Enabling Privacy-Preserving Incentives for Mobile Crowd Sensing Systems

Proceedings - International Conference on Distributed Computing Systems

Volumn 2016-August, Issue , 2016, Pages 344-353

  Jin, Haiming ^a   Su, Lu ^b   Ding, Bolin ^c   Nahrstedt, Klara ^d   Borisov, Nikita ^a  

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

^b State University of New York   (United States)

^c MICROSOFT RESEARCH   (United States)

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

Author keywords

incentive mechanism; mobile crowd sensing; privacy preserving

Indexed keywords

DATA PRIVACY; MOBILE DEVICES;

COMBINATORIAL AUCTION; COMPUTATIONALLY EFFICIENT; EXTENSIVE SIMULATIONS; GUARANTEED APPROXIMATION RATIOS; INCENTIVE MECHANISM; MOBILE CROWD SENSING; PRIVACY PRESERVING; WORKER PARTICIPATION;

DISTRIBUTED COMPUTER SYSTEMS;

EID: 84985996204     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDCS.2016.50     Document Type: Conference Paper

References (47)

1. R. K. Ganti, N. Pham, H. Ahmadi, S. Nangia, and T. F. Abdelzaher, "Greengps: A participatory sensing fuel-efficient maps application, " in MobiSys, 2010.
2. 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.
3. Y. Cheng, X. Li, Z. Li, S. Jiang, Y. Li, J. Jia, and X. Jiang, "Aircloud: A cloud-based air-quality monitoring system for everyone, " in SenSys, 2014.
4. S. Hu, L. Su, H. Liu, H. Wang, and T. F. Abdelzaher, "Smartroad: Smartphone-based crowd sensing for traffic regulator detection and identification, " ACM Transactions on Sensor Networks (TOSN), vol. 11, no. 4, p. 55, 2015.
5. L. Gao, F. Hou, and J. Huang, "Providing long-term participation incentive in participatory sensing, " in INFOCOM, 2015.
6. Q. Zhang, Y. Wen, X. Tian,, X. Gan, and X. Wang, "Incentivize crowd labeling under budget constraint, " in INFOCOM, 2015.
7. X. Zhang, G. Xue, R. Yu, D. Yang, and J. Tang, "Truthful incentive mechanisms for crowdsourcing, " in INFOCOM, 2015.
8. D. Yang, G. Xue, X. Fang, and J. Tang, "Crowdsourcing to smartphones: Incentive mechanism design for mobile phone sensing, " in Mobicom, 2012.
9. 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.
10. 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.
11. 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, " Vehicular Technology, IEEE Transactions on, vol. PP, no. 99, pp. 1-1, 2014.
12. I. Koutsopoulos, "Optimal incentive-driven design of participatory sensing systems, " in INFOCOM, 2013.
13. T. Luo, H.-P. Tan, and L. Xia, "Profit-maximizing incentive for participatory sensing, " in INFOCOM, 2014.
14. Z. Feng, Y. Zhu, Q. Zhang, H. Zhu, J. Yu, J. Cao, and L. Ni, "Towards truthful mechanisms for mobile crowdsourcing with dynamic smartphones, " in ICDCS, 2014.
15. X. Zhang, Z. Yang, Z. Zhou, H. Cai, L. Chen, and X. Li, "Free market of crowdsourcing: Incentive mechanism design for mobile sensing, " Parallel and Distributed Systems, IEEE Transactions on, vol. 25, no. 12, pp. 3190-3200, Dec 2014.
16. 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.
17. "Myheartmap, " http://www. med. upenn. edu/myheartmap/.
18. 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.
19. C. Dwork, "Differential privacy, " in Encyclopedia of Cryptography and Security, 2011.
20. F. McSherry and K. Talwar, "Mechanism design via differential privacy, " in FOCS, 2007.
21. R. Zhu, Z. Li, F. Wu, K. Shin, and G. Chen, "Differentially private spectrum auction with approximate revenue maximization, " in MobiHoc, 2014.
22. R. Zhu and K. Shin, "Differentially private and strategy-proof spectrum auction with approximate revenue maximization, " in INFOCOM, 2015.
23. 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.
24. M. H. Cheung, R. Southwell, F. Hou, and J. Huang, "Distributed time-sensitive task selection in mobile crowdsensing, " in MobiHoc, 2015.
25. D. Peng, F. Wu, and G. Chen, "Pay as how well you do: A quality based incentive mechanism for crowdsensing, " in MobiHoc, 2015.
26. Q. Li and G. Cao, "Providing efficient privacy-aware incentives for mobile sensing, " in ICDCS, 2014.
27. -, "Providing privacy-aware incentives for mobile sensing, " in PerCom, 2013.
28. X. Niu, M. Li, Q. Chen, Q. Cao, and H. Wang, "Eppi: An e-cent-based privacy-preserving incentive mechanism for participatory sensing systems, " in IPCCC, 2014.
29. H. Jin, L. Su, H. Xiao, and K. Nahrstedt, "Inception: Incentivizing privacy-preserving data aggregation for mobile crowd sensing systems, " in MobiHoc, 2016.
30. J. Sun and H. Ma, "Privacy-preserving verifiable incentive mechanism for online crowdsourcing markets, " in ICCCN, 2014.
31. P. Mohan, V. N. Padmanabhan, and R. Ramjee, "Nericell: Rich monitoring of road and traffic conditions using mobile smartphones, " in SenSys, 2008.
32. A. Thiagarajan, L. Ravindranath, K. LaCurts, S. Madden, H. Balakrishnan, S. Toledo, and J. Eriksson, "Vtrack: Accurate, energy-aware road traffic delay estimation using mobile phones, " in SenSys, 2009.
33. 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.
34. 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.
35. L. Su, Q. Li, S. Hu, S. Wang, J. Gao, H. Liu, T. Abdelzaher, J. Han, X. Liu, Y. Gao, and L. Kaplan, "Generalized decision aggregation in distributed sensing systems, " in RTSS, 2014.
36. Q. Li, Y. Li, J. Gao, L. Su, B. Zhao, M. Demirbas, W. Fan, and J. Han, "A confidence-aware approach for truth discovery on long-tail data, " Proc. VLDB Endow., vol. 8, no. 4, pp. 425-436, Dec. 2014.
37. Y. Li, J. Gao, C. Meng, Q. Li, L. Su, B. Zhao, W. Fan, and J. Han, "A survey on truth discovery, " SIGKDD Explor. Newsl., 2016.
38. 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.
39. H. Li, B. Zhao, and A. Fuxman, "The wisdom of minority: Discovering and targeting the right group of workers for crowdsourcing, " in WWW, 2014.
40. C.-J. Ho, S. Jabbari, and J. W. Vaughan, "Adaptive task assignment for crowdsourced classification, " in ICML, 2013.
41. L. Blumrosen and N. Nisan, "Combinatorial auctions, " Algorithmic Game Theory, 2007.
42. M. Babaioff, R. Lavi, and E. Pavlov, "Single-value combinatorial auctions and algorithmic implementation in undominated strategies, " J. ACM, 2009.
43. A. Gupta, K. Ligett, F. McSherry, A. Roth, and K. Talwar, "Differentially private combinatorial optimization, " in SODA, 2010.
44. A. Gopinathan and Z. Li, "A prior-free revenue maximizing auction for secondary spectrum access, " in INFOCOM, 2011.
45. N. Immorlica, A. R. Karlin, M. Mahdian, and K. Talwar, "Balloon popping with applications to ascending auctions, " in FOCS, 2007.
46. "Gurobi solver, " http://www. gurobi. com/.
47. S. Kullback and R. A. Leibler, "On information and sufficiency, " The annals of mathematical statistics, pp. 79-86, 1951.