INCEPTION: Incentivizing privacy-preserving data aggregation for mobile crowd sensing systems

Proceedings of the International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc)

Volumn 05-08-July-2016, Issue , 2016, Pages 341-350

  Jin, Haiming ^a   Su, Lu ^b   Xiao, Houping ^b   Nahrstedt, Klara ^a  

^a University of Illinois at Urbana Champaign   (United States)

^b the State University of New York   (United States)

Author keywords

Crowd sensing; Data aggregation; Incentive mechanism; Privacy preserving

Indexed keywords

AGGREGATES; MOBILE AD HOC NETWORKS; MOBILE DEVICES; TELECOMMUNICATION NETWORKS;

CROWD SENSING; DATA AGGREGATION; DATA PERTURBATION; EXTENSIVE SIMULATIONS; INCENTIVE MECHANISM; INTERACTIVE EFFECT; PRIVACY PRESERVING; WORKER PARTICIPATION;

DATA PRIVACY;

EID: 84979234618     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2942358.2942375     Document Type: Conference Paper

References (41)

1. R. Gao, M. Zhao, T. Ye, F. Ye, Y. Wang, K. Bian, T. Wang, and X. Li, "Jigsaw: Indoor floor plan reconstruction via mobile crowdsensing," in MobiCom, 2014.
2. R. K. Ganti, N. Pham, H. Ahmadi, S. Nangia, and T. F. Abdelzaher, "Greengps: A participatory sensing fuel-efficient maps application," in MobiSys, 2010.
3. S. Hu, L. Su, H. Liu, H. Wang, and T. F. Abdelzaher, "Smartroad: Smartphone-based crowd sensing for traffic regulator detection and identification," in TOSN, 2015.
4. J. Eriksson, L. Girod, B. Hull, R. Newton, S. Madden, and B. Hari, "The pothole patrol: using a mobile sensor network for road surface monitoring," in MobiSys, 2008.
5. "Myheartmap," http://www.med.upenn.edu/myheartmap/.
6. S. He, D.-H. Shin, J. Zhang, and J. Chen, "Toward optimal allocation of location dependent tasks in crowdsensing," in INFOCOM, 2014.
7. T. Luo, S. S. Kanhere, H.-P. Tan, F. Wu, and H. Wu, "Crowdsourcing with tullock contests: A new perspective," in INFOCOM, 2015.
8. L. Duan, T. Kubo, K. Sugiyama, J. Huang, T. Hasegawa, and J. Walrand, "Incentive mechanisms for smartphone collaboration in data acquisition and distributed computing," in INFOCOM, 2012.
9. D. Peng, F. Wu, and G. Chen, "Pay as how well you do: A quality based incentive mechanism for crowdsensing," in MobiHoc, 2015.
10. H. Xie, J. Lui, J. W. Jiang, and W. Chen, "Incentive mechanism and protocol design for crowdsourcing systems," in Allerton, 2014.
11. M. H. Cheung, R. Southwell, F. Hou, and J. Huang, "Distributed time-sensitive task selection in mobile crowdsensing," in MobiHoc, 2015.
12. L. Gao, F. Hou, and J. Huang, "Providing long-term participation incentive in participatory sensing," in INFOCOM, 2015.
13. H. Jin, L. Su, D. Chen, K. Nahrstedt, and J. Xu, "Quality of information aware incentive mechanisms for mobile crowd sensing systems," in MobiHoc, 2015.
14. Y. Wen, J. Shi, Q. Zhang, X. Tian, Z. Huang, H. Yu, Y. Cheng, and X. Shen, "Quality-driven auction based incentive mechanism for mobile crowd sensing," in TVT, 2014.
15. D. Zhao, X.-Y. Li, and H. Ma, "How to crowdsource tasks truthfully without sacrificing utility: Online incentive mechanisms with budget constraint," in INFOCOM, 2014.
16. Q. Zhang, Y. Wen, X. Tian, X. Gan, and X. Wang, "In-centivize crowd labeling under budget constraint," in INFOCOM, 2015.
17. X. Zhang, G. Xue, R. Yu, D. Yang, and J. Tang, "Truthful incentive mechanisms for crowdsourcing," in INFOCOM, 2015.
18. D. Yang, G. Xue, X. Fang, and J. Tang, "Crowdsourcing to smartphones: Incentive mechanism design for mobile phone sensing," in Mobicom, 2012.
19. X. Zhang, Z. Yang, Z. Zhou, H. Cai, L. Chen, and X. Li, "Free market of crowdsourcing: Incentive mechanism design for mobile sensing," in TPDS, 2014.
20. Z. Feng, Y. Zhu, Q. Zhang, L. Ni, and A. Vasilakos, "Trac: Truthful auction for location-aware collaborative sensing in mobile crowdsourcing," in INFOCOM, 2014.
21. I. Koutsopoulos, "Optimal incentive-driven design of participatory sensing systems," in INFOCOM, 2013.
22. A. Ghosh and A. Roth, "Selling privacy at auction," in EC, 2011.
23. L. K. Fleischer and Y.-H. Lyu, "Approximately optimal auctions for selling privacy when costs are correlated with data," in EC, 2012.
24. Q. Li and G. Cao, "Efficient privacy-preserving stream aggregation in mobile sensing with low aggregation error," in Privacy Enhancing Technologies, 2013.
25. -, "Efficient and privacy-preserving data aggregation in mobile sensing," in ICNP, 2012.
26. C. Miao, W. Jiang, L. Su, Y. Li, S. Guo, Z. Qin, H. Xiao, J. Gao, and K. Ren, "Cloud-enabled privacy-preserving truth discovery in crowd sensing systems," in SenSys, 2015.
27. F. Qiu, F. Wu, and G. Chen, "Privacy and quality preserving multimedia data aggregation for participatory sensing systems," in TMC, 2015.
28. T. Jung, X. Mao, X.-Y. Li, S.-J. Tang, W. Gong, and L. Zhang, "Privacy-preserving data aggregation without secure channel: Multivariate polynomial evaluation," in INFOCOM, 2013.
29. W. Wang, L. Ying, and J. Zhang, "A game-theoretic approach to quality control for collecting privacy-preserving data," in Allerton, 2015.
30. Q. Li and G. Cao, "Providing efficient privacy-aware incentives for mobile sensing," in ICDCS, 2014.
31. -, "Providing privacy-aware incentives for mobile sensing," in PerCom, 2013.
32. H. Jin, L. Su, B. Ding, K. Nahrstedt, and N. Borisov, "Enabling privacy-preserving incentives for mobile crowd sensing systems," in ICDCS, 2016.
33. C. Dwork, "Differential privacy," in Encyclopedia of Cryptography and Security. Springer, 2011, pp. 338-340.
34. D. Oleson, A. Sorokin, G. P. Laughlin, V. Hester, J. Le, and L. Biewald, "Programmatic gold: Targeted and scalable quality assurance in crowdsourcing," in HCOMP, 2011.
35. Q. Li, Y. Li, J. Gao, B. Zhao, W. Fan, and J. Han, "Resolving conflicts in heterogeneous data by truth discovery and source reliability estimation," in SIGMOD, 2014.
36. C. Meng, W. Jiang, Y. Li, J. Gao, L. Su, H. Ding, and Y. Cheng, "Truth discovery on crowd sensing of correlated entities," in SenSys, 2015.
37. H. Li, B. Zhao, and A. Fuxman, "The wisdom of minority: Discovering and targeting the right group of workers for crowdsourcing," in WWW, 2014.
38. L. Blumrosen and N. Nisan, "Combinatorial auctions," Algorithmic Game Theory, 2007.
39. E. H. Clarke, "Multipart pricing of public goods," Public Choice, 1971.
40. T. Groves, "Incentives in teams," Econometrica: Journal of the Econometric Society, 1973.
41. "Gurobi solver," http://www.gurobi.com/.