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M.  Setzu, Guidotti, R., Monreale, A., Turini, F., Pedreschi, D., and Giannotti, F., ?GLocalX - From Local to Global Explanations of Black Box AI Models?, vol. 294, p. 103457, 2021.\par \par E.  Ntoutsi, Fafalios, P., Gadiraju, U., Iosifidis, V., Nejdl, W., Vidal, M. - E., Ruggieri, S., Turini, F., Papadopoulos, S., Krasanakis, E., and others, ?Bias in data-driven artificial intelligence systems?An introductory survey?, Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, vol. 10, p. e1356, 2020.\par \par M.  Setzu, Guidotti, R., Monreale, A., and Turini, F., ?Global Explanations with Local Scoring?, in Machine Learning and Knowledge Discovery in Databases, Cham, 2020.\par \par R.  Guidotti, Monreale, A., Giannotti, F., Pedreschi, D., Ruggieri, S., and Turini, F., ?Factual and Counterfactual Explanations for Black Box Decision Making?, IEEE Intelligent Systems, 2019.\par \par D.  Pedreschi, Giannotti, F., Guidotti, R., Monreale, A., Ruggieri, S., and Turini, F., ?Meaningful explanations of Black Box AI decision systems?, in Proceedings of the AAAI Conference on Artificial Intelligence, 2019.\par \par R.  Guidotti, Monreale, A., Ruggieri, S., Pedreschi, D., Turini, F., and Giannotti, F., ?Local Rule-Based Explanations of Black Box Decision Systems?, 2018.\par \par D.  Pedreschi, Giannotti, F., Guidotti, R., Monreale, A., Pappalardo, L., Ruggieri, S., and Turini, F., ?Open the Black Box Data-Driven Explanation of Black Box Decision Systems?, 2018.\par \par R.  Guidotti, Monreale, A., Ruggieri, S., Turini, F., Giannotti, F., and Pedreschi, D., ?A survey of methods for explaining black box models?, ACM computing surveys (CSUR), vol. 51, p. 93, 2018.\par \par P.  Mukala, Cerone, A., and Turini, F., ?An empirical verification of a-priori learning models on mailing archives in the context of online learning activities of participants in free\\libre open source software (FLOSS) communities?, Education and Information Technologies, vol. 22, pp. 3207?3229, 2017.\par \par V.  Grossi, Romei, A., and Turini, F., ?Survey on using constraints in data mining?, Data Mining and Knowledge Discovery, vol. 31, pp. 424?464, 2017.\par \par B. Thanh Luong, Ruggieri, S., and Turini, F., ?Classification Rule Mining Supported by Ontology for Discrimination Discovery?, in Data Mining Workshops (ICDMW), 2016 IEEE 16th International Conference on, 2016.\par \par V.  Grossi, Pedreschi, D., and Turini, F., ?Data Mining and Constraints: An Overview?, in Data Mining and Constraint Programming, Springer International Publishing, 2016, pp. 25?48.\par \par S.  Ruggieri and Turini, F., ?A KDD process for discrimination discovery?, in Joint European Conference on Machine Learning and Knowledge Discovery in Databases, 2016.\par \par V.  Grossi, Monreale, A., Nanni, M., Pedreschi, D., and Turini, F., ?Clustering Formulation Using Constraint Optimization?, in Software Engineering and Formal Methods - \{SEFM\} 2015 Collocated Workshops: ATSE, HOFM, MoKMaSD, and VERY*SCART, York, UK, September 7-8, 2015, Revised Selected Papers, 2015.\par \par P.  Mukala, Cerone, A., and Turini, F., ?An exploration of learning processes as process maps in FLOSS repositories?. 2015.\par \par A.  Romei, Ruggieri, S., and Turini, F., ?The layered structure of company share networks?, in Data Science and Advanced Analytics (DSAA), 2015. 36678 2015. IEEE International Conference on, 2015.\par \par P.  Mukala, Cerone, A., and Turini, F., ?Mining learning processes from FLOSS mailing archives?, in Conference on e-Business, e-Services and e-Society, 2015.\par \par P.  Mukala, Cerone, A., and Turini, F., ?An abstract state machine (ASM) representation of learning process in FLOSS communities?, in International Conference on Software Engineering and Formal Methods, 2014.\par \par P.  Mukala, Cerone, A., and Turini, F., ?Ontolifloss: Ontology for learning processes in FLOSS communities?, in International Conference on Software Engineering and Formal Methods, 2014.\par \par P.  Mukala, Cerone, A., and Turini, F., ?Process mining event logs from FLOSS data: state of the art and perspectives?, in International Conference on Software Engineering and Formal Methods, 2014.\par \par D.  Pedreschi, Ruggieri, S., and Turini, F., ?The discovery of discrimination?, in Discrimination and privacy in the information society, Springer, 2013, pp. 91?108.\par \par A.  Romei, Ruggieri, S., and Turini, F., ?Discrimination discovery in scientific project evaluation: A case study?, Expert Systems with Applications, vol. 40, pp. 6064?6079, 2013.\par \par M.  Nanni, Raffaet\'e0, A., Renso, C., and Turini, F., ?Spatio-Temporal Data?, Spatio-Temporal Databases: Flexible Querying and Reasoning, p. 75, 2013.\par \par B.  Furletti and Turini, F., ?Knowledge Discovery in Ontologies?, Intelligent Data Analysis, vol. 16, 2012.\par \par F.  Turini and Furletti, B., ?What else can be extracted from ontologies? Influence Rules?, in Software and Data Technologies, Springer, 2012.\par \par B.  Furletti and Turini, F., ?Mining Influence Rules out of Ontologies?, in International Conference on Software and Data Technologies (ICSOFT), Siviglia, Spagna, 2011.\par \par B.  Furletti, Turini, F., Bellandi, A., Baglioni, M., and Pratesi, C., ?Improving the Business Plan Evaluation Process: the Role of Intangibles?, Quality Technology & Quantitative Management, vol. 7, 2010.\par \par D.  Pedreschi, Ruggieri, S., and Turini, F., ?Integrating induction and deduction for finding evidence of discrimination?, in ICAIL, 2009, pp. 157-166.\par \par D.  Pedreschi, Ruggieri, S., and Turini, F., ?Measuring Discrimination in Socially-Sensitive Decision Records?, in SDM, 2009, pp. 581-592.\par \par M.  Berlingerio, Bonchi, F., Curcio, M., Giannotti, F., and Turini, F., ?Mining Clinical, Immunological, and Genetic Data of Solid Organ Transplantation?, in Biomedical Data and Applications, 2009, pp. 211-236.\par \par A.  Raffaet\'e0, Ceccarelli, T., Centeno, D., Giannotti, F., Massolo, A., Parent, C., Renso, C., Spaccapietra, S., and Turini, F., ?An Application of Advanced Spatio-Temporal Formalisms to Behavioural Ecology?, GeoInformatica, vol. 12, pp. 37-72, 2008.\par \par T.  Ceccarelli, Centeno, D., Giannotti, F., Massolo, A., Parent, C., Raffaet\'e0, A., Renso, C., Spaccapietra, S., and Turini, F., ?An Application of Advanced Spatio-Temporal Formalisms to Behavioural Ecology?, 2008.\par \par D.  Pedreschi, Ruggieri, S., and Turini, F., ?Discrimination-aware data mining?, in KDD, 2008, pp. 560-568.\par \par S.  Rinzivillo, Turini, F., Bogorny, V., K\'f6rner, C., Kuijpers, B., and May, M., ?Knowledge Discovery from Geographical Data?, in Mobility, Data Mining and Privacy, 2008, pp. 243-265.\par \par F.  Giannotti, Pedreschi, D., and Turini, F., ?Mobility, Data Mining and Privacy the Experience of the GeoPKDD Project?, in PinKDD, 2008, pp. 25-32.\par \par F.  Turini, Furletti, B., Baglioni, M., Spinsanti, L., and Bellandi, A., ?Ontology-Based Business Plan Classification?, in Enterprise Distributed Object Computing Conference (EDOC), 2008.\par \par M.  Baglioni, Bellandi, A., Furletti, B., Spinsanti, L., and Turini, F., ?Ontology-Based Business Plan Classification?, in EDOC, 2008, pp. 365-371.\par \par D.  Pedreschi, Bonchi, F., Turini, F., Verykios, V. S., Atzori, M., Malin, B., Moelans, B., and Saygin, Y., ?Privacy Protection: Regulations and Technologies, Opportunities and Threats?, in Mobility, Data Mining and Privacy, 2008, pp. 101-119.\par \par S.  Rinzivillo and Turini, F., ?Knowledge discovery from spatial transactions?, Journal of Intelligent Information Systems, vol. 28, pp. 1-22, 2007.\par \par M.  Berlingerio, Bonchi, F., Giannotti, F., and Turini, F., ?Mining Clinical Data with a Temporal Dimension: A Case Study?, in BIBM, 2007, pp. 429-436.\par \par M.  Berlingerio, Bonchi, F., Giannotti, F., and Turini, F., ?Time-Annotated Sequences for Medical Data Mining?, in ICDM Workshops, 2007, pp. 133-138.\par \par F.  Turini, Baglioni, M., Furletti, B., and Rinzivillo, S., ?Examples of Integration of Induction and Deduction in Knowledge Discovery?, in Reasoning, Action and Interaction in AI Theories and Systems, 2006, pp. 307-326.\par \par F.  Turini, Baglioni, M., Furletti, B., and Rinzivillo, S., ?Examples of Integration of Induction and Deduction in Knowledge Discovery?, in Reasoning, Action and Interaction in AI Theories and Systems, vol. 4155, 2006, pp. 307-326.\par \par M.  Baglioni, Furletti, B., and Turini, F., ?A Tool for Economic Plans analysis based on expert knowledge and data mining techniques?, in  IADIS International Conference Applied Computing 2006 , 2006.\par \par M.  Baglioni, Furletti, B., and Turini, F., ?DrC4.5: Improving C4.5 by means of Prior Knowledge?, in ACM Symposium on Applied Computing, Santa Fe, New Mexico, USA, 2005.\par \par S.  Rinzivillo and Turini, F., ?Extracting spatial association rules from spatial transactions?, in ACM GIS, 2005, pp. 79-86.\par \par S.  Rinzivillo and Turini, F., ?Classification in Geographical Information Systems?, in PKDD, 2004, pp. 374-385.\par \par M.  Nanni, Raffaet\'e0, A., Renso, C., and Turini, F., ?Deductive and Inductive Reasoning on Spatio-Temporal Data?, in INAP/WLP, 2004, pp. 98-115.\par \par M.  Nanni, Raffaet\'e0, A., Renso, C., and Turini, F., ?Deductive and Inductive Reasoning on Trajectories?, in SEBD, 2004, pp. 98-105.\par \par P.  Mancarella, Raffaet\'e0, A., Renso, C., and Turini, F., ?Integrating knowledge representation and reasoning in Geographical Information Systems?, International Journal of Geographical Information Science, vol. 18, pp. 417-447, 2004.\par \par P.  Mancarella, Raffaet\'e0, A., Renso, C., and Turini, F., ?Integrating Knowledge Representation and Reasoning in Geographical?, 2004.\par \par M.  Nanni, Raffaet\'e0, A., Renso, C., and Turini, F., ?\\newblock\{A Declarative Framework for Reasoning on Spatio-temporal Data\}?, 2004.\par \par F.  Giannotti, Manco, G., and Turini, F., ?Specifying Mining Algorithms with Iterative User-Defined Aggregates?, IEEE Trans. Knowl. Data Eng., vol. 16, pp. 1232-1246, 2004.\par \par F.  Giannotti, Manco, G., and Turini, F., ?Towards a Logic Query Language for Data Mining?, in Database Support for Data Mining Applications, 2004, pp. 76-94.\par \par A.  Raffaet\'e0, Renso, C., and Turini, F., ?Qualitative Spatial Reasoning in a Logical Framework?, in AI*IA, 2003, pp. 78-90.\par \par A.  Raffaet\'e0, Turini, F., and Renso, C., ?Enhancing GISs for spatio-temporal reasoning?, in ACM-GIS, 2002, pp. 42-48.\par \par A.  Raffaet\'e0, Renso, C., and Turini, F., ?Qualitative Reasoning in a Spatio-Temporal Language?, in SEBD, 2002, pp. 105-118.\par \par F.  Giannotti, Raffaet\'e0, A., Renso, C., and Turini, F., ?Complex Reasoning on Geographical Data?, in SEBD, 2001, pp. 331-338.\par \par F.  Giannotti, Raffaet\'e0, A., Renso, C., and Turini, F., ?Complex Reasoning on Geographical Data?, in SEBD, 2001, pp. 331-338.\par \par F.  Giannotti, Manco, G., and Turini, F., ?Specifying Mining Algorithms with Iterative User-Defined Aggregates: A Case Study?, in PKDD, 2001, pp. 128-139.\par \par D.  Aquilino, Asirelli, P., Formuso, A., Renso, C., and Turini, F., ?Using MedLan to Integrate Geographical Data?, J. Log. Program., vol. 43, pp. 3-14, 2000.\par \par D.  Aquilino, Asirelli, P., Formuso, A., Renso, C., and Turini, F., ?Using Medlan to Integrate Geographical Data?, Journal of Logic Programming, pp. 3?14, 2000.\par \par A.  Brogi, Renso, C., and Turini, F., ?Dynamic Composition of Parameterised Logic Modules?, Computer Languages, pp. 211?242, 1999.\par \par A.  Brogi, Renso, C., and Turini, F., ?Dynamic composition of parameterised logic modules?, Comput. Lang., vol. 25, pp. 211-242, 1999.\par \par F.  Giannotti, Manco, G., Pedreschi, D., and Turini, F., ?Experiences with a Logic-based knowledge discovery Support Environment?, in 1999 ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery, 1999.\par \par F.  Giannotti, Manco, G., Pedreschi, D., and Turini, F., ?Experiences with a Logic-Based Knowledge Discovery Support Environment?, in AI*IA, 1999, pp. 202-213.\par \par F.  Giannotti, Manco, G., Nanni, M., Pedreschi, D., and Turini, F., ?Integration of Deduction and Induction for Mining Supermarket Sales Data?, in SEBD, 1999, pp. 117-131.\par \par P.  Asirelli, Renso, C., and Turini, F., ?The Constraint Operator of MedLan: Its Efficient Implementation and Use?, in IICIS, 1998, pp. 41-55.\par \par D.  Aquilino, Asirelli, P., Renso, C., and Turini, F., ?Applying Restriction Constraint to Deductive Databases?, Annals of Mathematics and Artificial Intelligence, pp. 3?25, 1997.\par \par D.  Aquilino, Asirelli, P., Renso, C., and Turini, F., ?Applying Restriction Constraints to Deductive Databases?, Ann. Math. Artif. Intell., vol. 19, pp. 3-25, 1997.\par \par P.  Asirelli, Renso, C., and Turini, F., ?Language Extensions for Semantic Integration of Deductive Databases?, in Logic in Databases, 1996, pp. 415-434.\par \par D.  Aquilino, Renso, C., and Turini, F., ?Towards \{D\}eclarative \{GIS\} \{A\}nalysis?, 1996, pp. 99?105.\par \par D.  Aquilino, Renso, C., and Turini, F., ?Towards Declarative GIS Analysis?, in ACM-GIS, 1996, pp. 98-104.\par \par D.  Montesi, Renso, C., and Turini, F., ?Using Temporary Integrity Constraints to Optimize Databases?, in FAPR, 1996, pp. 430-435.\par \par D.  Aquilino, Asirelli, P., Renso, C., and Turini, F., ?An Operator for Composing Deductive Databases with Theories of Constraints?, pp. 57?70, 1995.\par \par D.  Aquilino, Asirelli, P., Renso, C., and Turini, F., ?An Operator for Composing Deductive Databases with Theories of Constraints?, in LPNMR, 1995, pp. 57-70.\par \par A.  Brogi, Renso, C., and Turini, F., ?Amalgamating Language and Meta-language for Composing Logic Programs?, in GULP-PRODE (2), 1994, pp. 408-422.\par \par A.  Brogi, Chiarelli, A., Mancarella, P., Mazzotta, V., Pedreschi, D., Renso, C., and Turini, F., ?Implementations of Program Composition Operations?, pp. 292?307, 1994.\par \par A.  Brogi, Chiarelli, A., Mancarella, P., Mazzotta, V., Pedreschi, D., Renso, C., and Turini, F., ?Implementations of Program Composition Operations?, in PLILP, 1994, pp. 292-307.\par \par A.  Brogi, Chiarelli, A., Mancarella, P., Mazzotta, V., Pedreschi, D., Renso, C., and Turini, F., ?Implementations of Program Composition Operations?, in PLILP, 1994, pp. 292-307.\par \par A.  Brogi, Mancarella, P., Pedreschi, D., and Turini, F., ?Modular Logic Programming?, ACM Trans. Program. Lang. Syst., vol. 16, pp. 1361-1398, 1994.\par \par A.  Brogi, Mancarella, P., Pedreschi, D., and Turini, F., ?Meta for Modularising Logic Programming?, in META, 1992, pp. 105-119.\par \par B.  Bertolino, Meo, L., Pedreschi, D., and Turini, F., The Type System of LML. 1992, pp. 313-332.\par \par A.  Brogi, Mancarella, P., Pedreschi, D., and Turini, F., ?Theory Construction in Computational Logic?, in ICLP Workshop on Construction of Logic Programs, 1991, pp. 241-250.\par \par A.  Brogi, Mancarella, P., Pedreschi, D., and Turini, F., ?Logic Programming within a Functional Framework?, in PLILP, 1990, pp. 372-386.\par \par R.  Barbuti, Mancarella, P., Pedreschi, D., and Turini, F., ?A Transformational Approach to Negation in Logic Programming?, J. Log. Program., vol. 8, pp. 201-228, 1990.\par \par A.  Brogi, Mancarella, P., Pedreschi, D., and Turini, F., ?Universal Quantification by Case Analysis?, in ECAI, 1990, pp. 111-116.\par \par B.  Bertolino, Mancarella, P., Meo, L., Nini, L., Pedreschi, D., and Turini, F., ?A Progress Report on the LML Project?, in FGCS, 1988, pp. 675-684.\par \par R.  Barbuti, Mancarella, P., Pedreschi, D., and Turini, F., ?Intensional Negation of Logic Programs: Examples and Implementation Techniques?, in TAPSOFT, Vol.2, 1987, pp. 96-110.\par \par F.  Giannotti, Matteucci, A., Pedreschi, D., and Turini, F., ?Symbolic Evaluation with Structural Recursive Symbolic Constants?, Sci. Comput. Program., vol. 9, pp. 161-177, 1987.\par \par V.  Ambriola, Giannotti, F., Pedreschi, D., and Turini, F., ?Symbolic Semantics and Program Reduction?, IEEE Trans. Software Eng., vol. 11, pp. 784-794, 1985.\par \par }