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F.  Naretto, Monreale, A., and Giannotti, F., ?Evaluating the Privacy Exposure of Interpretable Global and Local Explainers?, in Submitted at Journal of Artificial Intelligence and Law, 2023.\par \par M.  Fontana, Naretto, F., Monreale, A., and Giannotti, F., ?Monitoring Fairness in HOLDA?, in HHAI 2022: Augmenting Human Intellect - Proceedings of the First International Conference on Hybrid Human-Artificial Intelligence, Amsterdam, The Netherlands, 13-17 June 2022, 2022.\par \par F.  Bodria, Giannotti, F., Guidotti, R., Naretto, F., Pedreschi, D., and Rinzivillo, S., ?Benchmarking and Survey of Explanation Methods for Black Box Models?, CoRR, vol. abs/2102.13076, 2021.\par \par F.  Giannotti, Naretto, F., and Bodria, F., ?Explainable for Trustworthy AI?, in Human-Centered Artificial Intelligence - Advanced Lectures, 18th European Advanced Course on AI, ACAI 2021, Berlin, Germany, October 11-15, 2021, extended and improved lecture notes, 2021.\par \par M.  Nanni, Andrienko, G., Barabasi, A. - L., Boldrini, C., Bonchi, F., Cattuto, C., Chiaromonte, F., Comand\'e9, G., Conti, M., Cot\'e9, M., Dignum, F., Dignum, V., Domingo-Ferrer, J., Ferragina, P., Giannotti, F., Guidotti, R., Helbing, D., Kaski, K., Kert\'e9sz, J., Lehmann, S., Lepri, B., Lukowicz, P., Matwin, S., Jim\'e9nez, D. Meg\'edas, Monreale, A., Morik, K., Oliver, N., Passarella, A., Passerini, A., Pedreschi, D., Pentland, A., Pianesi, F., Pratesi, F., Rinzivillo, S., Ruggieri, S., Siebes, A., Torra, V., Trasarti, R., van den Hoven, J., and Vespignani, A., ?Give more data, awareness and control to individual citizens, and they will help COVID-19 containment?, 2021.\par \par 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 B.  Dong, Wang, H., Monreale, A., Pedreschi, D., Giannotti, F., and Guo, W., ?Authenticated Outlier Mining for Outsourced Databases?, IEEE Transactions on Dependable and Secure Computing, vol. 17, pp. 222 - 235, 2020.\par \par J.  Kim, Sirbu, A., Giannotti, F., and Gabrielli, L., ?Digital Footprints of International Migration on Twitter?, in International Symposium on Intelligent Data Analysis, 2020.\par \par V.  Voukelatou, Pappalardo, L., Gabrielli, L., and Giannotti, F., ?Estimating countries? peace index through the lens of the world news as monitored by GDELT?, in 2020 IEEE 7th International Conference on Data Science and Advanced Analytics (DSAA)2020 IEEE 7th International Conference on Data Science and Advanced Analytics (DSAA), 2020.\par \par A.  Sirbu, Andrienko, G., Andrienko, N., Boldrini, C., Conti, M., Giannotti, F., Guidotti, R., Bertoli, S., Kim, J., Muntean, C. Ioana, Pappalardo, L., Passarella, A., Pedreschi, D., Pollacci, L., Pratesi, F., and Sharma, R., ?Human migration: the big data perspective?, International Journal of Data Science and Analytics, pp. 1?20, 2020.\par \par P.  Bonato, Cintia, P., Fabbri, F., Fadda, D., Giannotti, F., Lopalco, P. Luigi, Mazzilli, S., Nanni, M., Pappalardo, L., Pedreschi, D., Penone, F., Rinzivillo, S., Rossetti, G., Savarese, M., and Tavoschi, L., ?Mobile phone data analytics against the COVID-19 epidemics in Italy: flow diversity and local job markets during the national lockdown?. 2020.\par \par F.  Naretto, Pellungrini, R., Nardini, F. Maria, and Giannotti, F., ?Prediction and Explanation of Privacy Risk on Mobility Data with Neural Networks?, in ECML PKDD 2020 Workshops, Cham, 2020.\par \par F.  Pratesi, Gabrielli, L., Cintia, P., Monreale, A., and Giannotti, F., ?PRIMULE: Privacy risk mitigation for user profiles?, vol. 125, p. 101786, 2020.\par \par P.  Cintia, Fadda, D., Giannotti, F., Pappalardo, L., Rossetti, G., Pedreschi, D., Rinzivillo, S., Bonato, P., Fabbri, F., Penone, F., Savarese, M., Checchi, D., Chiaromonte, F., Vineis, P., Guzzetta, G., Riccardo, F., Marziano, V., Poletti, P., Trentini, F., Bella, A., Andrianou, X., Del Manso, M., Fabiani, M., Bellino, S., Boros, S., Urdiales, A. Mateo, Vescio, M. Fenicia, Brusaferro, S., Rezza, G., Pezzotti, P., Ajelli, M., and Merler, S., ?The relationship between human mobility and viral transmissibility during the COVID-19 epidemics in Italy?, arXiv preprint arXiv:2006.03141, 2020.\par \par G.  Andrienko, Andrienko, N., Boldrini, C., Caldarelli, G., Cintia, P., Cresci, S., Facchini, A., Giannotti, F., Gionis, A., Guidotti, R., and others, ?(So) Big Data and the transformation of the city?, International Journal of Data Science and Analytics, 2020.\par \par A.  Sirbu, Pedreschi, D., Giannotti, F., and Kert\'e9sz, J., ?Algorithmic bias amplifies opinion fragmentation and polarization: A bounded confidence model?, PloS one, vol. 14, p. e0213246, 2019.\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 L.  Pappalardo, Cintia, P., Ferragina, P., Massucco, E., Pedreschi, D., and Giannotti, F., ?PlayeRank: data-driven performance evaluation and player ranking in soccer via a machine learning approach?, ACM Transactions on Intelligent Systems and Technology (TIST), vol. 10, pp. 1?27, 2019.\par \par L.  Pappalardo, Cintia, P., Rossi, A., Massucco, E., Ferragina, P., Pedreschi, D., and Giannotti, F., ?A public data set of spatio-temporal match events in soccer competitions?, Scientific data, vol. 6, pp. 1?15, 2019.\par \par A.  Sirbu, Giannotti, F., Pedreschi, D., and Kert\'e9sz, J., ?Public opinion and Algorithmic bias?, ERCIM News, 2019.\par \par A.  Rauber, Trasarti, R., and Giannotti, F., ?Transparency in Algorithmic Decision Making?, ERCIM News, 2019.\par \par L.  Milli, Rossetti, G., Pedreschi, D., and Giannotti, F., ?Active and passive diffusion processes in complex networks?, Applied network science, vol. 3, p. 42, 2018.\par \par L.  Milli, Rossetti, G., Pedreschi, D., and Giannotti, F., ?Diffusive Phenomena in Dynamic Networks: a data-driven study?, in International Conference on Complex Networks CompleNet, Boston March 5-8 2018, 2018.\par \par L.  Gabrielli, Fadda, D., Rossetti, G., Nanni, M., Piccinini, L., Pedreschi, D., Giannotti, F., and Lattarulo, P., ?Discovering Mobility Functional Areas: A Mobility Data Analysis Approach?, in International Workshop on Complex Networks, 2018.\par \par R.  Guidotti, Gabrielli, L., Monreale, A., Pedreschi, D., and Giannotti, F., ?Discovering temporal regularities in retail customers? shopping behavior?, EPJ Data Science, vol. 7, p. 6, 2018.\par \par L.  Pollacci, Guidotti, R., Rossetti, G., Giannotti, F., and Pedreschi, D., ?The Fractal Dimension of Music: Geography, Popularity and Sentiment Analysis?, in International Conference on Smart Objects and Technologies for Social Good, 2018.\par \par G.  Amato, Candela, L., Castelli, D., Esuli, A., Falchi, F., Gennaro, C., Giannotti, F., Monreale, A., Nanni, M., Pagano, P., Pappalardo, L., Pedreschi, D., Pratesi, F., Rabitti, F., Rinzivillo, S., Rossetti, G., Ruggieri, S., Sebastiani, F., and Tesconi, M., ?How Data Mining and Machine Learning Evolved from Relational Data Base to Data Science?, in A Comprehensive Guide Through the Italian Database Research Over the Last 25 Years, S.  Flesca, Greco, S., Masciari, E., and Sacc\'e0, D., Eds. Cham: Springer International Publishing, 2018, pp. 287 - 306.\par \par L.  Pollacci, Guidotti, R., Rossetti, G., Giannotti, F., and Pedreschi, D., ?The italian music superdiversity?, Multimedia Tools and Applications, pp. 1?23, 2018.\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 G.  Rossetti, Milli, L., Rinzivillo, S., Sirbu, A., Pedreschi, D., and Giannotti, F., ?NDlib: a python library to model and analyze diffusion processes over complex networks?, International Journal of Data Science and Analytics, vol. 5, pp. 61?79, 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, Rossetti, G., Pappalardo, L., Giannotti, F., and Pedreschi, D., ?Personalized Market Basket Prediction with Temporal Annotated Recurring Sequences?, IEEE Transactions on Knowledge and Data Engineering, 2018.\par \par F.  Pratesi, Monreale, A., Trasarti, R., Giannotti, F., Pedreschi, D., and Yanagihara, T., ?PRUDEnce: a system for assessing privacy risk vs utility in data sharing ecosystems?, Transactions on Data Privacy, vol. 11, 2018.\par \par F.  Giannotti, Trasarti, R., Bontcheva, K., and Grossi, V., ?SoBigData: Social Mining & Big Data Ecosystem?, in Companion of the The Web Conference 2018 on The Web Conference 2018, 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 B.  Dong, Wang, H. Wendy, Monreale, A., Pedreschi, D., Giannotti, F., and Guo, W., ?Authenticated Outlier Mining for Outsourced Databases?, IEEE Transactions on Dependable and Secure Computing, 2017.\par \par R.  Guidotti, Monreale, A., Nanni, M., Giannotti, F., and Pedreschi, D., ?Clustering Individual Transactional Data for Masses of Users?, in Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2017.\par \par F.  Beltram, Giannotti, F., and Pedreschi, D., ?Data Science a Game-changer for Science and Innovation?. G7 Academy, 2017.\par \par G.  Rossetti, Milli, L., Giannotti, F., and Pedreschi, D., ?Forecasting success via early adoptions analysis: A data-driven study?, PloS one, vol. 12, p. e0189096, 2017.\par \par L.  Pollacci, Guidotti, R., Rossetti, G., Giannotti, F., and Pedreschi, D., ?The Fractal Dimension of Music: Geography, Popularity and Sentiment Analysis?, in International Conference on Smart Objects and Technologies for Social Good, 2017.\par \par L.  Candela, Manghi, P., Giannotti, F., Grossi, V., and Trasarti, R., ?HyWare: a HYbrid Workflow lAnguage for Research E-infrastructures?, D-Lib Magazine, vol. 23, 2017.\par \par L.  Milli, Rossetti, G., Pedreschi, D., and Giannotti, F., ?Information diffusion in complex networks: The active/passive conundrum?, in International Workshop on Complex Networks and their Applications, 2017.\par \par R.  Guidotti, Rossetti, G., Pappalardo, L., Giannotti, F., and Pedreschi, D., ?Market Basket Prediction using User-Centric Temporal Annotated Recurring Sequences?, in 2017 IEEE International Conference on Data Mining (ICDM), 2017.\par \par M.  Nanni, Trasarti, R., and Giannotti, F., ?Movement Behaviour Recognition for Water Activities?, in Personal Analytics and Privacy. An Individual and Collective Perspective - First International Workshop, \{PAP\} 2017, Held in Conjunction with \{ECML\} \{PKDD\} 2017, Skopje, Macedonia, September 18, 2017, Revised Selected Papers, 2017.\par \par R.  Trasarti, Guidotti, R., Monreale, A., and Giannotti, F., ?MyWay: Location prediction via mobility profiling?, Information Systems, vol. 64, pp. 350?367, 2017.\par \par G.  Rossetti, Milli, L., Rinzivillo, S., Sirbu, A., Pedreschi, D., and Giannotti, F., ?NDlib: a python library to model and analyze diffusion processes over complex networks?, International Journal of Data Science and Analytics, pp. 1?19, 2017.\par \par G.  Rossetti, Milli, L., Rinzivillo, S., Sirbu, A., Pedreschi, D., and Giannotti, F., ?NDlib: Studying Network Diffusion Dynamics?, in IEEE International Conference on Data Science and Advanced Analytics, DSA, Tokyo, 2017.\par \par R.  Guidotti, Nanni, M., Rinzivillo, S., Pedreschi, D., and Giannotti, F., ?Never drive alone: Boosting carpooling with network analysis?, Information Systems, vol. 64, pp. 237?257, 2017.\par \par R.  Guidotti, Rossetti, G., Pappalardo, L., Giannotti, F., and Pedreschi, D., ?Next Basket Prediction using Recurring Sequential Patterns?, arXiv preprint arXiv:1702.07158, 2017.\par \par G.  Rossetti, Pedreschi, D., and Giannotti, F., ?Node-centric Community Discovery: From static to dynamic social network analysis?, Online Social Networks and Media, vol. 3, pp. 32?48, 2017.\par \par F.  Pratesi, Monreale, A., Giannotti, F., and Pedreschi, D., ?Privacy Preserving Multidimensional Profiling?, in International Conference on Smart Objects and Technologies for Social Good, 2017.\par \par L.  Pollacci, Sirbu, A., Giannotti, F., Pedreschi, D., Lucchese, C., and Muntean, C. Ioana, ?Sentiment Spreading: An Epidemic Model for Lexicon-Based Sentiment Analysis on Twitter?, in Conference of the Italian Association for Artificial Intelligence, 2017.\par \par R.  Guidotti, Trasarti, R., Nanni, M., Giannotti, F., and Pedreschi, D., ?There's A Path For Everyone: A Data-Driven Personal Model Reproducing Mobility Agendas?, in 4th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2017), Tokyo, 2017.\par \par G.  Rossetti, Pappalardo, L., Pedreschi, D., and Giannotti, F., ?Tiles: an online algorithm for community discovery in dynamic social networks?, Machine Learning, vol. 106, pp. 1213?1241, 2017.\par \par L.  Pappalardo, Vanhoof, M., Gabrielli, L., Smoreda, Z., Pedreschi, D., and Giannotti, F., ?An analytical framework to nowcast well-being using mobile phone data?, International Journal of Data Science and Analytics, vol. 2, pp. 75?92, 2016.\par \par S.  Bergamaschi, Carlini, E., Ceci, M., Furletti, B., Giannotti, F., Malerba, D., Mezzanzanica, M., Monreale, A., Pasi, G., Pedreschi, D., Perego, R., and Ruggieri, S., ?Big Data Research in Italy: A Perspective?, Engineering, vol. 2, p. 163, 2016.\par \par G.  Rossetti, Pappalardo, L., Kikas, R., Pedreschi, D., Giannotti, F., and Dumas, M., ?Homophilic network decomposition: a community-centric analysis of online social services?, Social Network Analysis and Mining, vol. 6, p. 103, 2016.\par \par G.  Rossetti, Guidotti, R., Miliou, I., Pedreschi, D., and Giannotti, F., ?A supervised approach for intra-/inter-community interaction prediction in dynamic social networks?, Social Network Analysis and Mining, vol. 6, p. 86, 2016.\par \par F.  Giannotti, Gabrielli, L., Pedreschi, D., and Rinzivillo, S., ?Understanding human mobility with big data?, in Solving Large Scale Learning Tasks. Challenges and Algorithms, Springer International Publishing, 2016, pp. 208?220.\par \par R.  Guidotti, Monreale, A., Rinzivillo, S., Pedreschi, D., and Giannotti, F., ?Unveiling mobility complexity through complex network analysis?, Social Network Analysis and Mining, vol. 6, p. 59, 2016.\par \par L.  Gabrielli, Furletti, B., Trasarti, R., Giannotti, F., and Pedreschi, D., ?City users? classification with mobile phone data?, in IEEE Big Data, Santa Clara (CA) - USA, 2015.\par \par G.  Rossetti, Pappalardo, L., Kikas, R., Pedreschi, D., Giannotti, F., and Dumas, M., ?Community-centric analysis of user engagement in Skype social network?, in International conference on Advances in Social Network Analysis and Mining, Paris, France, 2015.\par \par S.  Hajian, Domingo-Ferrer, J., Monreale, A., Pedreschi, D., and Giannotti, F., ?Discrimination- and privacy-aware patterns?, Data Min. Knowl. Discov., vol. 29, pp. 1733?1782, 2015.\par \par P.  Cintia, Pappalardo, L., Pedreschi, D., Giannotti, F., and Malvaldi, M., ?The harsh rule of the goals: data-driven performance indicators for football teams?, IEEE International Conference on Data Science and Advanced Analytics. 2015.\par \par G.  Rossetti, Guidotti, R., Pennacchioli, D., Pedreschi, D., and Giannotti, F., ?Interaction Prediction in Dynamic Networks exploiting Community Discovery?, in International conference on Advances in Social Network Analysis and Mining, ASONAM 2015, Paris, France, 2015.\par \par M.  Coscia, Pennacchioli, D., and Giannotti, F., ?Product assortment and customer mobility?, EPJ Data Science, vol. 4, pp. 1?18, 2015.\par \par L.  Milli, Monreale, A., Rossetti, G., Pedreschi, D., Giannotti, F., and Sebastiani, F., ?Quantification in Social Networks?, in International Conference on Data Science and Advanced Analytics (IEEE DSAA'2015), Paris, France, 2015.\par \par L.  Pappalardo, Simini, F., Rinzivillo, S., Pedreschi, D., Giannotti, F., and Barabasi, A. - L., ?Returners and explorers dichotomy in human mobility?, Nat Commun, vol. 6, 2015.\par \par A.  Basu, Monreale, A., Trasarti, R., Corena, J. C., Giannotti, F., Pedreschi, D., Kiyomoto, S., Miyake, Y., and Yanagihara, T., ?A risk model for privacy in trajectory data?, Journal of Trust Management, vol. 2, p. 9, 2015.\par \par S.  Marchetti, Giusti, C., Pratesi, M., Salvati, N., Giannotti, F., Pedreschi, D., Rinzivillo, S., Pappalardo, L., and Gabrielli, L., ?Small Area Model-Based Estimators Using Big Data Sources?, Journal of Official Statistics, vol. 31, pp. 263?281, 2015.\par \par R.  Guidotti, Trasarti, R., Nanni, M., and Giannotti, F., ?Towards user-centric data management: individual mobility analytics for collective services?, in Proceedings of the 4th \{ACM\} \{SIGSPATIAL\} International Workshop on Mobile Geographic Information Systems, MobiGIS 2015, Bellevue, WA, USA, November 3-6, 2015, 2015.\par \par L.  Gabrielli, Furletti, B., Giannotti, F., Nanni, M., and Rinzivillo, S., ?Use of Mobile Phone Data to Estimate Visitors Mobility Flows?, in Software Engineering and Formal Methods, vol. 8938, Springer International Publishing, 2015, pp. 214-226.\par \par A.  Basu, Corena, J. C., Monreale, A., Pedreschi, D., Giannotti, F., Kiyomoto, S., Vaidya, J., and Miyake, Y., ?CF-inspired Privacy-Preserving Prediction of Next Location in the Cloud?, in Cloud Computing Technology and Science (CloudCom), 2014 IEEE 6th International Conference on, 2014.\par \par R.  Trasarti, Olteanu-Raimond, A. - M., Nanni, M., Couronn\'e9, T., Furletti, B., Giannotti, F., Smoreda, Z., and Ziemlicki, C., ?Discovering urban and country dynamics from mobile phone data with spatial correlation patterns?, Telecommunications Policy, p. -, 2014.\par \par S.  Hajian, Monreale, A., Pedreschi, D., Domingo-Ferrer, J., and Giannotti, F., ?Fair pattern discovery?, in Symposium on Applied Computing, \{SAC\} 2014, Gyeongju, Republic of Korea - March 24 - 28, 2014, 2014, pp. 113?120.\par \par M.  Nanni, Trasarti, R., Cintia, P., Furletti, B., Renso, C., Gabrielli, L., Rinzivillo, S., and Giannotti, F., ?Mobility Profiling?, in Data Science and Simulation in Transportation Research, IGI Global, 2014, pp. 1-29.\par \par D.  Pennacchioli, Rossetti, G., Pappalardo, L., Pedreschi, D., Giannotti, F., and Coscia, M., ?The patterns of musical influence on the Last.Fm social network?, in 22nd Italian Symposium on Advanced Database Systems, \{SEBD\} 2014, Sorrento Coast, Italy, June 16-18, 2014., 2014.\par \par A.  Basu, Monreale, A., Corena, J. C., Giannotti, F., Pedreschi, D., Kiyomoto, S., Miyake, Y., Yanagihara, T., and Trasarti, R., ?A Privacy Risk Model for Trajectory Data?, in Trust Management \{VIII\} - 8th \{IFIP\} \{WG\} 11.11 International Conference, \{IFIPTM\} 2014, Singapore, July 7-10, 2014. Proceedings, 2014, pp. 125?140.\par \par A.  Monreale, Rinzivillo, S., Pratesi, F., Giannotti, F., and Pedreschi, D., ?Privacy-by-Design in Big Data Analytics and Social Mining?, EPJ Data Science, vol. 10, 2014.\par \par S.  Rinzivillo, Gabrielli, L., Nanni, M., Pappalardo, L., Pedreschi, D., and Giannotti, F., ?The purpose of motion: Learning activities from Individual Mobility Networks?, in International Conference on Data Science and Advanced Analytics, \{DSAA\} 2014, Shanghai, China, October 30 - November 1, 2014, 2014.\par \par D.  Pennacchioli, Coscia, M., Rinzivillo, S., Giannotti, F., and Pedreschi, D., ?The retail market as a complex system?, EPJ Data Science, vol. 3, pp. 1?27, 2014.\par \par R.  Guidotti, Monreale, A., Rinzivillo, S., Pedreschi, D., and Giannotti, F., ?Retrieving Points of Interest from Human Systematic Movements?, in Software Engineering and Formal Methods, Springer International Publishing, 2014, pp. 294?308.\par \par M.  Coscia, Rossetti, G., Giannotti, F., and Pedreschi, D., ?Uncovering Hierarchical and Overlapping Communities with a Local-First Approach?, \{TKDD\}, vol. 9, p. 6, 2014.\par \par B.  Furletti, Gabrielli, L., Giannotti, F., Milli, L., Nanni, M., and Pedreschi, D., ?Use of mobile phone data to estimate mobility flows. Measuring urban population and inter-city mobility using big data in an integrated approach?, in 47th SIS Scientific Meeting of the Italian Statistica Society, Cagliari , 2014.\par \par L.  Gabrielli, Furletti, B., Giannotti, F., Nanni, M., and Rinzivillo, S., ?Use of mobile phone data to estimate visitors mobility flows?, in Proceedings of MoKMaSD, 2014.\par \par L.  Pappalardo, Simini, F., Rinzivillo, S., Pedreschi, D., and Giannotti, F., ?Comparing General Mobility and Mobility by Car?, in Computational Intelligence and 11th Brazilian Congress on Computational Intelligence (BRICS-CCI CBIC), 2013 BRICS Congress on, 2013.\par \par M.  Berlingerio, Coscia, M., Giannotti, F., Monreale, A., and Pedreschi, D., ?Evolving networks: Eras and turning points?, Intell. Data Anal., vol. 17, pp. 27?48, 2013.\par \par D.  Pennacchioli, Coscia, M., Rinzivillo, S., Pedreschi, D., and Giannotti, F., ?Explaining the PRoduct Range Effect in Purchase Data?, IEEE Big Data. 2013.\par \par M.  Magnani, Monreale, A., Rossetti, G., and Giannotti, F., ?On multidimensional network measures?, in SEDB 2013, 2013.\par \par F.  Giannotti, Lakshmanan, L. V. S., Monreale, A., Pedreschi, D., and Wang, H. Wendy, ?Privacy-Preserving Mining of Association Rules From Outsourced Transaction Databases?,  IEEE Systems Journal, 2013.\par \par L.  Milli, Monreale, A., Rossetti, G., Giannotti, F., Pedreschi, D., and Sebastiani, F., ?Quantification Trees?, in 2013 IEEE 13th International Conference on Data Mining, Dallas, TX, USA, December 7-10, 2013, 2013, pp. 528?536.\par \par M.  Coscia, Rinzivillo, S., Giannotti, F., and Pedreschi, D., ?Spatial and Temporal Evaluation of Network-based Analysis of Human Mobility?, Social Network Analysis and Mining, vol. to appear, 2013.\par \par D.  Pennacchioli, Rossetti, G., Pappalardo, L., Pedreschi, D., Giannotti, F., and Coscia, M., ?The Three Dimensions of Social Prominence?, in Social Informatics - 5th International Conference, SocInfo 2013, Kyoto, Japan, November 25-27, 2013, Proceedings, 2013.\par \par L.  Pappalardo, Rinzivillo, S., Qu, Z., Pedreschi, D., and Giannotti, F., ?\{Understanding the patterns of car travel\}?, The European Physical Journal Special Topics, vol. 215, pp. 61?73, 2013.\par \par M.  Coscia, Rossetti, G., Pennacchioli, D., Ceccarelli, D., and Giannotti, F., ?You Know Because I Know?: a Multidimensional Network Approach to Human Resources Problem?, in ASONAM 2013, 2013.\par \par T.  Bellemans, Bothe, S., Cho, S., Giannotti, F., Janssens, D., Knapen, L., K\'f6rner, C., May, M., Nanni, M., Pedreschi, D., Stange, H., Trasarti, R., Yasar, A. - U. - H., and Wets, G., ?An Agent-Based Model to Evaluate Carpooling at Large Manufacturing Plants?, in Proceedings of the 3rd International Conference on Ambient Systems, Networks and Technologies \{(ANT\} 2012), the 9th International Conference on Mobile Web Information Systems (MobiWIS-2012), Niagara Falls, Ontario, Canada, August 27-29, 2012, 2012.\par \par B.  Furletti, Trasarti, R., Gabrielli, L., Rinzivillo, S., Pappalardo, L., and Giannotti, F., ?Analisi di Mobilita' con dati eterogenei?, ISTI - CNR, Pisa, 2012.\par \par R.Liu, Wang, H. Wendy, Monreale, A., Pedreschi, D., Giannotti, F., and Guo, W., ?AUDIO: An Integrity Auditing Framework of Outlier-Mining-as-a-Service Systems.?, in Machine Learning and Knowledge Discovery in Databases, European Conference, ECML PKDD 2012 , 2012.\par \par G.  Bachi, Coscia, M., Monreale, A., and Giannotti, F., ?Classifying Trust/Distrust Relationships in Online Social Networks?, in 2012 International Conference on Privacy, Security, Risk and Trust, \{PASSAT\} 2012, and 2012 International Confernece on Social Computing, SocialCom 2012, Amsterdam, Netherlands, September 3-5, 2012, 2012, pp. 552?557.\par \par D.  Janssens, Giannotti, F., Nanni, M., Pedreschi, D., and Rinzivillo, S., ?Data Science for Simulating the Era of Electric Vehicles?, KI - K\'fcnstliche Intelligenz, 2012.\par \par M.  Coscia, Rossetti, G., Giannotti, F., and Pedreschi, D., ?DEMON: a Local-First Discovery Method for Overlapping Communities?, in KDD 2012, 2012.\par \par M.  Coscia, Rossetti, G., Giannotti, F., and Pedreschi, D., ?DEMON: a local-first discovery method for overlapping communities?, in The 18th \{ACM\} \{SIGKDD\} International Conference on Knowledge Discovery and Data Mining, \{KDD\} '12, Beijing, China, August 12-16, 2012, 2012.\par \par S.  Rinzivillo, Mainardi, S., Pezzoni, F., Coscia, M., Giannotti, F., and Pedreschi, D., ?Discovering the Geographical Borders of Human Mobility?, KI - K\'fcnstliche Intelligenz, 2012.\par \par R.  Trasarti, Pinelli, F., Nanni, M., and Giannotti, F., ?Individual Mobility Profiles: Methods and Application on Vehicle Sharing?, in Twentieth Italian Symposium on Advanced Database Systems, \{SEBD\} 2012, Venice, Italy, June 24-27, 2012, Proceedings, 2012.\par \par S.  Hajian, Monreale, A., Pedreschi, D., Domingo-Ferrer, J., and Giannotti, F., ?Injecting Discrimination and Privacy Awareness Into Pattern Discovery?, in 12th \{IEEE\} International Conference on Data Mining Workshops, \{ICDM\} Workshops, Brussels, Belgium, December 10, 2012, 2012, pp. 360?369.\par \par M.  Berlingerio, Coscia, M., Giannotti, F., Monreale, A., and Pedreschi, D., ?Multidimensional networks: foundations of structural analysis?, World Wide Web, vol.  Volume 15 / 2012, 2012.\par \par M.  Coscia, Rinzivillo, S., Pedreschi, D., and Giannotti, F., ?Optimal Spatial Resolution for the Analysis of Human Mobility?, IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining. Instanbul, Turkey, 2012.\par \par M.  Batty, Axhausen, K. W., Giannotti, F., Pozdnoukhov, A., Bazzani, A., Wachowicz, M., Ouzounis, G., and Portugali, Y., ?Smart cities of the future?, European Physical Journal-Special Topics, vol. 214, p. 481, 2012.\par \par M.  Coscia, Giannotti, F., and Pedreschi, D., ?A classification for community discovery methods in complex networks?, Statistical Analysis and Data Mining, vol. 4, pp. 512-546, 2011.\par \par M.  Berlingerio, Coscia, M., and Giannotti, F., ?Finding and Characterizing Communities in Multidimensional Networks?, in ASONAM, 2011, pp. 490-494.\par \par M.  Berlingerio, Coscia, M., and Giannotti, F., ?Finding redundant and complementary communities in multidimensional networks?, in CIKM, 2011, pp. 2181-2184.\par \par M.  Berlingerio, Coscia, M., Giannotti, F., Monreale, A., and Pedreschi, D., ?Foundations of Multidimensional Network Analysis?, in ASONAM, 2011, pp. 485-489.\par \par G.  Rossetti, Berlingerio, M., and Giannotti, F., ?Link Prediction su Reti Multidimensionali?, in Sistemi Evoluti per Basi di Dati - \{SEBD\} 2011, Proceedings of the Nineteenth Italian Symposium on Advanced Database Systems, Maratea, Italy, June 26-29, 2011, 2011.\par \par R.  Trasarti, Pinelli, F., Nanni, M., and Giannotti, F., ?Mining mobility user profiles for car pooling?, in KDD, 2011, pp. 1190-1198.\par \par F.  Giannotti, Lakshmanan, L. V. S., Monreale, A., Pedreschi, D., and Wang, H. Wendy, ?Privacy-preserving data mining from outsourced databases.?, in  the 3rd International Conference on Computers, Privacy, and Data Protection: An element of choice , 2011.\par \par M.  Berlingerio, Coscia, M., Giannotti, F., Monreale, A., and Pedreschi, D., ?The pursuit of hubbiness: Analysis of hubs in large multidimensional networks?, J. Comput. Science, vol. 2, pp. 223-237, 2011.\par \par R.  Trasarti, Giannotti, F., Nanni, M., Pedreschi, D., and Renso, C., ?A Query Language for Mobility Data Mining?, IJDWM, vol. 7, pp. 24-45, 2011.\par \par G.  Rossetti, Berlingerio, M., and Giannotti, F., ?Scalable Link Prediction on Multidimensional Networks?, in ICDM Workshops, Vancouver, 2011, pp. 979-986.\par \par R.  Ong, Pinelli, F., Trasarti, R., Nanni, M., Renso, C., Rinzivillo, S., and Giannotti, F., ?Traffic Jams Detection Using Flock Mining?, in ECML/PKDD (3), 2011, pp. 650-653.\par \par F.  Giannotti, Nanni, M., Pedreschi, D., Pinelli, F., Renso, C., Rinzivillo, S., and Trasarti, R., ?Unveiling the complexity of human mobility by querying and mining massive trajectory data?, VLDB J., vol. 20, pp. 695-719, 2011.\par \par M.  Nanni, Trasarti, R., Renso, C., Giannotti, F., and Pedreschi, D., ?Advanced knowledge discovery on movement data with the GeoPKDD system?, in EDBT, 2010, pp. 693-696.\par \par M.  Nanni, Trasarti, R., Renso, C., Giannotti, F., and Pedreschi, D., ?Advanced knowledge discovery on movement data with the GeoPKDD system?, in EDBT, 2010, pp. 693-696.\par \par M.  Berlingerio, Coscia, M., Giannotti, F., Monreale, A., and Pedreschi, D., ?As Time Goes by: Discovering Eras in Evolving Social Networks?, in PAKDD (1), 2010, pp. 81-90.\par \par M.  Berlingerio, Coscia, M., Giannotti, F., Monreale, A., and Pedreschi, D., ?Discovering Eras in Evolving Social Networks (Extended Abstract)?, in SEBD, 2010, pp. 78-85.\par \par R.  Trasarti, Rinzivillo, S., Pinelli, F., Nanni, M., Monreale, A., Renso, C., Pedreschi, D., and Giannotti, F., ?Exploring Real Mobility Data with M-Atlas?, in ECML/PKDD (3), 2010, pp. 624-627.\par \par G.  Andrienko, Andrienko, N., Giannotti, F., Monreale, A., Pedreschi, D., and Rinzivillo, S., ?A Generalisation-based Approach to Anonymising Movement Data?, 13th AGILE conference on Geographic Information Science. 2010.\par \par A.  Monreale, Pinelli, F., Trasarti, R., and Giannotti, F., ?Location Prediction through Trajectory Pattern Mining (Extended Abstract)?, in SEBD, 2010, pp. 134-141.\par \par F.  Giannotti, Nanni, M., Pedreschi, D., Pinelli, F., Renso, C., Rinzivillo, S., and Trasarti, R., ?Mobility data mining: discovering movement patterns from trajectory data?, in Computational Transportation Science, 2010, pp. 7-10.\par \par A.  Monreale, Andrienko, G., Andrienko, N., Giannotti, F., Pedreschi, D., Rinzivillo, S., and Wrobel, S., ?Movement Data Anonymity through Generalization?, Transactions on Data Privacy, vol. 3, pp. 91?121, 2010.\par \par M.  Berlingerio, Coscia, M., Giannotti, F., Monreale, A., and Pedreschi, D., ?Towards Discovery of Eras in Social Networks?, in M3SN 2010 Workshop, in conjunction with ICDE2010, 2010.\par \par F.  Bonchi, Giannotti, F., Lucchese, C., Orlando, S., Perego, R., and Trasarti, R., ?A constraint-based querying system for exploratory pattern discovery?, Inf. Syst., vol. 34, pp. 3-27, 2009.\par \par F.  Bonchi, Giannotti, F., Lucchese, C., Orlando, S., Perego, R., and Trasarti, R., ?A constraint-based querying system for exploratory pattern discovery?, Inf. Syst., vol. 34, pp. 3-27, 2009.\par \par F.  Giannotti, Pedreschi, D., and Theodoridis, Y., ?Geographic privacy-aware knowledge discovery and delivery?, in EDBT, 2009, pp. 1157-1158.\par \par F.  Giannotti, Nanni, M., Pedreschi, D., Renso, C., Rinzivillo, S., and Trasarti, R., ?GeoPKDD ? Geographic Privacy-aware Knowledge Discovery?, in The European Future Technologies Conference (FET 2009), 2009.\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 F.  Giannotti, Nanni, M., Pedreschi, D., Renso, C., and Trasarti, R., ?Mining Mobility Behavior from Trajectory Data?, in CSE (4), 2009, pp. 948-951.\par \par M.  Berlingerio, Coscia, M., and Giannotti, F., ?Mining the Information Propagation in a Network?, in SEBD, 2009, pp. 333-340.\par \par M.  Berlingerio, Coscia, M., and Giannotti, F., ?Mining the Information Propagation in a Network?, in SEBD, 2009, pp. 333-340.\par \par M.  Berlingerio, Coscia, M., and Giannotti, F., ?Mining the Temporal Dimension of the Information Propagation?, in IDA, 2009, pp. 237-248.\par \par M.  Berlingerio, Coscia, M., and Giannotti, F., ?Mining the Temporal Dimension of the Information Propagation?, in IDA, 2009, pp. 237-248.\par \par G.  Andrienko, Andrienko, N., Giannotti, F., Monreale, A., and Pedreschi, D., ?Movement data anonymity through generalization?, in Proceedings of the 2nd SIGSPATIAL ACM GIS 2009 International Workshop on Security and Privacy in GIS and LBS, 2009.\par \par M.  Coscia, Giannotti, F., and Pensa, R. G., ?Social Network Analysis as Knowledge Discovery Process: A Case Study on Digital Bibliography?, in ASONAM, 2009, pp. 279-283.\par \par M.  Coscia, Giannotti, F., and Pensa, R. G., ?Social Network Analysis as Knowledge Discovery Process: A Case Study on Digital Bibliography?, in ASONAM, 2009, pp. 279-283.\par \par M.  Berlingerio, Pinelli, F., Nanni, M., and Giannotti, F., ?Temporal mining for interactive workflow data analysis?, in KDD, 2009, pp. 109-118.\par \par F.  Giannotti, Nanni, M., Pedreschi, D., and Pinelli, F., ?Trajectory pattern analysis for urban traffic?, in Second International Workshop on Computational Transportation Science, SEATTLE, USA, 2009, pp. 43-47.\par \par G.  Andrienko, Andrienko, N., Rinzivillo, S., Nanni, M., Pedreschi, D., and Giannotti, F., ?Visual Cluster Analysis of Large Collections of Trajectories?, in IEEE Visual Analytics Science and Tecnology (VAST 2009), 2009.\par \par A.  Monreale, Pinelli, F., Trasarti, R., and Giannotti, F., ?WhereNext: a Location Predictor on Trajectory Pattern Mining?, 15th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. 2009.\par \par M.  Atzori, Bonchi, F., Giannotti, F., and Pedreschi, D., ?Anonymity preserving pattern discovery?, VLDB J., vol. 17, pp. 703-727, 2008.\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 A.  Zanda, K\'f6rner, C., Giannotti, F., Schulz, D., and May, M., ?Clustering of German municipalities based on mobility characteristics: an overview of results?, in GIS, 2008, p. 69.\par \par R.  Ortale, Ritacco, E., Pelekisy, N., Trasarti, R., Costa, G., Giannotti, F., Manco, G., Renso, C., and Theodoridis, Y., ?DAEDALUS: A knowledge discovery analysis framework for movement data?, in SEBD, 2008, pp. 191-198.\par \par R.  Ortale, Ritacco, E., Pelekis, N., Trasarti, R., Costa, G., Giannotti, F., Manco, G., Renso, C., and Theodoridis, Y., ?The DAEDALUS framework: progressive querying and mining of movement data?, in GIS, 2008, p. 52.\par \par F.  Pinelli, Monreale, A., Trasarti, R., and Giannotti, F., ?Location prediction within the mobility data analysis environment Daedalus?, First International Workshop on Computational Transportation Science. Dublin, Ireland, 2008.\par \par F.  Giannotti and Pedreschi, D., ?Mobility, Data Mining and Privacy: A Vision of Convergence?, in Mobility, Data Mining and Privacy, 2008, pp. 1-11.\par \par F.  Giannotti and Pedreschi, D., Mobility, Data Mining and Privacy - Geographic Knowledge Discovery. Springer, 2008.\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 G.  Manco, Baglioni, M., Giannotti, F., Kuijpers, B., Raffaet\'e0, A., and Renso, C., ?Querying and Reasoning for Spatio-Temporal Data Mining?, Mobility, Privacy, and Geography: a Knowledge Discovery vision, 2008.\par \par G.  Manco, Baglioni, M., Giannotti, F., Kuijpers, B., Raffaet\'e0, A., and Renso, C., ?Querying and Reasoning for Spatiotemporal Data Mining?, in Mobility, Data Mining and Privacy, 2008, pp. 335-374.\par \par M.  Berlingerio, Giannotti, F., Nanni, M., and Pinelli, F., ?Temporal analysis of process logs: a case study?, in SEBD, 2008, pp. 430-437.\par \par S.  Rinzivillo, Pedreschi, D., Nanni, M., Giannotti, F., Andrienko, N., and Andrienko, G., ?Visually driven analysis of movement data by progressive clustering?, Information Visualization, vol. 7, pp. 225-239, 2008.\par \par O.  Abul, Atzori, M., Bonchi, F., and Giannotti, F., ?Hiding Sensitive Trajectory Patterns?, in ICDM Workshops, 2007, pp. 693-698.\par \par O.  Abul, Atzori, M., Bonchi, F., and Giannotti, F., ?Hiding Sequences?, in SEBD, 2007, pp. 233-241.\par \par O.  Abul, Atzori, M., Bonchi, F., and Giannotti, F., ?Hiding Sequences?, in ICDE Workshops, 2007, pp. 147-156.\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.  Atzori, Bonchi, F., Giannotti, F., Pedreschi, D., and Abul, O., ?Privacy-Aware Knowledge Discovery from Location Data?, in MDM, 2007, pp. 283-287.\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 M.  Berlingerio, Bonchi, F., and Giannotti, F., ?Towards Constraint-Based Subgraph Mining?, in SEBD, 2007, pp. 274-281.\par \par F.  Giannotti, Nanni, M., Pinelli, F., and Pedreschi, D., ?Trajectory pattern mining?, in KDD, 2007, pp. 330-339.\par \par F.  Bonchi, Giannotti, F., Lucchese, C., Orlando, S., Perego, R., and Trasarti, R., ?ConQueSt: a Constraint-based Querying System for Exploratory Pattern Discovery?, in ICDE, 2006, p. 159.\par \par F.  Giannotti, Nanni, M., and Pedreschi, D., ?Efficient Mining of Temporally Annotated Sequences?, in SDM, 2006.\par \par F.  Bonchi, Giannotti, F., Lucchese, C., Orlando, S., Perego, R., and Trasarti, R., ?On Interactive Pattern Mining from Relational Databases?, in KDID, 2006, pp. 42-62.\par \par C.  Lucchese, Bonchi, F., Giannotti, F., Orlando, S., Perego, R., and Trasarti, R., ?On Interactive Pattern Mining from Relational Databases?, in SEBD, 2006, pp. 329-338.\par \par M.  Berlingerio, Bonchi, F., Chelazzi, S., Curcio, M., Giannotti, F., and Scatena, F., ?Mining HLA Patterns Explaining Liver Diseases?, in CBMS, 2006, pp. 702-707.\par \par F.  Giannotti, Nanni, M., Pedreschi, D., and Pinelli, F., ?Mining sequences with temporal annotations?, in SAC, 2006, pp. 593-597.\par \par M.  Atzori, Bonchi, F., Giannotti, F., and Pedreschi, D., ?Towards low-perturbation anonymity preserving pattern discovery?, in SAC, 2006, pp. 588-592.\par \par M.  Atzori, Bonchi, F., Giannotti, F., and Pedreschi, D., ?Anonymity and data mining?, Comput. Syst. Sci. Eng., vol. 20, 2005.\par \par M.  Atzori, Bonchi, F., Giannotti, F., and Pedreschi, D., ?Blocking Anonymity Threats Raised by Frequent Itemset Mining?, in ICDM, 2005, pp. 561-564.\par \par F.  Bonchi, Giannotti, F., Mazzanti, A., and Pedreschi, D., ?Efficient breadth-first mining of frequent pattern with monotone constraints?, Knowl. Inf. Syst., vol. 8, pp. 131-153, 2005.\par \par F.  Bonchi, Giannotti, F., Mazzanti, A., and Pedreschi, D., ?Exante: A Preprocessing Method for Frequent-Pattern Mining?, IEEE Intelligent Systems, vol. 20, pp. 25-31, 2005.\par \par F.  Giannotti, Mazzoni, A., Puntoni, S., and Renso, C., ?Synthetic generation of cellular network positioning data?, in GIS, 2005, pp. 12-20.\par \par F.  Giannotti, Mazzoni, A., Puntoni, S., and Renso, C., ?Synthetic generation of cellular network positioning data?, in GIS, 2005, pp. 12-20.\par \par V.  Bacarella, Giannotti, F., Nanni, M., and Pedreschi, D., ?Discovery of ads web hosts through traffic data analysis?, in DMKD, 2004, pp. 76-81.\par \par F.  Bonchi, Giannotti, F., and Pedreschi, D., ?Frequent Pattern Queries for Flexible Knowledge Discovery?, in SEBD, 2004, pp. 250-261.\par \par J. - F.  Boulicaut, Esposito, F., Giannotti, F., and Pedreschi, D., ?Knowledge Discovery in Databases: PKDD 2004, 8th European Conference on Principles and Practice of Knowledge Discovery in Databases, Pisa, Italy, September 20-24, 2004, Proceedings?, Lecture Notes in Computer Science, vol. 3202. Springer, 2004.\par \par J. - F.  Boulicaut, Esposito, F., Giannotti, F., and Pedreschi, D., ?Machine Learning: ECML 2004, 15th European Conference on Machine Learning, Pisa, Italy, September 20-24, 2004, Proceedings?, Lecture Notes in Computer Science, vol. 3201. Springer, 2004.\par \par F.  Bonchi and Giannotti, F., ?Pushing Constraints to Detect Local Patterns?, in Local Pattern Detection, 2004, pp. 1-19.\par \par F.  Bonchi, Giannotti, F., and Pedreschi, D., ?A Relational Query Primitive for Constraint-Based Pattern Mining?, in Constraint-Based Mining and Inductive Databases, 2004, pp. 14-37.\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 F.  Bonchi, Giannotti, F., Mazzanti, A., and Pedreschi, D., ?Adaptive Constraint Pushing in Frequent Pattern Mining?, in PKDD, 2003, pp. 47-58.\par \par F.  Bonchi, Giannotti, F., Mazzanti, A., and Pedreschi, D., ?ExAMiner: Optimized Level-wise Frequent Pattern Mining with Monotone Constraint?, in ICDM, 2003, pp. 11-18.\par \par F.  Bonchi, Giannotti, F., Mazzanti, A., and Pedreschi, D., ?ExAnte: Anticipated Data Reduction in Constrained Pattern Mining?, in PKDD, 2003, pp. 59-70.\par \par F.  Giannotti, Manco, G., and Wijsen, J., ?Logical Languages for Data Mining?, in Logics for Emerging Applications of Databases, 2003, pp. 325-361.\par \par F.  Bonchi, Giannotti, F., Mazzanti, A., and Pedreschi, D., ?Pre-processing for Constrained Pattern Mining?, in SEBD, 2003, pp. 519-530.\par \par F.  Giannotti, Nanni, M., Pedreschi, D., and Samaritani, F., ?WebCat: Automatic Categorization of Web Search Results?, in SEBD, 2003, pp. 507-518.\par \par F.  Giannotti, Gozzi, C., and Manco, G., ?Characterizing Web User Accesses: A Transactional Approach to Web Log Clustering?, in ITCC, 2002, p. 312.\par \par F.  Giannotti, Gozzi, C., and Manco, G., ?Clustering Transactional Data?, in PKDD, 2002, pp. 175-187.\par \par F.  Giannotti, ?Invited talk: Logical Data Mining Query Languages?, in KDID, 2002, p. 1.\par \par F.  Giannotti and Manco, G., ?LDL-M$_\{\\mbox\{ine\}\}$: Integrating Data Mining with Intelligent Query Answering?, in JELIA, 2002, pp. 517-520.\par \par F.  Giannotti, Gozzi, C., and Manco, G., ?Clustering Transactional Data?, in SEBD, 2001, pp. 163-176.\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.  Bonchi, Giannotti, F., Manco, G., Renso, C., Nanni, M., Pedreschi, D., and Ruggieri, S., ?Data Mining for Intelligent Web Caching?, in ITCC, 2001, pp. 599-603.\par \par F.  Bonchi, Giannotti, F., Manco, G., Renso, C., Nanni, M., Pedreschi, D., and Ruggieri, S., ?Data Mining for Intelligent Web Caching?, in ITCC, 2001, pp. 599-603.\par \par F.  Giannotti, Manco, G., Nanni, M., and Pedreschi, D., ?Nondeterministic, Nonmonotonic Logic Databases?, IEEE Trans. Knowl. Data Eng., vol. 13, pp. 813-823, 2001.\par \par F.  Giannotti, Pedreschi, D., and Zaniolo, C., ?Semantics and Expressive Power of Nondeterministic Constructs in Deductive Databases?, J. Comput. Syst. Sci., vol. 62, pp. 15-42, 2001.\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 F.  Bonchi, Giannotti, F., Gozzi, C., Manco, G., Nanni, M., Pedreschi, D., Renso, C., and Ruggieri, S., ?Web log data warehousing and mining for intelligent web caching?, Data Knowl. Eng., vol. 39, pp. 165-189, 2001.\par \par F.  Bonchi, Giannotti, F., Gozzi, C., Manco, G., Nanni, M., Pedreschi, D., Renso, C., and Ruggieri, S., ?Web log data warehousing and mining for intelligent web caching?, Data Knowl. Eng., vol. 39, pp. 165-189, 2001.\par \par F.  Bonchi, Giannotti, F., Gozzi, C., Manco, G., Nanni, M., Pedreschi, D., Renso, C., and Ruggieri, S., ?Web Log Data Warehousing and Mining for Intelligent Web Caching?, Data and Knowledge Engineering, 2001.\par \par F.  Giannotti and Manco, G., ?Declarative Knowledge Extraction with Interactive User-Defined Aggregates?, in FQAS, 2000, pp. 435-444.\par \par F.  Giannotti, Nanni, M., and Pedreschi, D., ?Logic-Based Knowledge Discovery in Databases?, in EJC, 2000, pp. 279-283.\par \par F.  Giannotti and Manco, G., ?Making Knowledge Extraction and Reasoning Closer?, in PAKDD, 2000, pp. 360-371.\par \par F.  Bonchi, Giannotti, F., and Pedreschi, D., ?On Verification in Logic Database Languages?, in Computational Logic, 2000, pp. 957-971.\par \par F.  Giannotti, Jeansoulin, R., and Theodoridis, Y., ?Beyond Current Technology: The Perspective of Three EC GIS Projects?, in DEXA Workshop, 1999, p. 510.\par \par F.  Bonchi, Giannotti, F., Mainetto, G., and Pedreschi, D., ?A Classification-Based Methodology for Planning Audit Strategies in Fraud Detection?, in KDD, 1999, pp. 175-184.\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 F.  Giannotti and Manco, G., ?Querying Inductive Databases via Logic-Based User-Defined Aggregates?, in PKDD, 1999, pp. 125-135.\par \par F.  Giannotti and Manco, G., ?Querying inductive Databases via Logic-Based user-defined aggregates?, in APPIA-GULP-PRODE, 1999, pp. 605-620.\par \par F.  Bonchi, Giannotti, F., Mainetto, G., and Pedreschi, D., ?Una Metodologia Basata sulla Classificazione per la Pianificazione degli Accertamenti nel Rilevamento di Frodi?, in SEBD, 1999, pp. 69-84.\par \par F.  Bonchi, Giannotti, F., Mainetto, G., and Pedreschi, D., ?Using Data Mining Techniques in Fiscal Fraud Detection?, in DaWaK, 1999, pp. 369-376.\par \par F.  Giannotti and Pedreschi, D., ?Datalog with Non-Deterministic Choice Computers NDB-PTIME?, J. Log. Program., vol. 35, pp. 79-101, 1998.\par \par F.  Giannotti, Manco, G., Nanni, M., and Pedreschi, D., ?On the Effective Semantics of Nondeterministic, Nonmonotonic, Temporal Logic Databases?, in CSL, 1998, pp. 58-72.\par \par F.  Giannotti, Manco, G., Nanni, M., and Pedreschi, D., ?Query Answering in Nondeterministic, Nonmonotonic Logic Databases?, in FQAS, 1998, pp. 175-187.\par \par F.  Giannotti, Manco, G., Nanni, M., and Pedreschi, D., ?Datalog++: a Basis for Active Object.Oriented Databases?, in SEBD, 1997, pp. 325-340.\par \par F.  Giannotti, Manco, G., Nanni, M., and Pedreschi, D., ?Datalog++: A Basis for Active Object-Oriented Databases?, in DOOD, 1997, pp. 283-301.\par \par F.  Giannotti, Manco, G., and Pedreschi, D., ?A Deductive Data Model for Representing and Querying Semistructured Data?, in APPIA-GULP-PRODE, 1997, pp. 129-140.\par \par F.  Giannotti, Greco, S., Sacc\'e0, D., and Zaniolo, C., ?Programming with Non-Determinism in Deductive Databases?, Ann. Math. Artif. Intell., vol. 19, pp. 97-125, 1997.\par \par G.  Amato, Giannotti, F., and Mainetto, G., ?Static Analysis of Transactions for Conservative Multigranularity Locking?, in DBPL, 1997, pp. 413-430.\par \par M. E.  Carboni, Deo, A. D., Giannotti, F., and Masserotti, M. V., ?Ragionamento spazio-temporale con LDLT: primi esperimenti verso un sistema deduttivo per applicazioni geografiche?, in SEBD, 1996, pp. 73-90.\par \par M. E.  Carboni, Deo, A. D., Giannotti, F., and Masserotti, M. V., ?Spatio-Temporal Reasoning with LDLT: First Steps Towards a Deductive System for Geographical Applications?, in DDLP, 1996, pp. 135-151.\par \par M. E.  Carboni, Foddai, V., Giannotti, F., and Pedreschi, D., ?Declarative Reconstruction of Updates in Logic Databases: a Compilative Approach?, in GULP-PRODE, 1995, pp. 169-182.\par \par M. E.  Carboni, Giannotti, F., Foddai, V., and Pedreschi, D., ?Declarative Reconstruction of Updates in Logic Databases: A Compilative Approach?, in SEBD, 1995, pp. 3-13.\par \par F.  Fiore and Giannotti, F., ?An abstract interpreter for the specification language LOTOS?, in FORTE, 1994, pp. 309-323.\par \par G.  Amato, Giannotti, F., and Mainetto, G., ?Conservative Multigranularity Locking for an Obiect-Oriented Persistent Language via Abstract Interpretation?, in SEBD, 1994, pp. 329-349.\par \par L.  Corciulo, Giannotti, F., Pedreschi, D., and Zaniolo, C., ?Expressive Power of Non-Deterministic Operators for Logic-based Languages?, in Workshop on Deductive Databases and Logic Programming, 1994, pp. 27-40.\par \par F.  Giannotti and Latella, D., ?Gate Splitting in LOTOS Specifications Using Abstract Interpretation?, Sci. Comput. Program., vol. 23, pp. 127-149, 1994.\par \par G.  Amato, Giannotti, F., and Mainetto, G., ?Data Sharing Analysis for a Database Programming Lanaguage via Abstract Interpretation?, in VLDB, 1993, pp. 405-415.\par \par L.  Corciulo, Giannotti, F., and Pedreschi, D., ?Datalog with Non-Deterministic Choice Computes NDB-PTIME?, in DOOD, 1993, pp. 49-66.\par \par F.  Giannotti and Latella, D., ?Gate Splitting in LOTOS Specifications Using Abstract Interpretation?, in TAPSOFT, 1993, pp. 437-452.\par \par G.  Amato, Giannotti, F., and Mainetto, G., ?Static Analysis of Transactions: an Experiment of Abstract Interpretation Usage?, in FMLDO, 1993, pp. 19-29.\par \par G.  Amato, Giannotti, F., and Mainetto, G., ?Analysis of Concurrent Transactions in a Functional Database Programming Language?, in WSA, 1992, pp. 174-184.\par \par F.  Giannotti and Latella, D., ?Using Abstract Interpretation for Gate splitting in LOTOS Specifications?, in WSA, 1992, pp. 194-204.\par \par F.  Giannotti, Pedreschi, D., Sacc\'e0, D., and Zaniolo, C., ?Non-Determinism in Deductive Databases?, in DOOD, 1991, pp. 129-146.\par \par F.  Giannotti and Hermenegildo, M. V., ?A Technique for Recursive Invariance Detection and Selective Program Specification?, in PLILP, 1991, pp. 323-334.\par \par F.  Giannotti and Pedreschi, D., ?Declarative Semantics for Pruning Operators in Logic Programming?, in LPNMR, 1990, pp. 27-37.\par \par C.  Bertazzoni and Giannotti, F., ?RASP: A Resource Allocator for Software Projects?, in IEA/AIE (Vol. 2), 1990, pp. 628-637.\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 A.  Albano, Giannotti, F., Orsini, R., and Pedreschi, D., ?The Type System of Galileo?, in Data Types and Persistence (Appin), 1985, pp. 101-119.\par \par A.  Albano, Giannotti, F., Orsini, R., and Pedreschi, D., ?The Type System of Galileo?, in Data Types and Persistence (Appin), Informal Proceedings, 1985, pp. 175-195.\par \par }