[1] Arnaud Nguembang Fadja, Evelina Lamma, and Fabrizio Riguzzi. Vision inspection with neural networks. In Marco Maratea and Mauro Vallati, editors, 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), volume 2272 of CEUR Workshop Proceedings, pages 1-10, Aachen, Germany, 2018. © by the authors, Sun SITE Central Europe. [ bib | .pdf ]
[2] Arnaud Nguembang Fadja, Fabrizio Riguzzi, and Evelina Lamma. Deep learning for probabilistic logic programming. In Marco Rospocher, Luciano Serafini, and Sara Tonelli, editors, AI*IA 2018 Doctoral Consortium, Proceedings of the AI*IA Doctoral Consortium (DC), volume 2249 of CEUR Workshop Proceedings, pages 43-47, Aachen, Germany, 2018. © by the authors, Sun SITE Central Europe. [ bib | .pdf ]
[3] Arnaud Nguembang Fadja, Fabrizio Riguzzi, and Evelina Lamma. Learning the parameters of deep probabilistic logic programs. In Elena Bellodi and Tom Schrijvers, editors, Probabilistic Logic Programming (PLP 2018), volume 2219 of CEUR Workshop Proceedings, pages 9-14, Aachen, Germany, 2018. © by the authors, Sun SITE Central Europe. [ bib | .pdf ]
[4] Fabrizio Riguzzi, Jan Wielemaker, and Riccardo Zese. Probabilistic inference in swi-prolog. In Elena Bellodi and Tom Schrijvers, editors, Probabilistic Logic Programming (PLP 2018), volume 2219 of CEUR Workshop Proceedings, pages 15-27, Aachen, Germany, 2018. © by the authors, Sun SITE Central Europe. [ bib | .pdf ]
[5] Damiano Azzolini, Fabrizio Riguzzi, Evelina Lamma, Elena Bellodi, and Riccardo Zese. Modeling bitcoin protocols with probabilistic logic programming. In Elena Bellodi and Tom Schrijvers, editors, Probabilistic Logic Programming (PLP 2018), volume 2219 of CEUR Workshop Proceedings, pages 49-61, Aachen, Germany, 2018. © by the authors, Sun SITE Central Europe. [ bib | .pdf ]
[6] Cristian Zambelli, Giuseppe Cancelliere, Fabrizio Riguzzi, Evelina Lamma, Piero Olivo, Alessia Marelli, and Rino Micheloni. Characterization of TLC 3D-NAND flash endurance through machine learning for LDPC code rate optimization. In 2017 IEEE International Memory Workshop (IMW), pages 1-4. IEEE, May 2017. [ bib | DOI ]
[7] Marco Alberti, Evelina Lamma, Fabrizio Riguzzi, and Riccardo Zese. A distribution semantics for non-DL-safe probabilistic hybrid knowledge bases. In Christian Theil Have and Riccardo Zese, editors, 4th International Workshop on Probabilistic logic programming, PLP 2017, volume 1916 of CEUR Workshop Proceedings, pages 40-50, Aachen, Germany, 2017. Sun SITE Central Europe. [ bib | .pdf ]
[8] Arnaud Nguembang Fadja, Evelina Lamma, and Fabrizio Riguzzi. Deep probabilistic logic programming. In Christian Theil Have and Riccardo Zese, editors, Proceedings of the 4th International Workshop on Probabilistic logic programming, (PLP 2017), volume 1916 of CEUR Workshop Proceedings, pages 3-14, Aachen, Germany, 2017. Sun SITE Central Europe. [ bib | .pdf ]
[9] Fabrizio Riguzzi, Evelina Lamma, Marco Alberti, Elena Bellodi, Riccardo Zese, and Giuseppe Cota. Probabilistic logic programming for natural language processing. In Federico Chesani, Paola Mello, and Michela Milano, editors, URANIA 2016, Deep Understanding and Reasoning: A Challenge for Next-generation Intelligent Agents, Proceedings of the AI*IA Workshop on Deep Understanding and Reasoning: A Challenge for Next-generation Intelligent Agents 2016 co-located with 15th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2016), volume 1802 of CEUR Workshop Proceedings, pages 30-37, Aachen, Germany, 2017. © by the authors, Sun SITE Central Europe. [ bib | http | .pdf ]
[10] Fabrizio Riguzzi. Deductive and inductive probabilistic programming (invited talk). In Arjen Hommersom and Samer Abdallah, editors, Proceedings of the 3nd International Workshop on Probabilistic Logic Programming (PLP), volume 1661 of CEUR Workshop Proceedings, pages 1-1, Aachen, Germany, 2016. © by the authors, Sun SITE Central Europe. [ bib | http | .pdf ]
[11] Marco Alberti, Elena Bellodi, Giuseppe Cota, Evelina Lamma, Fabrizio Riguzzi, and Riccardo Zese. Probabilistic constraint logic theories. In Arjen Hommersom and Samer Abdallah, editors, Proceedings of the 3nd International Workshop on Probabilistic Logic Programming (PLP), volume 1661 of CEUR Workshop Proceedings, pages 15-28, Aachen, Germany, 2016. © by the authors, Sun SITE Central Europe. [ bib | http | .pdf ]
[12] Giuseppe Cota, Riccardo Zese, Elena Bellodi, Evelina Lamma, and Fabrizio Riguzzi. Learning probabilistic ontologies with distributed parameter learning. In Elena Bellodi and Alessio Bonfietti, editors, Proceedings of the Doctoral Consortium (DC) co-located with the 14th Conference of the Italian Association for Artificial Intelligence (AI*IA 2015), volume 1485 of CEUR Workshop Proceedings, pages 7-12, Aachen, Germany, 2015. © by the authors, Sun SITE Central Europe. [ bib | .pdf ]
[13] Riccardo Zese, Elena Bellodi, Fabrizio Riguzzi, and Evelina Lamma. Tableau reasoners for probabilistic ontologies exploiting logic programming techniques. In Elena Bellodi and Alessio Bonfietti, editors, Proceedings of the Doctoral Consortium (DC) co-located with the 14th Conference of the Italian Association for Artificial Intelligence (AI*IA 2015), volume 1485 of CEUR Workshop Proceedings, pages 1-6, Aachen, Germany, 2015. © by the authors, Sun SITE Central Europe. [ bib | .pdf ]
[14] Fabrizio Riguzzi. The distribution semantics is well-defined for all normal programs. In Fabrizio Riguzzi and Joost Vennekens, editors, Proceedings of the 2nd International Workshop on Probabilistic Logic Programming (PLP), volume 1413 of CEUR Workshop Proceedings, pages 69-84, Aachen, Germany, 2015. © by the authors, Sun SITE Central Europe. [ bib | http | .pdf ]
[15] Jan Wielemaker, Torbjörn Lager, and Fabrizio Riguzzi. SWISH: SWI-Prolog for sharing. In Stefan Ellmauthaler and Claudia Schulz, editors, International Workshop on User-Oriented Logic Programming (IULP 2015), © by the authors, 2015. [ bib | http ]
[16] Giuseppe Cota, Riccardo Zese, Elena Bellodi, Evelina Lamma, and Fabrizio Riguzzi. Structure learning with distributed parameter learning for probabilistic ontologies. In Jaakko Hollmen and Panagiotis Papapetrou, editors, Doctoral Consortium of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, pages 75-84, © by the authors, 2015. [ bib | http | http ]
[17] Riccardo Zese, Elena Bellodi, Evelina Lamma, and Fabrizio Riguzzi. Logic programming techniques for reasoning with probabilistic ontologies. In Odile Papini, Salem Benferhat, Laurent Garcia, Marie-Laure Mugnier, Eduardo Fermé, Thomas Meyer, Renata Wassermann, Torsten Hahmann, Ken Baclawski, Adila Krisnadhi, Pavel Klinov, Stefano Borgo, Oliver Kutz, and Daniele Porello, editors, Joint Ontology Workshops 2015, JOWO 2015 - Episode 1: The Argentine Winter of Ontology; Buenos Aires; Argentina; 25 July 2015 through 27 July 2015, volume 1517 of CEUR Workshop Proceedings, Aachen, Germany, 2015. © CC0 https://creativecommons.org/publicdomain/zero/1.0/, Sun SITE Central Europe. [ bib | .pdf ]
[18] Fabrizio Riguzzi, Elena Bellodi, Evelina Lamma, and Riccardo Zese. Epistemic and statistical probabilistic ontologies. In Fernando Bobillo, Rommel Carvalho, Paulo C. G. da Costa, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Trevor Martin, Matthias Nickles, and Michael Pool, editors, Proceedings of the 8th International Workshop on Uncertain Reasoning for the Semantic Web (URSW2012), Boston, USA, 11 November 2012, number 900 in CEUR Workshop Proceedings, pages 3-14, Aachen, Germany, 2012. Sun SITE Central Europe. [ bib | .pdf ]
[19] Elena Bellodi and Fabrizio Riguzzi. Parameter and structure learning algorithms for statistical relational learning. In Paolo Liberatore, Michele Lombardi, and Floriano Scioscia, editors, Doctoral Consortium of the 12th AI*IA Symposium on Artificial Intelligence, Proceedings of the Doctoral Consortium of the 12th Symposium of the Italian Association for Artificial Intelligence Rome, Italy, June 15, 2012, volume 926 of CEUR Workshop Proceedings, pages 5-9, Aachen, Germany, 2012. © by the authors, Sun SITE Central Europe. [ bib | .pdf ]
[20] Fabrizio Riguzzi, Elena Bellodi, and Evelina Lamma. Probabilistic Datalog+/- under the distribution semantics. In Yevgeny Kazakov, Domenico Lembo, and Frank Wolter, editors, Proceedings of the 25th International Workshop on Description Logics (DL2012), Roma, Italy, 7-10 June 2012, volume 846 of CEUR Workshop Proceedings, pages 519-529, Aachen, Germany, 2012. © by the authors, Sun SITE Central Europe. [ bib | .pdf | .pdf ]
[21] Elena Bellodi and Fabrizio Riguzzi. An Expectation Maximization algorithm for probabilistic logic programs. In Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, and Giuseppe Manco, editors, Proceedings of the Workshop on Mining Complex Patterns (MCP2011), 17 September 2011, pages 26-37, Palermo, Italy, © by the authors, September 2011. [ bib | .pdf ]
[22] Elena Bellodi, Evelina Lamma, Fabrizio Riguzzi, and Simone Albani. A distribution semantics for probabilistic ontologies. In Fernando Bobillo, Rommel Carvalho, Paulo C. G. da Costa, Claudia d'Amato, Nicola Fanizzi, Kathryn B. Laskey, Kenneth J. Laskey, Thomas Lukasiewicz, Trevor Martin, Matthias Nickles, and Michael Pool, editors, Proceedings ot the 7th International Workshop on Uncertainty Reasoning for the Semantic Web, Bonn, Germany, 23 October, 2011, volume 778 of CEUR Workshop Proceedings, pages 75-86, Aachen, Germany, 2011. Sun SITE Central Europe. [ bib | .pdf | .pdf ]
[23] Fabrizio Riguzzi and Terrance Swift. Tabling and answer subsumption for reasoning on logic programs with annotated disjunctions. In Marco Gavanelli and Toni Mancini, editors, Proceedings of the 17th RCRA International Workshop on Experimental Evaluation of Algorithms for Solving Problems with Combinatorial Explosion, Bologna, Italy, June 10-11, 2010, volume 616 of CEUR Workshop Proceedings, pages 1-10, Aachen, Germany, 2010. Sun SITE Central Europe. [ bib | http | .pdf ]
[24] Elena Bellodi, Fabrizio Riguzzi, and Evelina Lamma. Mining probabilistic declarative process models. In Marco Gavanelli and Toni Mancini, editors, Session R.i.C.e.R.c.A: RCRA Incontri E Confronti of the 16th RCRA International Workshop on Experimental evaluation of algorithms for solving problems with combinatorial explosion (RCRA 2009) Reggio Emilia, Italy, 11-12 December 2009, 2009. [ bib | .pdf ]
[25] Stefano Bragaglia and Fabrizio Riguzzi. Approximate inference for logic programs with annotated disjunctions. In Marco Gavanelli and Toni Mancini, editors, Session R.i.C.e.R.c.A: RCRA Incontri E Confronti of the 16th RCRA International Workshop on Experimental evaluation of algorithms for solving problems with combinatorial explosion (RCRA 2009) Reggio Emilia, Italy, 11-12 December 2009, 2009. [ bib | .pdf ]
[26] Fabrizio Riguzzi. The SLGAD procedure for inference on Logic Programs with Annotated Disjunctions. In Marco Gavanelli and Toni Mancini, editors, Proceedings of the 15th RCRA workshop on Experimental Evaluation of Algorithms for Solving Problems with Combinatorial Explosion Udine, Italy, December 12-13, 2008, volume 451 of CEUR Workshop Proceedings, Aachen, Germany, 2009. © by the authors, Sun SITE Central Europe. [ bib | .pdf ]
[27] Federico Chesani, Paola Mello, Marco Montali, Fabrizio Riguzzi, Maurizio Sebastianis, and Sergio Storari. Checking compliance of execution traces to business rules. In Proceedings of the 4th Workshop on Business Process Intelligence (BPI 08), volume 17 of Lecture Notes in Business Information Processing, pages 129-140, Heidelberg, Germany, 2009. © Springer, Springer. The original publication is available at http://www.springerlink.com. [ bib | DOI | http | .pdf ]
[28] Evelina Lamma, Fabrizio Riguzzi, Sergio Storari, Paola Mello, and Marco Montali. Learning decserflow models from labeled traces. In Proceedings of the 1st International Workshop on the Induction of Process Models, 2007. [ bib | .pdf ]
[29] Fabrizio Riguzzi. A top down interpreter for LPAD and CP-logic. In Proceedings of the 14th RCRA workshop Experimental Evaluation of Algorithms for Solving Problems with Combinatorial Explosion, 2007. [ bib | .pdf ]
[30] Fabrizio Riguzzi. Learning ground problog programs from interpretations. In Proceedings of the 6th Workshop on Multi-Relational Data Mining (MRDM07), 2007. [ bib | .pdf ]
[31] Giacomo Gamberoni, Evelina Lamma, Fabrizio Riguzzi, Sergio Storari, and Chiara Scapoli. Combining apriori and bootstrap techniques for marker analysis. In Proceedings of the Workshop Data Mining in Functional Genomics and Proteomics: Current Trends and Future Directions, 2007. [ bib | .pdf ]
[32] Giacomo Gamberoni, Evelina Lamma, Fabrizio Riguzzi, Sergio Storari, and Chiara Scapoli. Marker analysis with apriori-based algorithms. In Melanie Hilario and Claire Nédellec, editors, Notes from the Workshop on Data and Text Mining for Integrative Biology of the 17th European Conference on Machine Learning (ECML'2006) and the 10th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'2006), pages 61-66, Berlin, Germany, September 2006. [ bib | .pdf | .pdf ]
[33] Fabrizio Riguzzi. Two results regarding refinement operators. In S. Kramer and B. Pfahringer, editors, Late Breaking Papers, 15th International Workshop on Inductive Logic Programming (ILP05), Bonn, Germany, August 10-13, 2005, pages 53-58, München, Germany, July 2005. Technische Universität München. Report TUM-I0510. [ bib | .pdf ]
[34] Fabrizio Riguzzi. A simple approach to a multi-label classification problem. In S. Kramer and B. Pfahringer, editors, Discovery Challenge, Late Breaking Papers, 15th International Workshop on Inductive Logic Programming (ILP05), Bonn, Germany, August 10-13, 2005, pages 105-110, München, Germany, July 2005. Technische Universität München. Report TUM-I0510. [ bib | .pdf ]
[35] Fabrizio Riguzzi. Classification and visualization on the hepatitis dataset. In Petr Berka and Bruno Cremilleux, editors, ECML/PKDD 2004 Discovery Challenge, Pisa, 20-24 September 2004, September 2004. [ bib | .ps | .pdf ]
[36] Evelina Lamma, Fabrizio Riguzzi, and Luís Moniz Pereira. Belief revision by multi-agent genetic search. In ICLP01 2nd International Workshop on Computational Logic for Multi-Agent Systems (CLIMA01), Paphos, Cyprus, December 2001. [ bib | .pdf ]
[37] Evelina Lamma, Fabrizio Riguzzi, and Luís Moniz Pereira. A system for multi-agent belief revision by genetic search. In ICLP01 2nd International Workshop on Computational Logic for Multi-Agent Systems (CLIMA01), Paphos, Cyprus, December 2001. [ bib | .pdf ]
[38] Evelina Lamma, Marco Manservigi, Paola Mello, Annamaria Nanetti, Fabrizio Riguzzi, and Sergio Storari. The automatic discovery of alarm rules for the validation of microbiological data. In R. Bellazzi, B. Zupan, and X. Liu, editors, 6th Internationl Workshop on Intelligent Data Analysis In Medicine And Pharmacology (IDAMAP2001), pages 1-7, London, UK, September 2001. [ bib | .pdf ]
[39] Evelina Lamma, Marco Manservigi, Paola Mello, Fabrizio Riguzzi, Roberto Serra, and Sergio Storari. A system for monotoring nosocomial infections. In Nada Lavrač, Silvia Miksch, and Branko Kavšek, editors, ECAI2000 Workshop on Intelligent Data Analysis in Medicine and Pharmacology (IDAMAP-2000), Berlin, 20-25 August 2000, pages 17-19, Berlin, Germany, August 2000. ECAI Workshop Notes. [ bib | .pdf ]
[40] Rita Cucchiara, Paola Mello, Massimo Piccardi, and Fabrizio Riguzzi. An application of machine learning and statistics to defect detection. In Floriana Esposito and Donato Malerba, editors, ECAI2000 Workshop on Machine Learning in Computer Vision (MLCV00), Berlin, 22 August 2000, Berlin, Germany, August 2000. ECAI Workshop Notes. [ bib | .pdf ]
[41] Evelina Lamma, Luís Moniz Pereira, and Fabrizio Riguzzi. Logic aided Lamarckian evolution. In Pavel Brazdil and Ryszard S. Michalski, editors, Procs. of Multi-Strategy Learning Workshop (MSL00), Guimarães, Portugal, pages 59-73, Porto, Portugal, June 2000. LIAAC - Universidade do Porto. [ bib | .pdf ]
[42] Evelina Lamma, Fabrizio Riguzzi, and Luís Moniz Pereira. Agents learning in a three-valued logical setting. In Workshop on Machine Learning and Intelligent Agents Advanced Course on Artificial Intelligence 1999 (ACAI'99), Crete, Greece, July 1999. [ bib | .pdf ]
[43] Evelina Lamma, Fabrizio Riguzzi, and Luís Moniz Pereira. Learning three-valued logic programs. In S. Dzeroski and P. Flach, editors, Late Breaking Paper, 9th International Workshop on Inductive Logic Programming (ILP99), Bled, Slovenia, June 1999. [ bib | .pdf ]
[44] Evelina Lamma, Fabrizio Riguzzi, and Luís Moniz Pereira. Strategies for learning with extended logic programs. In Floriana Esposito, Ryszard Michalski, and Lorenza Saitta, editors, Proceedings of the Fourth International Workshop on Multistrategy Learning (MSL98), Desenzano del Garda, Italy, 11-13 June 1998, pages 99-108, Torino, Italy, June 1998. Dipartimento di Informatica, Università di Torino. [ bib ]
[45] Fabrizio Riguzzi. Learning in a three-valued setting. In Proceedings of the CompulogNet Area Meeting “Computational Logic and Machine Learning”, June 1998, Bristol, UK, pages 63-69, Manchester, UK, June 1998. University of Manchester. [ bib | .pdf ]
[46] Evelina Lamma, Fabrizio Riguzzi, and Luís Moniz Pereira. Learning with extended logic programs. In Juergen Dix and Jorge Lobo, editors, Proceedings of the Logic Programming track of the Seventh International Workshop on Nonmonotonic Reasoning (LP-NMR98), Trento, Italy, May 30 - June 1, 1998, pages 1-9, Koblenz, Germany, May 1998. Universität Koblenz-Landau, Institut für Informatik. [ bib | .ps.gz | .pdf ]
[47] Evelina Lamma, Paola Mello, Michela Milano, and Fabrizio Riguzzi. A system for learning abductive logic programs. In J. Dix, L. M. Pereira, and T. Przymusinski, editors, Proceedings of the ILPS97 Workshop on Logic Programming and Knowledge Representation (LPKR97), Port Jefferson, New York, USA, October 17, 1997, pages 55-66, Koblenz, Germany, October 1997. Universität Koblenz-Landau, Institut für Informatik. [ bib | .pdf ]
[48] Fabrizio Riguzzi. Using abductive logic programming as a representation formalism for ILP. In Proceedings of the CompulogNet Area Meeting “Computational Logic and Machine Learning: Representation Issues in Reasoning and Learning”, pages 15-18, Prague, Czech Republic, September 1997. Compulog Net. [ bib | .pdf ]
[49] Evelina Lamma, Paola Mello, Michela Milano, and Fabrizio Riguzzi. Integrating extensional and intensional ILP systems through abduction. In Norbert E. Fuchs, editor, LOPSTR97, Proceedings of the 7th International Workshop on Logic Program Synthesis and Transformation, Leuven, Belgium, July 10-12, 1997, volume Report CW 253, pages 1-8, Leuven, Belgium, July 1997. Department of Computer Science, Katholieke Universiteit Leuven. [ bib | .pdf ]
[50] Floriana Esposito, Evelina Lamma, Donato Malerba, Paola Mello, Michela Milano, Fabrizio Riguzzi, and Giovanni Semeraro. Learning abductive logic programs. In Peter A. Flach and Antonis C. Kakas, editors, Proceedings of the ECAI96 Workshop on Abductive and Inductive Reasoning, pages 23-30, Budapest, Hungary, August 1996. [ bib | .pdf ]

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