RescueDP: Real-time spatio-temporal crowd-sourced data publishing with differential privacy

Proceedings - IEEE INFOCOM

Volumn 2016-July, Issue , 2016, Pages

  Wang, Qian ^a   Zhang, Yan ^a   Lu, Xiao ^a   Wang, Zhibo ^a   Qin, Zhan ^b   Ren, Kui ^b  

^a WUHAN UNIVERSITY   (China)

^b UNIVERSITY AT BUFFALO   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BUDGET CONTROL; DATA MINING; MOBILE TELECOMMUNICATION SYSTEMS; POPULATION STATISTICS; SAMPLING;

DATA MINING APPLICATIONS; DIFFERENTIAL PRIVACIES; MOBILE-PHONE USERS; MONITORING PURPOSE; PRIVACY PRESERVATION; PRIVACY PRESERVING; SYNTHETIC DATASETS; THEORETICAL GUARANTEES;

DATA PRIVACY;

EID: 84983292160     PISSN: 0743166X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/INFOCOM.2016.7524458     Document Type: Conference Paper

References (22)

1. Y.-A. de Montjoye, C. A. Hidalgo, M. Verleysen, and V. D. Blondel, "Unique in the crowd: The privacy bounds of human mobility," Scientific reports, vol. 3, 2013
2. H. Zang and J. Bolot, "Anonymization of location data does not work: A large-scale measurement study," in Proc. of ACM MobiCom, 2011, pp. 145-156
3. S. Gambs, M.-O. Killijian, and M. N. Prado Cortez, "Show me how you move and i will tell you who you are," in Proc. of ACM SIGSPATIAL, 2010, pp. 34-41
4. C. Dwork, "Differential privacy," in Proc. of ICALP, 2006, pp. 1-12
5. C. Dwork, F. McSherry, K. Nissim, and A. Smith, "Calibrating noise to sensitivity in private data analysis," in Theory of cryptography, 2006, pp. 265-284
6. X. Xiao, G. Bender, M. Hay, and J. Gehrke, "ireduct: Differential privacy with reduced relative errors," in Proc. of ACM SIGMOD'11, 2011, pp. 229-240
7. J. Xu, Z. Zhang, X. Xiao, Y. Yang, G. Yu, and M. Winslett, "Differentially private histogram publication," The VLDB Journal, vol. 22, no. 6, pp. 797-822, 2013
8. M. Hay, V. Rastogi, G. Miklau, and D. Suciu, "Boosting the accuracy of differentially private histograms through consistency," Proc. of VLDB Endowment, vol. 3, no. 1-2, pp. 1021-1032, 2010
9. G. Kellaris, S. Papadopoulos, X. Xiao, and D. Papadias, "Differentially private event sequences over infinite streams," Proc. of the VLDB Endowment, vol. 7, no. 12, pp. 1155-1166, 2014
10. L. Fan and L. Xiong, "An adaptive approach to real-time aggregate monitoring with differential privacy," IEEE Transactions on Knowledge and Data Engineering, vol. 26, no. 9, pp. 2094-2106, 2014
11. T.-H. H. Chan, E. Shi, and D. Song, "Private and continual release of statistics," ACM Transactions on Information and System Security, vol. 14, no. 3, p. 26, 2011
12. T.-H. H. Chan, M. Li, E. Shi, and W. Xu, "Differentially private continual monitoring of heavy hitters from distributed streams," in Privacy Enhancing Technologies, 2012, pp. 140-159
13. C. Dwork, M. Naor, T. Pitassi, and G. N. Rothblum, "Differential privacy under continual observation," in Proc. of ACM STOC, 2010, pp. 715-724
14. L. Fan, L. Xiong, and V. Sunderam, "Differentially private multidimensional time series release for traffic monitoring," in Data and Applications Security and Privacy, 2013, pp. 33-48
15. G. Acs and C. Castelluccia, "A case study: privacy preserving release of spatio-temporal density in paris," in Proc. of ACM SIGKDD, 2014, pp. 1679-1688
16. F. D. McSherry, "Privacy integrated queries: an extensible platform for privacy-preserving data analysis," in Proc. of ACM SIGMOD, 2009, pp. 19-30
17. M. King, Process Control: A Practical Approach. John Wiley &Sons, 2010
18. D. Kifer and B.-R. Lin, "Towards an axiomatization of statistical privacy and utility," in Proc. of ACM PODS, 2010, pp. 147-158
19. R. Kalman, "A new approach to linear filtering and prediction problem," Journal of Basic Engineering, vol. 82, pp. 35-45, 1960
20. ECML/PKDD 15: Taxi Trajectory Prediction (I), https://www.kaggle.com/c/pkdd-15-predict-taxi-service-trajectory-i
21. World Cup dataset, http://ita.ee.lbl.gov/html/contrib/WorldCup.html
22. T. Brinkhoff, "A framework for generating network-based moving objects," GeoInformatica, vol. 6, no. 2, pp. 153-180, 2002