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

   2015
1Andrienko N., Andrienko G., Rinzivillo S. Exploiting spatial abstraction in predictive analytics of vehicle traffic. In: ISPRS International Journal of Geo-Information, vol. 4 (2) pp. 591 - 606. MDPI Multidisciplinary Digital Publishing Institute, 2015.        
2Marchetti S., Giusti C., Pratesi M., Salvati N., Giannotti F., Pedreschi D., Rinzivillo S., Pappalardo L., Gabrielli L. Small area model-based estimators using big data sources. In: Journal of Official Statistics, vol. 31 (2) pp. 263 - 281. De Gruyter, 2015.        
3Pappalardo L., Simini F., Rinzivillo S., Pedreschi D., Giannotti F., Barabási A. Returners and explorers dichotomy in human mobility. In: Nature Communications, vol. 6 article n. 8166. Nature, 2015. [Online First 08 September 2015]        

Contribution to Book/Monograph

   2015
1Gabrielli L., Furletti B., Giannotti F., Nanni M., Rinzivillo S. Use of mobile phone data to estimate visitors mobility flows. In: Software Engineering and Formal Methods. pp. 214 - 226. Carlos Canal, Akram Idani (eds.). (Lecture Notes in Computer Science, vol. 8938). Cham, Switzerland: Springer, 2015.        
2Grossi V., Monreale A., Nanni M., Pedreschi D., Turini F. Clustering formulation using constraint optimization. In: Software Engineering and Formal Methods. pp. 93 - 107. Domenico Bianculli, Radu Calinescu, Bernhard Rumpe (eds.). (Lecture Notes in Computer Science, vol. 9509). Berlin: Springer, 2015.           
3Guidotti R., Monreale A., Rinzivillo S., Pedreschi D., Giannotti F. Retrieving points of interest from human systematic movements. In: Software Engineering and Formal Methods. pp. 294 - 308. Carlos Canal, Akram Idani (eds.). (Lecture Notes in Computer Science, vol. 8938). Cham, Switzerland: Springer, 2015.           
4Guidotti R., Cintia P. Towards a boosted route planner using individual mobility models. In: Software Engineering and Formal Methods. pp. 108 - 123. Domenico Bianculli, Radu Calinescu, Bernhard Rumpe (eds.). (Lecture Notes in Computer Science, vol. 9509). Berlin: Springer, 2015.           
5Pappalardo L., Giannotti F. Capire la mobilità attraverso i Big Data. In: Tempo di cambiare: rapporto 2015 sulle migrazioni interne in Italia. pp. 23 - 38. Michele Colucci, Stefano Gallo (eds.). (Saggi. Storia e scienze sociali). Roma: Donzelli, 2015.  

Proceedings

   2015
1Andrienko N., Andrienko G., Fuchs G., Rinzivillo S., Betz H. Detection, tracking, and visualization of spatial event clusters for real time monitoring. In: DSAA 2015 - IEEE International Conference on Data Science and Advanced Analytics (Paris, France, 19-21 October 2015). Proceedings, article n. 7344880. IEEE, 2015.        
2Andrienko N., Andrienko G., Fuchs G., Rinzivillo S., Betz H. Real time detection and tracking of spatial event clusters. In: ECML PKDD 2015 - Machine Learning and Knowledge Discovery in Databases. European Conference (Porto, Potugal, 7-11 September 2015). Proceedings, vol. III pp. 316 - 319. Albert Bifet et al... (eds.). (Lecture Notes in Artificial Intelligence, vol. 9286). Springer, 2015.        
3Berlingerio M., Bicer V., Botea A., Braghin S., Lopes N., Guidotti R., Pratesi F. Mobility mining for journey planning in Rome. In: ECML PKDD 2015 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. European Conference (Porto, Portugal, 7-11 September 2015). Proceedings, vol. III pp. 222 - 226. Albert Bifet et al... (eds.). (Lecture Notes in Artificial Intelligence, vol. 9286). Springer, 2015.        
4Botea A., Braghin S., Lopes N., Guidotti R., Pratesi F. Managing travels with PETRA: The Rome use case. In: ICDEW 2015 - DAMASCA 2015 - 31st IEEE International Conference on Data Engineering. Data Mining and Smart Cities Applications Workshop (Seoul, Korea, 13-17 April 2015). Proceedings, pp. 110 - 111. IEEE, 2015.        
5Cintia P., Pappalardo L., Rinzivillo S. A network-based approach to evaluate the performance of football teams. In: Workshop on Machine Learning and Data Mining for Sports Analytics (Porto, Portugal, 11 September 2015). Proceedings, ECML Workshop, 2015.  
6Cintia P., Pappalardo L., Pedreschi D., Giannotti F., Malvaldi M. The harsh rule of the goals: Data-driven performance indicators for football teams. In: DSAA'15 - IEEE International Conference on Data Science and Advanced Analytics (Paris, France, 19-21 October 2015). Proceedings, article n. 7344823. IEEE, 2015.        
7Furletti B., Gabrielli L., Trasarti R., Giannotti F., Pedreschi D. City users' classification with mobile phone data. In: BigData 2015 - IEEE International Conference on Big Data (Santa Clara, CA, USA, 29 October - 1 November 2015). Proceedings, pp. 1007 - 1012. IEEE, 2015.           
8Guidotti R., Coscia M., Pedreschi D., Pennacchioli D. Behavioral entropy and profitability in retail. In: DSAA 2015 - IEEE International Conference on Data Science and Advanced Analytics (Paris, France, 19-21 October 2015). Proceedings, article n. 7344821. IEEE, 2015.        
9Guidotti R., Sassi A., Berlingerio M., Pascale A. Social or green? A data­driven approach for more enjoyable carpooling. In: ITSC 2015 - 18th IEEE Intelligent Transportation Systems Conference (Las Palmas de Gran Canaria, Spain, 15-18 September 2015). Proceedings, pp. 842 - 847. IEEE, 2015.           
10Guidotti R., Trasarti R., Nanni M. TOSCA: TwO-Steps Clustering Algorithm for personal locations detection. In: SIGSPATIAL’15 - 23rd International Conference on Advances in Geographic Information Systems (Seattle, Washington, USA, 3-6 November 2015). Proceedings, ACM, 2015.           
11Guidotti R., Trasarti R., Nanni M. Towards user-centric data management: individual mobility analytics for collective services. In: SIGSPATIAL’15 - 23rd International Conference on Advances in Geographic Information Systems (Seattle, Washington, USA, 3-6 November 2015). Proceedings, ACM, 2015.     
12Kotthoff L., Nanni M., Guidotti R., O'Sullivan B. Find your way back: mobility profile mining with constraints. In: CP 2015 - Principles and Practice of Constraint Programming. 21st International Conference (Cork, Ireland, 31 August - 4 September 2015). Proceedings, pp. 638 - 653. Gilles Pesant (ed.). (Lecture Notes in Computer Science, vol. 9255). Springer, 2015.        
13Milli L., Monreale A., Rossetti G., Pedreschi D., Giannotti F., Sebastiani F. Quantification in social networks. In: DSAA 2015 - IEEE International Conference on Data Science and Advanced Analytics (Paris, France, 19-21 October 2015). Proceedings, article n. 7344845. IEEE, 2015.        
14Monteiro De Lira V., Cesario Times V., Renso C., Rinzivillo S. ComeWithMe: an activity-oriented carpooling approach. In: ITSC 2015 - IEEE 18th International Conference on Intelligent Transportation Systems (Las Palmas, Spain, 15-18 September 2015). Proceedings, pp. 2574 - 2579. IEEE, 2015.        
15Pappalardo L., Smoreda Z., Pedreschi D., Giannotti F. Using big data to study the link between human mobility and socio-economic development. In: BigData 2015 - IEEE International Conference on Big Data (Santa Clara, CA, USA, 29 October - 01 November 2015). Proceedings, pp. 871 - 878. IEEE, 2015.           
16Rossetti G., Pappalardo L., Kikas R., Pedreschi D., Giannotti F., Dumas M. Community-centric analysis of user engagement in Skype social network. In: ASONAM'15 - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (Paris, France, 25-28 August 2015). Proceedings, pp. 547 - 552. ACM, 2015.        
17Rossetti G., Guidotti R., Pennacchioli D., Pedreschi D., Giannotti F. Interaction prediction in dynamic networks exploiting community discovery. In: ASONAM'15 - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (Paris, France, 25-28 August 2015). Proceedings, pp. 553 - 558. IEEE, 2015.           
18Vidal V. M., Casanova M. A., Arruda N., Roberval M., Leme L. P., Rabello Lopes G., Renso C. Specification and incremental maintenance of linked data mashup views. In: CAiSE 2015 - Advanced Information Systems Engineering. 27th International Conference, CAiSE 2015, , June 8-12, 2015, Proceedings (Stockholm, Sweden, 8-12 June 2015). Proceedings, pp. 214 - 229. Jelena Zdravkovic, Marite Kirikova, Paul Johannesson (eds.). (Lecture Notes in Computer Science, vol. 9097). Springer, 2015.        

Technical reports

   2015
1Bardi A., Candela L., Coro G., Dellepiane M., Esuli A., Gabrielli L., Gotta A., Lucchese C., Marcheggiani D., Nardini F. M., Palumbo F., Pietroni N., Rossetti G. ISTI Young Research Award 2015. Technical report, 2015.  
2Cintia P., Nanni M. An effective Time-Aware Map Matching process for low sampling GPS data. Technical report, 2015.  
3Ghilardi M., Pennè W., Gallo N., Meghini C., Nardini F. M., Pennacchioli D., Versienti L. RIS - Verifica del piano di test. RIS. Project report D5.2.5, 2015.  
4Grossi V., Romano V., Trasarti R. SoBigData - Data management report. SoBigData Research Infrastructure Social Mining & Big Data Ecosystem. Deliverable D8.1, 2015.  
5Grossi V., Rapisarda B., Romano V. SoBigData - Fact sheets aimed at different stakeholders. SoBigData Research Infrastructure Social Mining & Big Data Ecosystem. Deliverable D3.2, 2015.  
6Grossi V., Rapisarda B., Romano V. SoBigData - Project web site, project presentation, and social media presence. SoBigData Research Infrastructure Social Mining & Big Data Ecosystem. Deliverable D3.1, 2015.  
7Pennè W., Gallo N., Nardini F. M., Pennacchioli D., Versienti L. RIS - Rapporto risultati sperimentazione. RIS. Project report D5.4.1, 2015.  
8Rinzivillo S., Pennacchioli D., Gabrielli L., Giannotti F. Application of ETL techniques for SmartCity Malaga dataset. Deliverable 1 e 2 (unificati), Technical report, 2015.  
9Rinzivillo S., Giannotti F., Pennacchioli D., Gabrielli L. Compatibility analysis of the current mobility with electrified vehicles (D4). Deliverable 4, Technical report, 2015.  
10Romano V. KDD Lab: Methods metadata census. Technical report, 2015.  
11Romano V. KDD Lab: Social media communication. Technical report, 2015.  
12Romano V. KDD Lab: datasets metadata census. Technical report, 2015.  
13Romano V. KDD Lab: the new Drupal 7 website. Technical report, 2015.  
14Romano V., Trasarti R. M-Atlas 2.0: the architecture. Technical report, 2015.  
15Romano V. Master big data: the website. Technical report, 2015.  
16Romano V. SoBigData.it: datasets metadata census. Technical report, 2015.  
17Romano V. SoBigData.it: methods metadata census. Technical report, 2015.  
18Romano V. SoBigData.it: the website. Technical report, 2015.  
19Romano V. TagMyDay. Technical report, 2015.  

Abstracts

   2015
1Furletti B., Trasarti R., Gabrielli L., Smoreda Z., Vanhoof M., Ziemlicki C. Detecting and understanding big events in big cities. In: NetMob - Conference on the scientific analysis of mobile phone datasets (Boston, 7-10 /04 2015). Abstract, pp. 57 - 59. MIT Media Lab. MIT Media Lab, 2015.     
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