Incentive mechanisms for participatory sensing: Survey and research challenges

ACM Transactions on Sensor Networks

Volumn 12, Issue 2, 2016, Pages

  Restuccia, Francesco ^a   Das, Sajal K ^a   Payton, Jamie ^b  

^a Missouri University of Science and Technology   (United States)

^b University of North Carolina at Charlotte   (United States)

Author keywords

Auction theory; Game theory; QoI; Research challenges; Survey

Indexed keywords

GAME THEORY; SURVEYING; SURVEYS;

AUCTION THEORY; INCENTIVE MECHANISM; PARTICIPATORY SENSING; RESEARCH CHALLENGES;

HUMAN COMPUTER INTERACTION;

EID: 84966587147     PISSN: 15504859     EISSN: 15504867     Source Type: Journal    
DOI: 10.1145/2888398     Document Type: Article

References (145)

1. Tarek Abdelzaher, Yaw Anokwa, Péter Boda, Jeff Burke, Deborah Estrin, Leonidas Guibas, Aman Kansal, Samuel Madden, and Jim Reich. 2007. Mobiscopes for human spaces. IEEE Pervasive Computing 6, 2, 20-29. DOI:http://dx.doi.org/10.1109/MPRV.2007.38
2. Andreas Albers, Ioannis Krontiris, Noboru Sonehara, and Isao Echizen. 2013. Coupons as monetary incentives in participatory sensing. In Collaborative, Trusted and Privacy-Aware e/m-Services. IFIPAdvances in Information and Communication Technology, Vol. 399. Springer, 226-237. DOI:http://dx.doi.org/10.1007/978-3-642-37437-1-19
3. Amazon. 2014. Amazon Mechanical Turk. Retrieved December 28, 2014, from https://www.mturk.com/mturk/welcome.
4. Michael Armstrong and Tina Stephens. 2005. A Handbook of Employee Reward Management and Practice. Kogan Page Publishers.
5. Kelsey D. Atherton. 2014. Israeli students spoofWaze with fake traffic jam. Popular Science. Retrieved March 17, 2016, from http://www.popsci.com/article/gadgets/israeli-students-spoof-waze-app-fake-traffic-jam.
6. Xuan Bao and Romit Roy Choudhury. 2010. MoVi: Mobile phone based video highlights via collaborative sensing. In Proceedings of the 2010 ACM International Conference on Mobile Systems, Applications, and Services (MobiSys'10). ACM, New York, NY, 357-370. DOI:http://dx.doi.org/10.1145/1814433.1814468
7. Andrew G. Barto. 1998. Reinforcement Learning: An Introduction. MIT Press, Cambridge, MA.
8. Mahantesh N. Birje, Sunilkumar S. Manvi, and Sajal K. Das. 2014. Reliable resources brokering scheme in wireless grids based on non-cooperative bargaining game. Journal of Network and Computer Applications 39, 266-279. DOI:http://dx.doi.org/10.1016/j.jnca.2013.07.007
9. Jeff Burke, Deborah Estrin, Mark Hansen, Andrew Parker, Nithya Ramanathan, Sasank Reddy, and Mani B. Srivastava. 2006. Participatory sensing. In Proceedings of the 2006 Workshop on World-Sensor-Web: Mobile Device Centric Sensor Networks and Applications (WSW'06). 117-134.
10. Colin Camerer. 2003a. Behavioral Game Theory: Experiments in Strategic Interaction. Princeton University Press, Princeton, NJ.
11. Colin F. Camerer. 2003b. Behavioural studies of strategic thinking in games. Trends in Cognitive Sciences 7, 5, 225-231.
12. Colin F. Camerer, Teck-Hua Ho, and Juin-Kuan Chong. 2002. Sophisticated experience-weighted attraction learning and strategic teaching in repeated games. Journal of Economic Theory 104, 1, 137-188.
13. Andrew T. Campbell, Shane B. Eisenman, Nicholas D. Lane, Emiliano Miluzzo, and Ronald A. Peterson. 2006. People-centric urban sensing. In Proceedings of the 2006 ACM Annual International Workshop on Wireless Internet (WICON'06). ACM, New York, NY, Article No. 18. DOI:http://dx.doi.org/10.1145/1234161.1234179
14. Andrew T. Campbell, Shane B. Eisenman, Nicholas D. Lane, Emiliano Miluzzo, Ronald A. Peterson, Hong Lu, Xiao Zheng, Mirco Musolesi, Kristóf Fodor, and Gahng-Seop Ahn. 2008. The rise of people-centric sensing. IEEE Internet Computing 12, 4, 12-21. DOI:http://dx.doi.org/10.1109/MIC.2008.90
15. Laura L. Carstensen, Derek M. Isaacowitz, and Susan T. Charles. 1999. Taking time seriously: A theory of socioemotional selectivity. American Psychologist 54, 3, 165-181.
16. Cai Chen and Yinglin Wang. 2013. SPARC: Strategy-proof double auction for mobile participatory sensing. In Proceedings of the 2013 International Conference on Cloud Computing and Big Data (CLOUDCOMASIA' 13). IEEE, Los Alamitos, CA, 133-140. DOI:http://dx.doi.org/10.1109/CLOUDCOM-ASIA.2013.99
17. L. Chen, L. Libman, and J. Leneutre. 2011. Conflicts and incentives in wireless cooperative relaying: A distributed market pricing framework. IEEE Transactions on Parallel and Distributed Systems 22, 5, 758-772. DOI:http://dx.doi.org/10.1109/TPDS.2010.152
18. Man Hon Cheung, Fen Hou, and Jianwei Huang. 2014. Participation and reporting in participatory sensing. In Proceedings of the 2014 International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt'14). 357-364. DOI:http://dx.doi.org/10.1109/WIOPT.2014.6850320
19. Syngjoo Choi, Douglas Gale, and Shachar Kariv. 2012. Social learning in networks: A quantal response equilibrium analysis of experimental data. Review of Economic Design 16, 2-3, 135-157. DOI:http://dx.doi.org/10.1007/s10058-012-0122-x
20. Delphine Christin, Christian Buchner, and Niklas Leibecke. 2013a. What's the value of your privacy? Exploring factors that influence privacy-sensitive contributions to participatory sensing applications. In Proceedings of the 2013 IEEE Conference on Local Computer Networks Workshops (LCN Workshops'13). 918-923. DOI:http://dx.doi.org/10.1109/LCNW.2013.6758532
21. Delphine Christin, Andreas Reinhardt, Salil S. Kanhere, and Matthias Hollick. 2011. A survey on privacy in mobile participatory sensing applications. Journal of Systems and Software 84, 11, 1928-1946. DOI:http://dx.doi.org/10.1016/j.jss.2011.06.073 Mobile Applications: Status and Trends.
22. Delphine Christin, Christian Rosskopf, Matthias Hollick, Leonardo A. Martucci, and Salil S. Kanhere. 2013b. IncogniSense: An anonymity-preserving reputation framework for participatory sensing applications. Pervasive and Mobile Computing 9, 3, 353-371. DOI:http://dx.doi.org/10.1016/j.pmcj.2013.01.003"
23. Cisco. 2014. Visual Networking Index: Global Mobile Data Traffic Forecast Update. Retrieved December 4, 2014, from http://www.cisco.com/c/en/us/solutions/service-provider/visual-networking-index-vni/index. html.
24. Kimiz Dalkir. 2013. Knowledge Management in Theory and Practice. Routledge.
25. Linda Deng and Landon P. Cox. 2009. LiveCompare: Grocery bargain hunting through participatory sensing. In Proceedings of the 2009 ACM Workshop on Mobile Computing Systems and Applications (HotMobile'09). ACM, New York, NY, Article No. 4. DOI:http://dx.doi.org/10.1145/1514411.1514415
26. Sebastian Deterding, Dan Dixon, Rilla Khaled, and Lennart Nacke. 2011. From game design elements to gamefulness: Definint "gamification." In Proceedings of the 2011 ACM International Academic MindTrek Conference: Envisioning Future Media Environments (MindTrek'11). ACM, New York, NY, 9-15. DOI:http://dx.doi.org/10.1145/2181037.2181040
27. Ellie D'Hondt, Matthias Stevens, and An Jacobs. 2013. Participatory noise mapping works! An evaluation of participatory sensing as an alternative to standard techniques for environmental monitoring. Pervasive and Mobile Computing 9, 5, 681-694. DOI:http://dx.doi.org/10.1016/j.pmcj.2012.09.002
28. Lingjie Duan, Takeshi Kubo, Koei Sugiyama, Jianwei Huang, Teruyuki Hasegawa, and JeanWalrand. 2012. Incentive mechanisms for smartphone collaboration in data acquisition and distributed computing. In Proceedings of the 2012 IEEE International Conference on Computer Communications (INFOCOM'12). 1701-1709. DOI:http://dx.doi.org/10.1109/INFCOM.2012.6195541
29. Lingjie Duan, Takeshi Kubo, Koei Sugiyama, Jianwei Huang, Teruyuki Hasegawa, and JeanWalrand. 2014. Motivating smartphone collaboration in data acquisition and distributed computing. IEEE Transactions on Mobile Computing 13, 10, 2320-2333. DOI:http://dx.doi.org/10.1109/TMC.2014.2307327
30. Nancy Eisenberg. 1992. The Caring Child. Harvard University Press, Cambridge, MA.
31. Andrew J. Elliot and Martin V. Covington. 2001. Approach and avoidance motivation. Educational Psychology Review 13, 2, 73-92. DOI:http://dx.doi.org/10.1023/A:1009009018235
32. Rasool Fakoor, Mayank Raj, Azade Nazi, Mario Di Francesco, and Sajal K. Das. 2012. An integrated cloud-based framework for mobile phone sensing. In Proceedings of the 1st Edition of the MCC Workshop on Mobile Cloud Computing (MCC'12). ACM, New York, NY, 47-52. DOI:http://dx.doi.org/10.1145/2342509.2342520
33. Z. Feng, Y. Zhu, Q. Zhang, L. M. Ni, and A. V. Vasilakos. 2014a. TRAC: Truthful auction for locationaware collaborative sensing in mobile crowdsourcing. In Proceedings of the 2014 IEEE International Conference on Computer Communications (INFOCOM'14). 1231-1239. DOI:http://dx.doi.org/10.1109/INFOCOM.2014.6848055
34. Z. Feng, Y. Zhu, Q. Zhang, H. Zhu, J. Yu, J. Cao, and L. M. Ni. 2014b. Towards truthful mechanisms formobile crowdsourcing with dynamic smartphones. In Proceedings of the 2014 IEEE International Conference on Distributed Computing Systems (ICDCS'14). 11-20. DOI:http://dx.doi.org/10.1109/ICDCS.2014.10
35. Roy Furchgott. 2010. Filling inMap Gaps withWaze Games. Retrieved December 4, 2014, from http://wheels. blogs.nytimes.com/2010/05/06/filling-in-the-map-gaps-with-waze-games/.
36. Lin Gao, Fen Hou, and Jianwei Huang. 2015. Providing long-term participatory incentive in participatory sensing. In Proceedings of the 2015 IEEE International Conference on Computer Communications (INFOCOM'15).
37. Shravan Gaonkar, Jack Li, Romit Roy Choudhury, Landon Cox, and Al Schmidt. 2008. Micro-blog: Sharing and querying content through mobile phones and social participation. In Proceedings of the 2008 ACM International Conference on Mobile Systems, Applications, and Services (MobiSys'08). ACM, New York, NY, 174-186. DOI:http://dx.doi.org/10.1145/1378600.1378620
38. Uri Gneezy and Aldo Rustichini. 2000. Pay enough or don't pay at all. Quarterly Journal of Economics 115, 3, 791-810.
39. Gagan Goel, Afshin Nikzad, and Adish Singla. 2014. Allocating tasks to workers with matching constraints: Truthful mechanisms for crowdsourcing markets. In Proceedings of the 23rd International Conference on World Wide Web (WWW'14 Companion). 279-280. DOI:http://dx.doi.org/10.1145/2567948.2577311
40. William I. Grosky, Aman Kansal, Suman Nath, Jie Liu, and Feng Zhao. 2007. SenseWeb: An infrastructure for shared sensing. IEEE Multimedia 14, 4, 8-13. DOI:http://dx.doi.org/10.1109/MMUL.2007.82
41. Juho Hamari, Jonna Koivisto, and Harri Sarsa. 2014. Does Gamification work? A literature review of empirical studies on gamification. In Proceedings of the 2014 Hawaii International Conference on System Sciences (HICSS'14). IEEE, Los Alamitos, CA, 3025-3034. DOI:http://dx.doi.org/10.1109/HICSS.2014.377
42. Kai Han, Chi Zhang, and Jun Luo. 2013. Truthful schedulingmechanisms for powering mobile crowdsensing. CoRR abs/1308.4501. http://arxiv.org/abs/1308.4501
43. Jahan A. Hassan, Mahbub Hassan, Sajal K. Das, and Arthur Ramer. 2012. Managing quality of experience for wireless VOIP using noncooperative games. IEEE Journal on Selected Areas in Communications 30, 7, 1193-1204. DOI:http://dx.doi.org/10.1109/JSAC.2012.120805
44. Zongjian He, Jiannong Cao, and Xuefeng Liu. 2015. High quality participant recruitment in vehicle-based crowdsourcing using predictable mobility. In Proceedings of the 2015 IEEE Conference on Computer Communications (INFOCOM'15). 2542-2550. DOI:http://dx.doi.org/10.1109/INFOCOM.2015.7218644
45. Philippe Herzig, Kay Jugel, Christof Momm, Michael Ameling, and Alexander Schill. 2013. GaML-a modeling language for gamification. In Proceedings of the 2013 IEEE/ACMInternational Conference on Utility and Cloud Computing (UCC'13). 494-499. DOI:http://dx.doi.org/10.1109/UCC.2013.96
46. B. Hoh, T. Yan, D. Ganesan, K. Tracton, T. Iwuchukwu, and J.-S. Lee. 2012. TruCentive: A gametheoretic incentive platform for trustworthy mobile crowdsourcing parking services. In Proceedings of the 2012 International IEEE Conference on Intelligent Transportation Systems (ITSC'12). 160-166. DOI:http://dx.doi.org/10.1109/ITSC.2012.6338894
47. Kuan Lun Huang, Salil S. Kanhere, and Wen Hu. 2010. Are you contributing trustworthy data? The case for a reputation system in participatory sensing. In Proceedings of the 2010 ACM International Conference on Modeling, Analysis, and Simulation of Wireless and Mobile Systems (MSWIM'10). ACM, New York, NY, 14-22. DOI:http://dx.doi.org/10.1145/1868521.1868526
48. Kuan Lun Huang, Salil S. Kanhere, andWen Hu. 2014. On the need for a reputation system in mobile phone based sensing. Ad Hoc Networks 12, 130-149. DOI:http://dx.doi.org/10.1016/j.adhoc.2011.12.002
49. Luis G. Jaimes, Idalides Vergara-Laurens, and Miguel A. Labrador. 2012. A location-based incentive mechanism for participatory sensing systems with budget constraints. In Proceedings of the 2012 IEEE International Conference on Pervasive Computing and Communications (PerCom'12). 103-108. DOI:http://dx.doi.org/10.1109/PerCom.2012.6199855
50. Shiyu Ji and Tingting Chen. 2014. Crowdsensing incentive mechanisms for mobile systems with finite precisions. In Proceedings of the 2014 IEEE International Conference on Communications (ICC'14). 2544-2549. DOI:http://dx.doi.org/10.1109/ICC.2014.6883706
51. Daniel Kahneman and Amos Tversky. 1979. Prospect theory: An analysis of decision under risk. Econometrica: Journal of the Econometric Society 47, 2, 263-291.
52. Ece Kamar and Eric Horvitz. 2012. Incentives for truthful reporting in crowdsourcing. In Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems-Volume 3 (AAMAS'12). 1329-1330. http://dl.acm.org/citation.cfm?id=2343896.2343988.
53. Nicholas Kaufmann, Thimo Schulze, and Daniel Veit. 2011. More than fun and money: Worker motivation in crowdsourcing-a study on Mechanical Turk. In Proceedings of the 17th Americas Conference on Information Systems (AMCIS'11).
54. RyomaKawajiri, Masamichi Shimosaka, and HisashiKahima. 2014. Steered Crowdsensing: Incentive design towards quality-oriented place-centric crowdsensing. In Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp'14). ACM, New York, NY, 691-701. DOI:http://dx.doi.org/10.1145/2632048.2636064
55. Wazir Z. Khan, Yang Xiang, Mohammed Y. Aalsalem, and Quratulain Arshad. 2013. Mobile phone sensing systems: A survey. IEEE Communications Surveys and Tutorials 15, 1, 402-427. DOI:http://dx.doi.org/10.1109/SURV.2012.031412.00077
56. Samir Khuller, Anna Moss, and Joseph (Seffi) Naor. 1999. The budgeted maximum coverage problem. Information Processing Letters 70, 1, 39-45. DOI:http://dx.doi.org/10.1016/S0020-0190(99)00031-9
57. Iordanis Koutsopoulos. 2013. Optimal incentive-driven design of participatory sensing systems. In Proceedings of the 2013 IEEE International Conference on Computer Communications (INFOCOM'13). 1402-1410. DOI:http://dx.doi.org/10.1109/INFCOM.2013.6566934
58. Andreas Krause, Eric Horvitz, Aman Kansal, and Feng Zhao. 2008. Toward community sensing. In Proceedings of the 2008 ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN'08). 481-492. DOI:http://dx.doi.org/10.1109/IPSN.2008.37
59. Vijay Krishna. 2009. Auction Theory. Academic Press.
60. Ioannis Krontiris, Felix C. Freiling, and Tassos Dimitriou. 2010. Location privacy in urban sensing networks: Research challenges and directions [security and privacy in emerging wireless networks]. IEEEWireless Communications 17, 5, 30-35. DOI:http://dx.doi.org/10.1109/MWC.2010.5601955
61. Nicholas D. Lane, Emiliano Miluzzo, Hong Lu, Daniel Peebles, Tanzeem Choudhury, and Andrew T. Campbell. 2010. A survey of mobile phone sensing. IEEE Communications Magazine 48, 9, 140-150. DOI:http://dx.doi.org/10.1109/MCOM.2010.5560598
62. Juong-Sik Lee and Baik Hoh. 2010a. Dynamic pricing incentive for participatory sensing. Pervasive and Mobile Computing 6, 6, 693-708. DOI:http://dx.doi.org/10.1016/j.pmcj.2010.08.006
63. Juong-Sik Lee and Baik Hoh. 2010b. Sell your experiences: A market mechanism based incentive for participatory sensing. In Proceedings of the 2010 IEEE International Conference on Pervasive Computing and Communications (PerCom'10). 60-68. DOI:http://dx.doi.org/10.1109/PERCOM.2010.5466993
64. Hanshang Li, Ting Li, and Yu Wang. 2015. Dynamic participant recruitment of mobile crowd sensing for heterogeneous sensing tasks. In Proceedings of the 2015 IEEE International Conference on Mobile Ad-Hoc and Sensor Systems (MASS'15).
65. Qinghua Li and Guohong Cao. 2013. Providing privacy-aware incentives for mobile sensing. In Proceedings of the 2013 IEEE International Conference on Pervasive Computing and Communications (PerCom'13). 76-84. DOI:http://dx.doi.org/10.1109/PerCom.2013.6526717
66. Qinghua Li and Guohong Cao. 2014. Providing efficient privacy-aware incentives for mobile sensing. In Proceedings of the 2014 IEEE International Conference on Distributed Computing Systems (ICDCS'14). 208-217. DOI:http://dx.doi.org/10.1109/ICDCS.2014.29
67. Chi H. Liu, Jun Fan, Pan Hui, Jie Wu, and Kin K. Leung. 2014. Towards QoI and energy-efficiency in participatory crowdsourcing. IEEE Transactions on Vehicular Technology PP, 99, 1. DOI:http://dx.doi.org/10.1109/TVT.2014.2367029
68. ChiH. Liu, Pan Hui, JoelW. Branch, Chatschik Bisdikian, and Bo Yang. 2011. Efficient networkmanagement for context-aware participatory sensing. In Proceedings of the 2011 Annual IEEE Communications Society Conference on Sensor, Mesh, and Ad Hoc Communications and Networks (SECON'11). 116-124. DOI:http://dx.doi.org/10.1109/SAHCN.2011.5984882
69. Hong Lu, A. J. Bernheim Brush, Bodhi Priyantha, Amy K. Karlson, and Jie Liu. 2011. SpeakerSense: Energy efficient unobtrusive speaker identification on mobile phones. In Proceedings of the 2011 International Conference on Pervasive Computing (Pervasive'11). 188-205. http://dl.acm.org/citation. cfm?id=2021975.2021992
70. Tie Luo, Salil S. Kanhere, Sajal K. Das, and Tan Hwee-Pink. 2014b. Optimal prizes for all-pay contests in heterogeneous crowdsensing. In Proceedings of the 2014 IEEE International Conference on Mobile Ad-Hoc and Sensor Systems (MASS'14). 1-9. DOI:http://dx.doi.org/10.1109/MASS.2014.34
71. Tie Luo, Salil S. Kanhere, and Hwee-Pink Tan. 2014a. SEW-ing a simple endorsement Web to incentivize trustworthy participatory sensing. In Proceedings of the 2014 Annual IEEE Communications Society Conference on Sensor, Mesh, and Ad Hoc Communications and Networks (SECON'14).
72. Tie Luo, Hwee-Pink Tan, and Lirong Xia. 2014c. Profit-maximizing incentive for participatory sensing. In Proceedings of the 2014 IEEE International Conference on Computer Communications (INFOCOM'14). 127-135. DOI:http://dx.doi.org/10.1109/INFOCOM.2014.6847932
73. Tie Luo and Chen-Khong Tham. 2012. Fairness and social welfare in incentivizing participatory sensing. In Proceedings of the 2012 Annual IEEE Communications Society Conference on Sensor, Mesh, and Ad Hoc Communications and Networks (SECON'12). 425-433. DOI:http://dx.doi.org/10.1109/SECON.2012.6275807
74. Huadong Ma, Dong Zhao, and Peiyan Yuan. 2014. Opportunities in mobile crowd sensing. IEEE Communications Magazine 48, 9, 29-35. DOI:http://dx.doi.org/10.1109/MCOM.2010.5560598
75. Martin L. Maehr and Heather A. Meyer. 1997. Understanding motivation and schooling: Where we've been, where we are, and where we need to go. Educational Psychology Review 9, 4, 371-409. DOI:http://dx. doi.org/10.1023/A:1024750807365
76. Abraham Harold Maslow. 1943. A theory of human motivation. Psychological Review 50, 4, 370.
77. Richard D. McKelvey and Thomas R. Palfrey. 1995. Quantal response equilibria for normal form games. Games and Economic Behavior 10, 1, 6-38.
78. Richard D. McKelvey and Thomas R. Palfrey. 1998. Quantal response equilibria for extensive form games. Experimental Economics 1, 1, 9-41. DOI:http://dx.doi.org/10.1007/BF01426213
79. Diego Méndez, Alvaro J. Perez, Miguel A. Labrador, and Juan J. Marron. 2011. P-sense: A participatory sensing system for air pollution monitoring and control. In Proceedings of the 2011 IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOM Workshops'11). 344-347. DOI:http://dx.doi.org/10.1109/PERCOMW.2011.5766902
80. Emiliano Miluzzo, Nicholas D. Lane, Shane B. Eisenman, and Andrew T. Campbell. 2007. CenceMe: Injecting sensing presence into social networking applications. In Proceedings of the 2007 European Conference on Smart Sensing and Context (EuroSSC'07). 1-28. http://dl.acm.org/citation.cfm?id=1775377.1775379
81. Prashanth Mohan, Venakta N. Padmanabhan, and Ramachandran Ramjee. 2008. Nericell: Rich monitoring of road and traffic conditions using mobile smartphones. Proceedings of the 2008 ACM Conference on Embedded Networked Sensor Systems. 323-336. http://www.scopus.com/inward/record. url?eid=2-s2.0-84866503356&partnerID=40&md5=88b9d75452ac6f0e279bd23e039f74ef.
82. Nancy Morrow-Howell, Leeanne Lott, and Martha Ozawa. 1990. The impact of race on volunteer helping relationships among the elderly. Social Work 35, 5, 395-402.
83. Tridib Mukherjee, Deepthi Chander, Anirban Mondal, Koutsuv Dasgupta, Amit Kumar, and Ashwin Venkat. 2014. CityZen: A cost-effective city management system with incentive-driven resident engagement. In Proceedings of the 2014 IEEE International Conference on Mobile Data Management (MDM'14), Vol. 1. 289-296. DOI:http://dx.doi.org/10.1109/MDM.2014.41
84. Marc A. Musick, John Wilson, and William B. Bynum. 2000. Race and formal volunteering: The differential effects of class and religion. Social Forces 78, 4, 1539-1570.
85. Roger B. Myerson. 1981. Optimal auction design. Mathematics of Operations Research 6, 1, 58-73.
86. Roger B. Myerson. 1991. Game Theory: Analysis of Conflict. Harvard University Press, Cambridge, MA.
87. Swaprava Nath, Pankaj Dayama, Dinesh Garg, Yadati Narahari, and James Zou. 2012. Mechanism design for time critical and cost critical task execution via crowdsourcing. In Proceedings of the 8th International Conference on Internet and Network Economics (WINE'12). 212-226. DOI:http://dx.doi.org/10.1007/978-3-642-35311-6-16
88. Sarfraz Nawaz and Cecilia Mascolo. 2014. Mining users' significant driving routes with low-power sensors. In Proceedings of the 2014 ACM Conference on Embedded Network Sensor Systems (SenSys'14). ACM, New York, NY, 236-250. DOI:http://dx.doi.org/10.1145/2668332.2668348
89. Oded Nov, Ofer Arazy, and David Anderson. 2011. Dusting for science: Motivation and participation of digital citizen science volunteers. In Proceedings of the 2011 iConference (iConference'11). 68-74.
90. Morris A. Okun and Amy Schultz. 2003. Age and motives for volunteering: Testing hypotheses derived from socioemotional selectivity theory. Psychology and Aging 18, 2, 231.
91. Osarieme Omokaro and Jamie Payton. 2014. Towards a Framework to Promote User Engagement in Participatory Sensing Applications. Technical Report. University of North Carolina at Charlotte.
92. Ronald L. Pardee. 1990. Motivation Theories of Maslow, Herzberg, McGregor & McClelland. A Literature Review of Selected Theories Dealing with Job Satisfaction and Motivation. ERIC.
93. James Pita, Manish Jain, Milind Tambe, Fernando Ordez, and Sarit Kraus. 2010. Robust solutions to Stackelberg games: Addressing bounded rationality and limited observations in human cognition. Artificial Intelligence 174, 15, 1142-1171. DOI:http://dx.doi.org/10.1016/j.artint.2010.07.002
94. M. Jordan Raddick, Georgia Bracey, Pamela L. Gay, Chris J. Lintott, Phil Murray, Kevin Schawinski, Alexander S. Szalay, and Jan Vandenberg. 2009. Galaxy Zoo: Exploring the motivations of citizen science volunteers. arXiv preprint 0909.2925.
95. Sasank Reddy, Deborah Estrin, Mark Hansen, and Mani Srivastava. 2010b. Examining micro-payments for participatory sensing data collections. In Proceedings of the 2010 ACM International Conference on Ubiquitous Computing (Ubicomp'10). ACM, New York, NY, 33-36. DOI:http://dx.doi.org/10.1145/1864349.1864355
96. Sasank Reddy, Deborah Estrin, and Mani Srivastava. 2010a. Recruitment framework for participatory sensing data collections. In Proceedings of the 2010 International Conference on Pervasive Computing (Pervasive'10). 138-155. DOI:http://dx.doi.org/10.1007/978-3-642-12654-3-9
97. Ju Ren, Yaoxue Zhang, Kuan Zhang, and Xuemin Shen. 2014. SACRM: Social aware crowdsourcing with reputation management in mobile sensing. CoRR abs/1411.7416. http://arxiv.org/abs/1411.7416
98. Francesco Restuccia and Sajal K. Das. 2014. FIDES: A trust-based framework for secure user incentivization in participatory sensing. In Proceedings of the 2014 IEEE International Symposium on a World of Wireless, Mobile, and Multimedia Networks (WoWMoM'14). 1-10. DOI:http://dx.doi.org/10.1109/WoWMoM.2014.6918972
99. Francesco Restuccia, Andrea Saracino, Sajal K. Das, and Fabio Martinelli. 2015. Preserving QoI in participatory sensing by tackling location-spoofing through mobile WiFi hotspots. In Proceedings of the 2015 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops'15). 81-86. DOI:http://dx.doi.org/10.1109/PERCOMW.2015.7133998
100. Jakob Rogstadius, Vassilis Kostakos, Aniket Kittur, Boris Smus, Jim Laredo, and Maja Vukovic. 2011. An assessment of intrinsic and extrinsic motivation on task performance in crowdsourcing markets. In Proceedings of the AAAI Conference on Weblogs and Social Media.
101. Jiang Rong, Tao Qin, and Bo An. 2015. Computing quantal response equilibrium for sponsored search auctions. In Proceedings of the 2015 International Conference on Autonomous Agents and Multiagent Systems (AAMAS'15). 1803-1804. http://dl.acm.org/citation.cfm?id=2772879.2773445.
102. Saul Rosenthal, Candice Feiring, and Michael Lewis. 2010. Political volunteering from late adolescence to young adulthood. Journal of Social Issues 54, 3, 477-493.
103. Dana Rotman, Jenny Preece, Jen Hammock, Kezee Procita, Derek Hansen, Cynthia Parr, Darcy Lewis, and David Jacobs. 2012. Dynamic changes in motivation in collaborative citizen-science projects. In Proceedings of the ACM Conference on Computer Supported Cooperative Work (CSCW'12). 217-226.
104. Ariel Rubinstein. 1998. Modeling Bounded Rationality. MIT Press Books, Cambridge, MA.
105. John P. Rula, Vishnu Navda, Fabián E. Bustamante, Ranjita Bhagwan, and Saikat Guha. 2014. No "one-size fits all": Towards a principled approach for incentives in mobile crowdsourcing. In Proceedings of the 15th Workshop on Mobile Computing Systems and Applications (HotMobile'14). 3:1-3:5.
106. Richard M. Ryan and Edward L. Deci. 2000a. Intrinsic and extrinsic motivations: Classic definitions and new directions. Contemporary Educational Psychology 25, 1, 54-67.
107. Richard M. Ryan and Edward L. Deci. 2000b. Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist 55, 1, 68.
108. Herbert A. Simon. 1957. Models of Man: Social and Rational. John Wiley & Sons, New York, NY.
109. Herbert Alexander Simon. 1982. Models of Bounded Rationality: Empirically Grounded Economic Reason. Vol. 3. MIT Press, Cambridge, MA.
110. Yaron Singer. 2010. Budget feasible mechanisms. In Proceedings of the 2010 IEEE Annual Symposium on Foundations of Computer Science (FOCS'10). IEEE, Los Alamitos, CA, 765-774. DOI:http://dx.doi. org/10.1109/FOCS.2010.78
111. Adish Singla and Andreas Krause. 2013. Truthful incentives in crowdsourcing tasks using regret minimization mechanisms. In Proceedings of the 22nd International Conference on World Wide Web (WWW'13). 1167-1178. http://dl.acm.org/citation.cfm?id=2488388.2488490.
112. Zheng Song, Chi H. Liu, Jie Wu, Jian Ma, andWendongWang. 2014. QoI-aware multitask-oriented dynamic participant selection with budget constraints. IEEE Transactions on Vehicular Technology 63, 9, 4618-4632. DOI:http://dx.doi.org/10.1109/TVT.2014.2317701
113. Steven Tadelis. 2013. Game Theory: An Introduction. Princeton University Press, Princeton, NJ.
114. Manoop Talasila, Reza Curtmola, and Cristian Borcea. 2015. Collaborative Bluetooth-based location authentication on smart phones. Pervasive and Mobile Computing, 17, Part A, 43-62. DOI:http://dx.doi.org/10.1016/j.pmcj.2014.02.004
115. A. Tarable, A. Nordio, E. Leonardi, and M. A. Marsan. 2015. The importance of being earnest in crowdsourcing systems. In Proceedings of the 2015 IEEE Conference on Computer Communications (INFOCOM'15). 2821-2829. DOI:http://dx.doi.org/10.1109/INFOCOM.2015.7218675
116. Chen-Khong Tham and Tie Luo. 2013. Quality of contributed service and market equilibrium for participatory sensing. In Proceedings of the 2013 IEEE International Conference on Distributed Computing in Sensor Systems (DCOSS'13). 133-140. DOI:http://dx.doi.org/10.1109/DCOSS.2013.54
117. Chen-Khong Tham and Tie Luo. 2014. Fairness and social welfare in service allocation schemes for participatory sensing. Computer Networks 73, 58-71. DOI:http://dx.doi.org/10.1016/j.comnet.2014.07.013
118. Chen-Khong Tham and Tie Luo. 2015. Quality of contributed service and market equilibrium for participatory sensing. IEEE Transactions on Mobile Computing 14, 4, 829-842. DOI:http://dx.doi.org/10.1109/TMC.2014.2330302
119. Thermodo. 2014. Thermodo Temperature Sensor. Retrieved December 4, 2014, from http://www.thermodo. com.
120. Arvind Thiagarajan, Lenin Ravindranath, Katrina LaCurts, Samuel Madden, Hari Balakrishnan, Sivan Toledo, and Jakob Eriksson. 2009. VTrack: Accurate, energy-aware road traffic delay estimation using mobile phones. In Proceedings of the 2009 ACM Conference on Embedded Networked Sensor Systems (SenSys'09). ACM, New York, NY, 85-98. DOI:http://dx.doi.org/10.1145/1644038.1644048
121. Brian Tung and Leonard Kleinrock. 1993. Distributed control methods. In Proceedings of the 1993 International Symposium on High Performance Distributed Computing. 206-215. DOI:http://dx.doi.org/10.1109/HPDC.1993.263840
122. Yoshitaka Ueyama, Morihiko Tamai, Yutaka Arakawa, and Keiichi Yasumoto. 2014. Gamification-based incentive mechanism for participatory sensing. In Proceedings of the 2014 IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOM Workshops'14). 98-103. DOI:http://dx.doi.org/10.1109/PerComW.2014.6815172
123. William Vickrey. 1961. Counterspeculation, auctions, and competitive sealed tenders. Journal of Finance 16, 1, 8-37.
124. Xinlei Wang, Wei Cheng, Prasant Mohapatra, and Tarek Abdelzaher. 2013. ARTSense: Anonymous reputation and trust in participatory sensing. In Proceedings of the 2013 IEEE International Conference of Computer Communications (INFOCOM'13). 2517-2525. DOI:http://dx.doi.org/10.1109/INFCOM. 2013.6567058
125. Xinlei Wang, Wei Cheng, Prasant Mohapatra, and Tarek Abdelzaher. 2014. Enabling reputation and trust in privacy-preserving mobile sensing. IEEE Transactions on Mobile Computing 13, 12, 2777-2790. DOI:http://dx.doi.org/10.1109/TMC.2013.150
126. Xinlei Wang, Kannan Govindan, and Prasant Mohapatra. 2011. Collusion-resilient quality of information evaluation based on information provenance. In Proceedings of the 2011 Annual IEEE Communications Society Conference on Sensor, Mesh, and Ad Hoc Communications and Networks (SECON'11). 395-403. DOI:http://dx.doi.org/10.1109/SAHCN.2011.5984923
127. Waze. 2014. The Waze Traffic Monitoring Application. Retrieved December 16, 2014, from http://www. waze.com.
128. Yueming Wei, Yanmin Zhu, Hongzi Zhu, Qian Zhang, and Guangtao Xue. 2015. Truthful online double auctions for dynamic mobile crowdsourcing. In Proceedings of the 2015 IEEE Conference on Computer Communications (INFOCOM'15). 2074-2082. DOI:http://dx.doi.org/10.1109/INFOCOM.2015.7218592
129. John Wilson. 2000. Volunteering. Annual Review of Sociology 26, 215-240.
130. John Wilson and Marc Musick. 1997. Who cares? Toward an integrated theory of volunteer work. American Sociological Review 62, 694-713.
131. Robert Wuthnow. 1995. Learning to Care: Elementary Kindness in an Age of Indifference. Oxford University Press.
132. Chenren Xu, Sugang Li, Yanyong Zhang, Emiliano Miluzzo, and Yi Farn Chen. 2014. Crowdsensing the speaker count in the wild: Implications and applications. IEEE Communications Magazine 52, 10, 92-99. DOI:http://dx.doi.org/10.1109/MCOM.2014.6917408
133. Yahoo! 2012. Waze Sale Signals New Growth for Israeli High Tech. Retrieved December 4, 2014, from http://news.yahoo.com/waze-sale-signals-growth-israeli-high-tech-174533585.html.
134. Tingxin Yan, Baik Hoh, Deepak Ganesan, Kenneth Tracton, Toch Iwuchukwu, and Juong-Sik Lee. 2011. CrowdPark: A Crowdsourcing-Based Parking Reservation System for Mobile Phones. Technical Report. University of Massachusetts at Amherst.
135. Dejun Yang, Guoliang Xue, Xi Fang, and Jian Tang. 2012. Crowdsourcing to smartphones: Incentive mechanism design for mobile phone sensing. In Proceedings of the 2012 ACM Annual International Conference on Mobile Computing and Networking (MobiCom'12). ACM, New York, NY, 173-184. DOI:http://dx.doi.org/10.1145/2348543.2348567
136. Dejun Yang, Xiang Zhang, and Guoliang Xue. 2014. PROMISE: A framework for truthful and profit maximizing spectrum double auctions. In Proceedings of the 2014 IEEE Conference on Computer Communications (INFOCOM'14). 109-117. DOI:http://dx.doi.org/10.1109/INFOCOM.2014.6847930
137. S. Yang, U. Adeel, and J. McCann. 2015. Backpressure meets taxes: Faithful data collection in stochastic mobile phone sensing systems. In Proceedings of the 2015 IEEE Conference on Computer Communications (INFOCOM'15). 1490-1498. DOI:http://dx.doi.org/10.1109/INFOCOM.2015.7218527
138. Daqing Zhang, Haoyi Xiong, Leye Wang, and Guanling Chen. 2014. CrowdRecruiter: Selecting participants for piggyback crowdsensing under probabilistic coverage constraint. In Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp'14). ACM, New York, NY, 703-714. DOI:http://dx.doi.org/10.1145/2632048.2632059
139. Qi Zhang, Yutian Wen, Xiaohua Tian, Xiaoying Gan, and Xinbing Wang. 2015. Incentivize crowd labeling under budget constraint. In Proceedings of the 2015 IEEE Conference on Computer Communications (INFOCOM'15). 2812-2820. DOI:http://dx.doi.org/10.1109/INFOCOM.2015.7218674
140. Xiang Zhang, Guoliang Xue, Ruozhou Yu, Dejun Yang, and Jian Tang. 2015a. Keep your promise: Mechanism design against free-riding and false-reporting in crowdsourcing. IEEE Internet of Things Journal 2, 6, 562-572. DOI:http://dx.doi.org/10.1109/JIOT.2015.2441031
141. Xiang Zhang, Guoliang Xue, Ruozhou Yu, Dejun Yang, and Jian Tang. 2015b. Truthful incentive mechanisms for crowdsourcing. In Proceedings of the 2015 IEEE Conference on Computer Communications (INFOCOM'15). 2830-2838. DOI:http://dx.doi.org/10.1109/INFOCOM.2015.7218676
142. Yu Zhang and Mihaela Van Der Schaar. 2012. Reputation-based incentive protocols in crowdsourcing applications. In Proceedings of the 2012 IEEE International Conference on Computer Communications (INFOCOM'12). 2140-2148. DOI:http://dx.doi.org/10.1109/INFCOM.2012.6195597
143. Dong Zhao, Xiang-Yang Li, and Huadong Ma. 2014. How to crowdsource tasks truthfully without sacrificing utility: Online incentive mechanisms with budget constraint. In Proceedings of the 2014 IEEE Conference on Computer Communications (INFOCOM'14). 1213-1221. DOI:http://dx.doi.org/10.1109/INFOCOM.2014.6848053
144. Dong Zhao, Xiang-Yang Li, and Huadong Ma. 2015. Budget-feasible online incentive mechanisms for crowdsourcing tasks truthfully. IEEE/ACM Transactions on Networking 99, 1. DOI:http://dx.doi.org/10.1109/TNET.2014.2379281
145. Pengfei Zhou, Yuanqing Zheng, and Mo Li. 2014. How long to wait? Predicting bus arrival time with mobile phone based participatory sensing. IEEE Transactions on Mobile Computing 13, 6, 1228-1241. DOI:http://dx.doi.org/10.1109/TMC.2013.136