
This chapter reviews the distribution semantics, beginning with the simplest case with stratified Datalog programs, and showing how the definition is extended to programs that include function symbols and non-stratified negation. The languages that adopt the distribution semantics are also discussed and compared both to one another and to Bayesian networks.We then survey existing approaches for inference in PLP languages that follow the distribution semantics. We concentrate on the PRISM, ProbLog, and PITA systems. The PRISM system was one of the first and can be applied when certain restrictions on the program hold. ProbLog introduced the use of Binary Decision Diagrams that provide a computational basis for removing these restrictions and so performing inference over more general classes of logic programs. PITA speeds up inference by using tabling and answer subsumption. It supports general probabilistic programs, but can easily be optimized for simpler settings and even possibilistic uncertain reasoning. The chapter also discusses the computational complexity of the various approaches together with techniques for limiting it by resorting to approximation.},
keywords = {Probabilistic Logic Programming, Distribution Semantics, Statistical Relational Artificial
Intelligence}
}
@article{GavLam18-FI-IJ,
author = {Gavanelli, Marco and Lamma, Evelina and Riguzzi, Fabrizio and Bellodi, Elena and Zese, Riccardo and Cota, Giuseppe},
title = {Reasoning on Datalog+- Ontologies with Abductive Logic Programming},
year = {2018},
journal = {Fundamenta Informaticae},
copyright = {IOS Press},
volume = {159},
doi = {10.3233/FI-2018-1658},
pages = {65--93},
pdf = {http://ml.unife.it/wp-content/uploads/Papers/GavLam-FI18.pdf},
scopus = {2-s2.0-85043572529}
}
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