Knowledge Discovery and Data Mining Laboratory (KDD)

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Publications

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PUMA, and MetaPub allow for more selective retrieval from the collections of the CNR Institutes; in particular from the CSCE, CNUCE, IEI, and ISTI collections.


Journal articles

   2013
1Andre Salvaro F., Fileto R., Renso C. Assessing the attractiveness of places with movement data. In: Journal of Information and Data Management, vol. 4 (2) pp. 124 - 133. Brazilian Computer Society Special Interest Group on Databases, 2013.     
2Andrienko G., Andrienko N., Hurter C., Rinzivillo S., Wroebel S. Scalable analysis of movement data for extracting and exploring significant places. In: IEEE Transactions on Visualization and Computer Graphics, vol. 19 (7) pp. 1078 - 1094. IEEE, 2013.           
3Berlingerio M., Coscia M., Giannotti F., Monreale A., Pedreschi D. Evolving networks: eras and turning points. In: Intelligent Data Analysis, vol. 17 (1) pp. 27 - 48. IOS Press, 2013.     
4Berlingerio M., Coscia M., Giannotti F., Monreale A., Pedreschi D. Multidimensional networks: foundations of structural analysis. In: World Wide Web-Internet and Web Information Systems, vol. 16 (5/6) pp. 567 - 593. Springer, 2013.           
5Ceri S., Palpanas T., Della Valle E., Pedreschi D., Freytag J., Trasarti R. Towards mega-modeling: a walk through data analysis experiences. In: ACM SIGMOD record, vol. 42 (3) pp. 19 - 27. ACM, 2013.        
6Giannotti 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, vol. 7 (3) pp. 385 - 395. IEEE, 2013.           
7Pappalardo L., Rinzivillo S., Qu Z., Pedreschi D., Giannotti F. Understanding the patterns of car travel. In: European Physical Journal-Special Topics, vol. 215 (1) pp. 61 - 73. Springer, 2013. [Online First 1 February 2013]        
8Parent C., Spaccapietra S., Renso C., Andrienko G., Andrienko N., Bogorny V., Damiani M. L., Gkoulalas-Divanis A., Macedo J. A., Pelekis N., Theodoridis Y., Yan Z. Semantic trajectories modeling and analysis. In: Computing Surveys, vol. 45 (4) pp. 1 - 32. ACM, 2013.        
9Romei A., Ruggieri S., Turini F. Discrimination discovery in scientific project evaluation: a case study. In: Expert Systems with Applications: An International Journal, vol. 40 (15) pp. 6064 - 6079. Elsevier, 2013.        

Contribution to Book/Monograph

   2013
1Furletti B., Turini F. What else can be extracted from ontologies? Influence rules. In: Software and Data Technologies. pp. 270 - 285. María José Escalona, José Cordeiro, Boris Shishkov (eds.). (Communications in Computer and Information Science, vol. 303). Berlin-Heidelberg: Springer, 2013.        
2Giannotti F., Pappalardo L., Pedreschi D., Wang D. A complexity science perspective on human mobility. In: Mobility Data - Modeling, Management, and Understanding. pp. 297 - 313. Chiara Renso, Stefano Spaccapietra, Esteban Zimányi (eds.). New York, USA: Cambridge University Press, 2013.        
3Giannotti F., Monreale A., Pedreschi D. Mobility data and privacy. In: Mobility Data - Modeling, Management, and Understanding. pp. 174 - 193. Chiara Renso, Stefano Spaccapietra,Esteban Zimányi (eds.). New York, USA: Cambridge University Press, 2013.        
4Janssens D., Nanni M., Rinzivillo S. Car traffic monitoring. In: Mobility Data - Modeling, Management, and Understanding. pp. 197 - 220. Chiara Renso, Stefano Spaccapietra, Esteban Zimányi (eds.). New York, USA: Cambridge University Press, 2013.     
5Mascetti 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. Serge Gutwirth, Ronald Leenes, Paul De Hert, Yves Poullet (eds.). Dordrecht-Heidelberg: Springer, 2013.           
6Monreale A., Wang W. H., Pratesi F., Rinzivillo S., Pedreschi D., Andrienko G., Andrienko N. Privacy-preserving distributed movement data aggregation. In: Geographic Information Science at the Heart of Europe. pp. 225 - 245. Danny Vandenbroucke, Bénédicte Bucher, Joep Crompvoets (eds.). (Lecture Notes in Geoinformation and Cartography, vol. 2013). Heidelberg: Springer, 2013.        
7Nanni M. Mobility data mining. In: Mobility Data - Modeling, Management, and Understanding. pp. 105 - 124. Chiara Renso, Stefano Spaccapietra, Esteban Zimányi (eds.). New York, USA: Cambridge University Press, 2013.     
8Pedreschi D., Ruggieri S., Turini F. The discovery of discrimination. In: Discrimination and Privacy in the Information Society. Data Mining and Profiling in Large Databases. pp. 91 - 108. Bart Custers, Toon Calders, Bart Schermer, Tal Zarsky (eds.). (Studies in Applied Philosophy, Epistemology and Rational Ethics, vol. 3). Berlin: Springer, 2013.        
9Renso C., Trasarti R. Understanding human mobility using mobility data mining. In: Mobility Data - Modeling, Management, and Understanding. pp. 127 - 147. Chiara Renso, Stefano Spaccapietra, Esteban Zimányi (eds.). New York, USA: Cambridge University Press, 2013.     
10Romei A., Ruggieri S. Discrimination Data Analysis: A Multi-disciplinary Bibliography. In: Discrimination and Privacy in the Information Society. vol. 3 pp. 109 - 135. Custers, Bart and Calders, Toon and Schermer, Bart and Zarsky, Tal (eds.). (Data Mining and Profiling in Large DatabasesSeries: Studies in Applied Philosophy, Epistemology and Rational Ethics, vol. 3). Berlin: Springer Berlin Heidelberg, 2013.        
11Spinsanti L., Berlingerio M., Pappalardo L. Mobility and geo-social networks. In: Mobility Data - Modeling, Management, and Understanding. pp. 315 - 333. Chiara Renso, Stefano Spaccapietra, Esteban Zimányi (eds.). New York, USA: Cambridge University Press, 2013.        
12Wachowicz M., Ong R., Renso C. Tailoring Trajectories and their Moving Patterns to Contexts. In: Geographic Information Science at the Heart of Europe. pp. 285 - 303. Danny Vandenbroucke, Bénédicte Bucher, Joep Crompvoets (eds.). (Lecture Notes in Geoinformation and Cartography). Leuven, Belgium: Springer, 2013.           

Proceedings

   2013
1Barbosa I., Casanova M. A., Renso C., Macedo J. Average speed estimation for road networks based on GPS raw trajectories. In: ICEIS13 - 15th International Conference on Enterprise Information systems (Eseo, Angers Loira Valley, France, 04-07 July 2013). Proceedings, vol. I pp. 490 - 497. Scitepress, 2013.     
2Cintia P., Pappalardo L., Pedreschi D. "Engine matters": a first large scale data driven study on cyclists' performance. In: DMCS 2013 - Workshop on Data Mining Case Studies and Practice Prize (Dallas, US, 7 December 2013). Proceedings, pp. 147 - 153. IEEE, 2013.        
3Cintia P., Trasarti R., Almada Cruz L., Ferreira Costa C., de Macedo J. A. F. A gravity model for speed estimation over road network. In: MDM 2013 - Mobile Data Management. IEEE 14th International Conference (Milano, Italy, 2 June 2013). Proceedings, pp. 136 - 141. IEEE, 2013.           
4Cintia P., Trasarti R., Macedo J. A., Almada L., Ferreira C. Estimating time-dependent speed functions using a gravity model over road network. In: SEBD 2013 - 21st Italian Symposium on Advanced Database Systems (Roccella Jonica, Reggio Calabria, Italy, 30 June - 3 July 2013). Atti, pp. 321 - 328. Università di Reggio Calabria, 2013.     
5Coscia M., Rossetti G., Pennachioli D., Ceccarelli D., Giannotti F. "You know because I know": a multidimensional network approach to human resources problem. In: ASONAM - 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (Niagara Falls, Canada, 25-28 August 2013). Proceedings, pp. 434 - 441. ACM, 2013.        
6Cunha Fontes V., Andre De Alencar L., Bogorny V., Renso C. Discovering trajectory outliers between regions of interest. In: GEOINFO 2013 - XIV Brazilian Symposium on Geoinformatics (Sao Paulo, Brazil, 24-27 November 2013). Proceedings, pp. 49 - 60. Andre Santanche, Pedro R. Andrade. Anais do 14o Simpósio Brasileiro de Geoinformática, 2013.  
7Fileto R., Kruger M., Pelekis N., Theodoridis Y., Renso C. Baquara: a holistic ontological framework for movement analysis using linked data. In: ER 2013 - Conceptual Modeling. 32th International Conference (Hong Kong, China, 11-14 November 2013). Proceedings, pp. 342 - 355. Wilfred Ng, Veda C. Storey, Juan C. Trujillo. (Lecture Notes in Computer Science, vol. 8217). Springer, 2013.           
8Furletti B., Gabrielli L., Renso C., Rinzivillo S. Analysis of GSM calls data for understanding user mobility behavior. In: Big Data 2013 - 2013 IEEE International Conference on Big Data (Santa Clara Marriott, CA, USA, 6-9 October 2013). Proceedings, pp. 550 - 555. Xiaohua Hu, Tsau Young Lin, Vijay Raghavan, Benjamin Wah, Ricardo Baeza-Yates, Geoffrey Fox, Cyrus Shahabi, Matthew Smith, Qiang Yang, Rayid Ghani, Wei Fan, Ronny Lempel, Raghunath Nambiar (eds.). IEEE, 2013.        
9Furletti B., Cintia P., Renso C., Spinsanti L. Inferring human activities from GPS tracks. In: UrbComp'13 - 2nd ACM SIGKDD International Workshop on Urban Computing (Chicago, USA, 11-14 August 2013). Proceedings, article n. 5. ACM, 2013.           
10Magnani M., Monreale A., Rossetti G., Giannotti F. On multidimensional network measures. In: SEBD 2013 - 21st Italian Symposium on Advanced Database Systems (Roccella Jonica, Reggio Calabria, Italy, 30 June - 3 July 2013). Atti, pp. 215 - 222. Università di Reggio Calabria, 2013.  
11Milli L., Monreale A., Rossetti G., Giannotti F., Pedreschi D., Sebastiani F. Quantification trees. In: ICDM 2013 - 13th IEEE International Conference on Data Mining (Dallas, US, 7-12 December 2013). Proceedings, pp. 528 - 536. IEEE, 2013.     
12Nanni M., Trasarti R., Furletti B., Gabrielli L., Van Der Mede P., De Bruijn J., De Romph E., Bruil G. MP4A project: mobility planning for Africa. In: D4D 2013 - Data for Development - Special session of the Third International Conference on the Analysis of Mobile Phone Datasets (Cambridge, USA, 2-3 May 2013). Proceedings, article n. 40. www.netmob.org, 2013.     
13Ong R., Renso C., Nanni M., Wachowicz M., Pedreschi D. A study on parameter estimation for a mining flock algorithm. In: NFMCP Workshop - International Workshop New Frontiers Mining Complex Patterns (Praga, 27 settembre 2013). Proceedings, article n. 10. Dipartimento di Informatica, Universita' degli Studi di Bari, 2013.     
14Pappalardo L., Simini F., Rinzivillo S., Pedreschi D., Giannotti F. Comparing general mobility and mobility by car. In: BRICS-CCI - CBIC 2013 - 1st BRICS Countries Congress and 11th Brazilian Congress on Computational Intelligence (Recife, Brazil, 8-11 September 2013). Proceedings, pp. 665 - 668. Brazilian Society on Computational Intelligence, 2013.     
15Pappalardo L., Rinzivillo S., Pedreschi D., Giannotti F. Validating general human mobility patterns on massive GPS data. In: SEBD 2013 - 21st Italian Symposium on Advanced Database Systems (Rocella Jonica, Italy, 30 June - 03 July 2013). Atti, pp. 305 - 312. Università di Reggio Calabria, 2013.     
16Pennacchioli D., Coscia M., Rinzivillo S., Pedreschi D., Giannotti F. Explaining the product range effect in purchase data. In: 2013 IEEE International Conference on Big Data (Santa Clara, CA, USA, 6-9 October 2013). Proceedings, pp. 648 - 656. IEEE, 2013.        
17Pennacchioli D., Rossetti G., Pappalardo L., Pedreschi D., Giannotti F., Coscia M. The three dimensions of social prominence. In: SocInfo2013 - Social Informatics. 5th International Conference (Kyoto, Japan, 25-27 November 2013). Proceedings, pp. 319 - 332. Adam Jatowt, Ee-Peng Lim, Ying Ding, Asako Miura, Taro Tezuka, Gaël Dias, Katsumi Tanaka, Andrew Flanagin, Bing Tian Dai (eds.). (Lecture Notes in Computer Science, vol. 8238). Springer, 2013.           
18Pratesi F., Monreale A., Wang H., Rinzivillo S., Pedreschi D., Andrienko G., Andrienko N. Privacy-aware distributed mobility data analytics. In: SEBD 2013 - 21st Italian Symposium on Advanced Database Systems (Roccella Jonica, Reggio Calabria, Italy, 30 June - 3 July 2013). Atti, pp. 329 - 342. Università di Reggio Calabria, 2013.  
19Rengarajan B., Rizzo G., Ajmone Marsan M., Furletti B. QoS-aware greening of interference-limited cellular networks. In: WoWMoM 2013 - IEEE 14th International Symposium and Workshops on a World of Wireless, Mobile and Multimedia Networks (Spain, 4-7 June 2013). Proceedings, pp. 1 - 9. IEEE, 2013.           
20Ribeiro De Aquino A., Alvares L. O., Renso C., Bogorny V. Towards semantic trajectory outlier detection. In: GEOINFO 2013 - XIV Brazilian Symposium on Geoinformatics (San Paolo, Brasile, 24-27 November 2013 2013). Proceedings, pp. 115 - 126. Andre Santanche, Pedro R. Andrade. Simpósio Brasileiro de Geoinformática, 2013.  
21Rinzivillo S., De Lucca Siqueira F., Gabrielli L., Renso C. Where have you been today? Annotating trajectories with DayTag. In: SSTD 2013 - Advances in Spatial and Temporal Databases. 13th International Symposium (Munich, Germany, 21-23 August 2013). Proceedings, pp. 467 - 471. Mario A. Nascimento, Timos Sellis, Reynold Cheng, Jörg Sander, Yu Zheng, Hans-Peter Kriegel, Matthias Renz, Christian Sengstock (eds.). (Lecture Notes in Computer Science, vol. 8098). Springer, 2013.     
22Rossetti G., Pappalardo L., Pedreschi D. Measuring tie strength in multidimensional networks. In: SEBD 2013 - 21st Italian Symposium on Advanced Database Systems (Rocella Jonica, Italy, June 30 - July 03 2013). Atti, pp. 223 - 230. Università di Reggio Calabria, 2013.     
23Ruggieri S. Data anonimity meets non-discrimination. In: ICDMW 2013 - IEEE 13th International Conference on Data Mining Workshops (Dallas, Texas, 7-10 December 2013). Proceedings, pp. 875 - 882. IEEE, 2013.        
24Ruggieri S. Learning from polyhedral sets. In: IJCAI 2013 - Twenty-Third International Joint Conference on Artificial Intelligence (Beijing, China, 3-9 August 2013). Proceedings, vol. 162 pp. 1069 - 1075. Francesca Rossi (ed.). IJCAI, 2013.     
25da Costa Albuquerque F., Casanova M. A., de Macedo J. A. F., de Carvalho M. T., Renso C. A proactive application to monitor truck fleets. In: MDM13 - International Conference on Mobile Data Management (Milano, 3-6 June 2013). Proceedings, pp. 301 - 304. IEEE, 2013.           

Editorials

   2013
1Renso C., Spaccapietra S., Zimànyi E., (eds.) .. Mobility Data: Modeling, Management, and Understanding. Cambridge University Press, 2013.     

Technical reports

   2013
1Coscia M., Rossetti G., Pennacchioli D., Ceccarelli D., Giannotti F. "You Know Because I Know": a multidimensional network approach to human resources problem. Technical report, 2013.     
2Monreale A., Wang W. H., Pratesi F., Rinzivillo S., Pedreschi D., Andrienko G., Andrienko N. Differential privacy in distributed mobility analytics. Technical report, 2013.  
3Monreale A., Rinzivillo S., Pratesi F., Giannotti F., Pedreschi D. Privacy-by-design in big data analytics and social mining. Technical report, 2013.  
4Pennacchioli D., Coscia M., Giannotti F., Pedreschi D. Calculating Product and Customer Sophistication on a Large Transactional Dataset. Technical report, 2013.  
5Wagner R., de Macedo J. A. F., Raffaetà A., Renso C., Roncato A., Trasarti R. Mob-Warehouse: a semantic approach for mobility analysis with a trajectory data warehouse. Technical report, 2013.  

Abstracts

   2013
1Furletti B., Gabrielli L., Rinzivillo S., Renso C. Pisa tourism fluxes observatory: deriving mobility indicators from GSM calls habits. In: NetMob 2013 - Third International Conference on the Analysis of Mobile Phone Datasets (MIT Media Lab, Cambridge, MA, 1-3 May 2013). Abstract, pp. 107 - 109. MIT, 2013.     
2Pappalardo L., Simini F., Rinzivillo S., Pedreschi D., Giannotti F. The origin of human heterogeneity: analyzing mobility behavior through GSM and GPS data. In: ECCS 2013 - European Conference on Complex Systems (Barcellona, Spain, 16-20 September 2013). Abstract, article n. 14. The Complex System Society, 2013.     
3Trasarti R., Olteanu-Raimond A., Nanni M., Couronné T., Furletti B., Giannotti F., Smoreda Z., Ziemlicki C. Discovering urban and country dynamics from mobile phone data with spatial correlation patterns. In: NetMob 2013 - Third International Conference on the Analysis of Mobile Phone Datasets (MIT Media Lab, Cambridge, USA, 1-3 May 2013). Abstract, pp. 10 - 12. MIT, 2013.     
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