Istituto di Scienza e Tecnologie
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The Knowledge Discovery and Data Mining Laboratory (KDD)

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Publications

 
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Journal articles
2012
1	Batty M., Axhausen K. W., Giannotti F., Pozdnoukhov A., Bazzani A., Wachowicz M., Ouzounis G., Portugali Y. Smart cities of the future. In: European Physical Journal-Special Topics, vol. 214 (1) pp. 481 - 518. Special Issue. Springer, 2012.
2	Bellandi A., Turini F. Mining Bayesian networks out of ontologies. In: Journal of Intelligent Information Systems, vol. 38 (2) pp. 507 - 532. Springer, 2012.
3	Bellemans T., Bothe S., Cho S., Giannotti F., Janssens D., Knapen L., Korner C., May M., Nanni M., Pedreschi D., Stange H., Trasarti R., Yasar A., Wets G. An agent-based model to evaluate carpooling at large manufacturing plants. In: Procedia Computer Science, vol. 10 pp. 1221 - 1227. Elsevier, 2012.
4	Berlingerio M., Coscia M., Giannotti F., Monreale A., Pedreschi D. Multidimensional networks: foundations of structural analysis. In: World Wide Web-Internet and Web Information Systems, pp. 1 - 27. Springer, [Online First 02 October 2012]
5	Eirinakis P., Ruggieri S., Subramani K., Wojciechowski P. A complexity perspective on entailment of parameterized linear constraints. In: CONSTRAINTS, vol. 17 (4) pp. 461 - 487. Springer, 2012.
6	Furletti B., Turini F. Knowledge discovery in ontologies. In: Intelligent Data Analysis, vol. 16 (3) pp. 513 - 534. IOS PRESS, 2012.
7	Giannotti F., Pedreschi D., Pentland A., Lukowicz P., Kossmann D., Crowley J., Helbing D. A planetary nervous system for social mining and collective awareness. In: European Physical Journal-Special Topics, vol. 214 (1) pp. 49 - 75. Special Issue. Springer, 2012.
8	Giannotti F., Lakshmanan L. V., Monreale A., Pedreschi D., Wang W. H. Privacy-preserving mining of association rules from outsourced transaction databases. In: IEEE Systems Journal, IEEE, [Online First 30 November 2012]
9	Grossi V., Turini F. Stream mining: a novel architecture for ensemble-based classification. In: Knowledge and Information Systems, vol. 30 (2) pp. 247 - 281. Springer, 2012.
10	Janssens D., Giannotti F., Nanni M., Pedreschi D., Rinzivillo S. Data science for simulating the era of electric vehicles. In: KI - Künstliche Intelligenz, vol. 26 (3) pp. 275 - 278. Springer, 2012.
11	Rinzivillo S., Mainardi S., Pezzoni F., Coscia M., Pedreschi D., Giannotti F. Discovering the geographical borders of human mobility. In: KI - Künstliche Intelligenz, vol. 26 (3) pp. 253 - 260. Springer, 2012.
12	Van Den Hoven J., Helbing D., Pedreschi D., Domingo-Ferrer J., Giannotti F., Christen M. FuturICT - The road towards ethical ICT. In: The European Physical Journal Special Topics, vol. 214 pp. 153 - 181. Springer, 2012.
Contribution to Book/Monograph
2012
1	Mascetti S., Monreale A., Ricci A., Gerino A. Anonymity: a Comparison between the Legal and Computer Science Perspectives. In: European Data Protection: Coming of Age. pp. 85 - 115. S. Gutwirth et al. (eds.). Brussels: Springer, 2012.
Proceedings
2012
1	Bachi G., Coscia M., Monreale A., Giannotti F. Classifying trust/distrust relationships in online social networks. In: SocialCom/PASSAT 2012 - International Conference on Privacy, Security, Risk and Trust 2012 and 2012 International Conference on Social Computing (Amsterdam, 3-5 September 2012). Proceedings, pp. 552 - 557. IEEE, 2012.
2	Ceri S., Della Valle E., Pedreschi D., Trasarti R. Mega-modeling for big data analytics. In: ER 2012 - Conceptual Modeling. 31st International Conference on Conceptual Modeling (Florence, Italy, 15-18 October 2012). Proceedings, pp. 1 - 15. Atzeni Paolo, Cheung David, Ram Sudha (eds.). (Lecture Notes in Computer Science, vol. 7532). Springer, 2012.
3	Coscia M., Rossetti G., Giannotti F., Pedreschi D. DEMON: a local-first discovery method for overlapping communities. In: KDD '12 - 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (Beijing, China, August 12-16 2012). Proceedings, pp. 615 - 623. ACM, 2012.
4	Coscia M., Rios V. Knowing where and how criminal organizations operate using web content. In: CIKM 2012 - 21st ACM International Conference on Information and Knowledge Management (Maui, Hawai, 29 October - 2 November 2012). Proceedings, pp. 1412 - 1421. ACM, 2012.
5	Coscia M., Rinzivillo S., Giannotti F., Pedreschi D. Optimal spatial resolution for the analysis of human mobility. In: ASONAM 2012 - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (Instanbul, Turkey, 26-29 August 2012). Proceedings, pp. 248 - 252. IEEE, 2012.
6	Coscia M., Giannotti F., Pedreschi D. Towards democratic group detection in complex networks. In: SBP 2012 - Social Computing, Behavioral - Cultural Modeling and Prediction. 5th International Conference (College Park, MD, USA, 3-5 April 2012). Proceedings, pp. 105 - 113. Shanchieh Jay Yang, Ariel M. Greenberg, Mica Endsley (eds.). (Lecture Notes in Computer Science, vol. 7227). Springer, 2012.
7	Eirinakis P., Ruggieri S., Subramani K., Wojciechowski P. Computational complexities of inclusion queries over polyhedral sets. In: ISAIM 2012 - International Symposium on Artificial Intelligence and Mathematics (Fort Lauderdale, FL, USA, 9-11 January 2012). Proceedings, ISAIM, 2012.
8	Giannotti F., Lakshmanan L. V., Monreale A., Pedreschi D., Wang H. Privacy-preserving mining of association rules from outsourced transaction databases. Extended abstract. In: SEBD 2012 - Twentieth Italian Symposium on Advanced Database Systems (Venice, Italy, 24-27 June 2012). Atti, pp. 233 - 242. Nicola Ferro, Letizia Tanca (eds.). Edizioni Libreria Progetto and the authors, 2012.
9	Hajian S., Monreale A., Pedreschi D., Domingo-Ferrer J., Giannotti F. Injecting discrimination and privacy awareness into pattern discovery. In: ICDMW 2012 - IEEE 12th International Conference on Data Mining Workshops (Brussels, 10 December 2012). Proceedings, pp. 360 - 369. IEEE, 2012.
10	Liu R., Wang W. H., Monreale A., Pedreschi D., Giannotti F., Wenge G. AUDIO: an integrity auditing framework of outlier-mining-as-a-service systems. In: ECML PKDD 2012 - Machine Learning and Knowledge Discovery in Databases European Conference (Bristol, UK, 24-28 September 2012). Proceedings, vol. II pp. 1 - 18. Peter A. Flach , Tijl De Bie, Nello Cristianini (eds.). (Lecture Notes in Computer Science, vol. 7524). Springer, 2012.
11	Nanni M., Trasarti R., Rossetti G., Pedreschi D. Efficient distributed computation of human mobility aggregates through user mobility profiles. In: UrbComp'12 - ACM SIGKDD International Workshop on Urban Computing (Beijing, China, 12-16 August 2012). Proceedings, pp. 87 - 90. ACM, 2012.
12	Pedreschi D., Ruggieri S., Turini F. A study of top-k measures for discrimination discovery. In: SAC '12 - 27th Annual ACM Symposium on Applied Computing (Riva del Garda (Trento), Italy, 26-30 March 2012). Proceedings, pp. 126 - 131. ACM, 2012.
13	Ramalho Brilhante I., Michele Berlingerio M., Trasarti R., Renso C., Fernandes de Macedo J. A., Casanova M. A. ComeTogether: discovering communities of places in mobility data. In: MDM 2012 - IEEE 13th International Conference on Mobile Data Management (Bengaluru, India, 23-26 July 2012). Proceedings, pp. 268 - 273. IEEE, 2012.
14	Ramalho Brilhante I., Berlingerio M., Trasarti R., Renso C., de Macedo J. A. F., Casanova M. A. ComeTogether: discovering communities of places in mobility data. In: MDM 2012 - IEEE 13th International Conference on Mobile Data Management (Bangalore, India, 23-26 July 2012). Proceedings, pp. 268 - 273. IEEE, 2012.
15	Romei A., Ruggieri S., Turini F. Discovering gender discrimination in project funding. In: ICDMW 2012 - IEEE 12th International Conference on Data Mining Workshops (Brussels, Belgium, 10 December 2012). Proceedings, pp. 394 - 401. IEEE, 2012.
16	Ruggieri S. Deciding membership in a class of polyhedra. In: ECAI 2012 - 20th European Conference on Artificial Intelligence (Montpellier, Francia, 27-31 agosto 2012). Proceedings, pp. 702 - 707. Luc De Raedt et al.. (Frontiers in Artificial Intelligence and Applications, vol. 242). IOS, 2012.
17	Ruggieri S. Subtree replacement in decision tree simplication. In: SDM 2012 - 12th SIAM Conference on Data Mining (Anaheim, California USA, 26,28 April 2012). Proceedings, pp. 379 - 390. SIAM / Omnipress, 2012.
18	Trasarti R., Pinelli F., Nanni M., Giannotti F. Individual Mobility Profiles: Methods and Application on Vehicle Sharing. In: SEBD - 20th Italian Symposium on Advanced Database Systems (Venezia, 24/06 2012). Atti, pp. 35 - 42. Nicola Ferro and Letizia Tanca (eds.). Edizioni Libreria Progetto, 2012.
Technical reports
2012
1	Coscia M., Giannotti F., Pedreschi D. A classification for community discovery methods in complex networks. Documento Arxiv abs/1206.3552. Technical report, 2012.
2	Coscia M., Rossetti G., Giannotti F., Pedreschi D. DEMON: a local-first discovery method for overlapping communities. Lavoro archiviato in Arxiv Computing Research Repository - Cornell University (1206.0629), Technical report, 2012.