**$\mathsf{A} \mathcal{R} \forall$ 🦜 Selected Publications** **ARA Research Group** / [LACAM](https://lacam.di.uniba.it) • *Dipartimento di Informatica* • Università di Bari Aldo Moro __Under Construction__ # International Journals - Giuseppina Andresini, Annalisa Appice, Nicola Di Mauro, Corrado Loglisci, Donato Malerba: Multi-Channel Deep Feature Learning for Intrusion Detection. IEEE Access 8: 53346-53359 (2020) - A. Pazienza, D. Grossi, F. Grasso, R. Palmieri, M. Zito & S. Ferilli. An abstract argumentation approach for the prediction of analysts' recommendations following earnings conference calls. Intelligenza Artificiale, ISSN: 1724-8035 (print) / 2211-0097 (online), 13(2):173-188, IOS Press, 2019. (Published on-line: 28 January 2020) - T.M.A. Basile, N. Di Mauro, F. Esposito, S. Ferilli & A. Vergari. Ensembles of density estimators for positive-unlabeled learning. Journal of Intelligent Information Systems, ISSN: 0925-9902 (print) / 1573-7675 (online), 53(2):199-217, Springer, 2019. (Published on-line: 1 March 2019) - Antonio Vergari, Nicola Di Mauro, Floriana Esposito: Visualizing and understanding Sum-Product Networks. Mach. Learn. 108(4): 551-573 (2019) - S. Ferilli & S. Angelastro. Activity Prediction in Process Mining using the WoMan Framework. Journal of Intelligent Information Systems, ISSN: 0925-9902 (print) / 1573-7675 (online), 53(1):93-112, Springer, 2019. (Published on-line: 17 January 2019) - S. Ferilli. An Automatic Intelligent System for Document Processing and Fruition. Transactions on Machine Learning and Data Mining, ISSN: 1865-6781 (print) / 2509-9337 (online), ISBN 978-3-942952-65-1, 11(2):43-62, ibai-publishing, 2018. - Nicola Di Mauro, Floriana Esposito, Fabrizio G. Ventola, Antonio Vergari: Sum-Product Network structure learning by efficient product nodes discovery. Intelligenza Artificiale 12(2): 143-159 (2018) - S. Ferilli. Extending expressivity and flexibility of abductive logic programming. Journal of Intelligent Information Systems, ISSN: 0925-9902 (print) / 1573-7675 (online), 51(3):647-672, Springer, 2018. (Published on-line: 9 October 2018) - Francesca A. Lisi, Corrado Mencar: A Granular Computing Method for OWL Ontologies. Fundam. Informaticae 159(1-2): 147-174 (2018) - F. Leuzzi & S. Ferilli. A multi-strategy approach to structural analogy making. Journal of Intelligent Information Systems, ISSN: 0925-9902 (print) / 1573-7675 (online), 50(1):1-28, Springer, 2018. (Published on-line: 26 January 2017) - B. De Carolis, S. Ferilli & G. Palestra. Simulating Empathic Behavior in a Social Assistive Robot. Multimedia Tools and Applications – An International Journal, ISSN: 1380-7501 (print) / 1573-7721 (online), 76(4):5073-5094, Springer, 2017. (Published on-line: 27 September 2016) - S. Ferilli. Predicate Invention-based Specialization in Inductive Logic Programming. Journal of Intelligent Information Systems, ISSN: 0925-9902 (print) / 1573-7675 (online), 47(1):33-55, Springer, 2016. (Published on-line: 19 May 2016) - S. Ferilli. A Sentence Structure-based Approach to Unsupervised Author Identification. Journal of Intelligent Information Systems, ISSN: 0925-9902 (print) / 1573-7675 (online), 46(1):1-19, Springer, 2016. (Published on-line: 19 December 2014) - B. De Carolis, S. Ferilli & D. Redavid. Incremental Learning of Daily Routines as Workflows in a Smart Home Environment. ACM Transactions on Interactive Intelligent Systems, ISSN:2160-6455 (print) / 2160-6463 (online), 4(4):1-23, ACM, Jan 2015. - Nicola Di Mauro, Elena Bellodi, Fabrizio Riguzzi: Bandit-based Monte-Carlo structure learning of probabilistic logic programs. Mach. Learn. 100(1): 127-156 (2015) - Francesca A. Lisi, Umberto Straccia: Learning in Description Logics with Fuzzy Concrete Domains. Fundam. Informaticae 140(3-4): 373-391 (2015) - F. Rotella, F. Leuzzi & S. Ferilli. Learning and Exploiting Concept Networks with ConNeKTion. Applied Intelligence, ISSN 0924-669X (print), 1573-7497, 42(1):87-111, Springer, Jan 2015. (Published on-line: 9 July 2014) - A. Pugliese, S. Pomes, S. Ferilli & D. Redavid. A novel model-based dewarping technique for advanced Digital Library systems. In M. Agosti, T. Catarci, F. Esposito (Eds.), Procedia Computer Science, ISSN 1877-0509, 38(C):108-115, Elsevier, 2014. - S. Ferilli, F. Esposito & D. Grieco. Automatic Learning of Linguistic Resources for Stopword Removal and Stemming from Text. In M. Agosti, T. Catarci, F. Esposito (Eds.), Procedia Computer Science, ISSN 1877-0509, 38(C):116-123, Elsevier, 2014. - N. Barbuti, S. Ferilli, D. Redavid & T. Caldarola. An Integrated Management System for Multimedia Digital Library. In M. Agosti, T. Catarci, F. Esposito (Eds.), Procedia Computer Science, ISSN 1877-0509, 38(C):128-132, Elsevier, 2014. - N. Di Mauro, T.M.A. Basile, S. Ferilli & F. Esposito. Grasp and path-relinking for coalition structure generation. Fundamenta Informaticae, ISSN 0169-2968 (print) / 1875-8681 (online), 129(3):251-277, IOS Press, 2014. - Nicola Di Mauro, Claudio Taranto, Floriana Esposito: Link classification with probabilistic graphs. J. Intell. Inf. Syst. 42(2): 181-206 (2014) - S. Ferilli. WoMan: Logic-based Workflow Learning and Management. IEEE Transaction on Systems, Man and Cybernetics: Systems, ISSN 2168-2216, 44(6):744-756, IEEE Press, 2014. - S. Ferilli & F. Esposito. A Logic Framework for Incremental Learning of Process Models. Fundamenta Informaticae, ISSN 0169-2968 (print) / 1875-8681 (online), 128(4):413-443, IOS Press, 2013. - Nicola Di Mauro, Paolo Frasconi, Fabrizio Angiulli, Davide Bacciu, Marco de Gemmis, Floriana Esposito, Nicola Fanizzi, Stefano Ferilli, Marco Gori, Francesca A. Lisi, Pasquale Lops, Donato Malerba, Alessio Micheli, Marcello Pelillo, Francesco Ricci, Fabrizio Riguzzi, Lorenza Saitta, Giovanni Semeraro: Italian Machine Learning and Data Mining research: The last years. Intelligenza Artificiale 7(2): 77-89 (2013) - D. Redavid, S. Ferilli & F. Esposito. Towards Dynamic Orchestration of Semantic Web Services. LNCS Transactions on Computational Collective Intelligence (TCCI), ISSN 2190-9288, Issue 10, N.T. Nguyen, J. Kolodziej, T. Burczynski, M. Biba (Eds.), Lecture Notes in Computer Science 7776, ISBN 978-3-642-34895-0, e-ISBN 978-3-642-38496-7, ISSN 0302-9743, e-ISSN 1611-3349, 16-30, Springer, 2013. - Francesca A. Lisi, Umberto Straccia: A Logic-based Computational Method for the Automated Induction of Fuzzy Ontology Axioms. Fundam. Informaticae 124(4): 503-519 (2013) - B. De Carolis, S. Ferilli, N. Novielli, F. Leuzzi & F. Rotella. Social Attitude Recognition in Multimodal Interaction with a Pedagogical Agent. Journal of e-Learning and Knowledge Society (Je-LKS), ISSN 1826-6223, eISSN 1971-8829, 8(3):141-151, 2012. - F. Esposito, S. Ferilli, T.M.A. Basile & N. Di Mauro. Social Networks and Statistical Relational Learning: A Survey. International Journal on Social Network Mining (IJSNM), ISSN 1757-8485, e-ISSN 1757-8493, 1(2):185-208, Inderscience, 2012. (Published on-line: 18 December 2012) - Fabrizio Riguzzi, Nicola Di Mauro: Applying the information bottleneck to statistical relational learning. Mach. Learn. 86(1): 89-114 (2012) - M. Biba, F. Xhafa, F. Esposito & S. Ferilli. Stochastic Simulation and Modelling of Metabolic Networks in a Machine Learning Framework. Simulation Modelling Practice and Theory (SIMPAT), ISSN 1569-190X, 19(9):1957-1966, Elsevier, 2011. - M. Biba, S. Ferilli & F. Esposito. Modelling and Searching of Combinatorial Spaces Based on Markov Logic Networks. Journal of Algorithms & Computational Technology, ISSN 1748-3018, 5(2):289-312, Multi-Science, Brentwood, 2011. - Francesca A. Lisi. AL-QuIn: An Onto-Relational Learning System for Semantic Web Mining. Int. J. Semantic Web Inf. Syst. 7(3): 1-22 (2011) - Francesca A. Lisi. Inductive Logic Programming in Databases: From Datalog to DL+log. Theory Pract. Log. Program. 10(3): 331-359 (2010) - Francesca A. Lisi. Building Rules on Top of Ontologies for the Semantic Web with Inductive Logic Programming. Theory Pract. Log. Program. 8(3): 271-300 (2008) - M. Biba, S. Ferilli & F. Esposito. Boosting learning and inference in Markov logic through metaheuristics. Applied Intelligence, ISSN 0924-669X (print) / 1573-7497 (online), 34(2):279-298, Springer, 2011. (Published on-line: 19 September 2009) - S. Ferilli, T.M.A. Basile, M. Biba, N. Di Mauro & F. Esposito. A General Similarity Framework for Horn Clause Logic. Fundamenta Informaticae, ISSN 0169-2968 (print) / 1875-8681 (online), 90(1-2):43-66, IOS Press, 2009. - F. Esposito, N. Di Mauro, T.M.A. Basile & S. Ferilli. Multi-Dimensional Relational Sequence Mining. Fundamenta Informaticae, ISSN 0169-2968 (print) / 1875-8681 (online), 89(1):23-43, IOS Press, 2008. - F. Esposito, S. Ferilli, T.M.A. Basile & N. Di Mauro. Inference of Abduction Theories for Handling Incompleteness in First-Order Learning. Knowledge and Information Systems (KAIS) – An International Journal, ISSN 0219-1377 (printed) / 0219-3116 (electronic), 11(2):217-242, Springer, 2007. (Published on-line: 23 March 2006) - M. Degemmis, P. Lops, S. Ferilli, N. Di Mauro, T.M.A. Basile & G. Semeraro. Text Learning for User Profiling in e-commerce. International Journal of Systems Science, ISSN 0020-7721 (print) / 1464-5319 (online), 37(13):905-918, Taylor & Francis, 2006. (Published on-line: 23 February 2007) - F. Esposito, N. Fanizzi, S. Ferilli, T.M.A. Basile & N. Di Mauro. Multistrategy Operators for Relational Learning and Their Cooperation. Fundamenta Informaticae, ISSN 0169-2968, 69(4):389-409, IOS Press, 2006. - F. Esposito, S. Ferilli, N. Fanizzi, T.M.A. Basile & N. Di Mauro. Incremental Learning and Concept Drift in INTHELEX. Intelligent Data Analysis Journal, ISSN 1088-467X, 8(3):213-237, IOS Press, 2004. - Francesca A. Lisi, Donato Malerba. Inducing Multi-Level Association Rules from Multiple Relations. Mach. Learn. 55(2): 175-210 (2004) - Annalisa Appice, Michelangelo Ceci, Antonietta Lanza, Francesca A. Lisi, Donato Malerba: Discovery of spatial association rules in geo-referenced census data: A relational mining approach. Intell. Data Anal. 7(6): 541-566 (2003) - Donato Malerba, Floriana Esposito, Antonietta Lanza, Francesca A. Lisi, Annalisa Appice: Empowering a GIS with inductive learning capabilities: the case of INGENS. Comput. Environ. Urban Syst. 27(3): 265-281 (2003) - F. Esposito, S. Ferilli, N. Fanizzi, T.M.A. Basile & N. Di Mauro. Incremental Multistrategy Learning for Document Processing. Applied Artificial Intelligence Journal, ISSN 0883-9514 (print) / 1087-6545 (online), 17(8/9):859-883, Taylor & Francis, 2003. - F. Esposito, N. Fanizzi, S. Ferilli & G. Semeraro. A generalization model based on OI-implication for ideal theory refinement. Fundamenta Informaticae, ISSN 0169-2968, 47:15-33, IOS Press, 2001. - F. Esposito, G. Semeraro, N. Fanizzi & S. Ferilli. Multistrategy Theory Revision: Induction and Abduction in INTHELEX. Machine Learning Journal, ISSN 0885-6125 (paper) / 1573-0565 (online), 38(1/2):133-156, Kluwer Academic Publisher, 2000. - Floriana Esposito, Donato Malerba, Francesca A. Lisi: Machine Learning for Intelligent Processing of Printed Documents. J. Intell. Inf. Syst. 14(2-3): 175-198 (2000) - F. Esposito, D. Malerba, G. Semeraro, N. Fanizzi & S. Ferilli. Adding Machine Learning and Knowledge Intensive Techniques to a Digital Library Service. International Journal on Digital Libraries, ISSN 1432-5012 (printed) / 1432-1300 (electronic), 2(1):3-19, Springer-Verlag, 1998.