Socially aware networking: A survey

IEEE Systems Journal

Volumn 9, Issue 3, 2015, Pages 904-921

  Xia, Feng ^a   Liu, Li ^a   Li, Jie ^a   Ma, Jianhua ^b   Vasilakos, Athanasios V ^c  

^a DALIAN UNIVERSITY OF TECHNOLOGY   (China)

^b HOSEI UNIVERSITY   (Japan)

^c UNIVERSITY OF WESTERN MACEDONIA   (Greece)

Author keywords

Data dissemination; forwarding; mobile social networks; routing; social awareness

Indexed keywords

AUTOMATA THEORY; EMBEDDED SYSTEMS; MOBILE AD HOC NETWORKS; MOBILE TELECOMMUNICATION SYSTEMS; SOCIAL ASPECTS; SOCIAL NETWORKING (ONLINE); SURVEYS;

DATA DISSEMINATION; FORWARDING; MOBILE SOCIAL NETWORKS; ROUTING; SOCIAL AWARENESS;

DELAY TOLERANT NETWORKS;

EID: 85027958642     PISSN: 19328184     EISSN: 19379234     Source Type: Journal    
DOI: 10.1109/JSYST.2013.2281262     Document Type: Article

References (116)

1. M. Walsh, "Gartner: Mobile to outpace desktop web by 2013, " Online Media Daily, Jan. 2010.
2. L. Pelusi, A. Passarella, and M. Conti, "Opportunistic networking: Data forwarding in disconnected mobile ad hoc networks, " IEEE Commun. Mag., vol. 44, no. 11, pp. 134-141, Nov. 2006.
3. I. Stojmenovi, Ed., Handbook of Wireless Networks and Mobile Computing, 1st ed. New York, NY, USA: Wiley, 2002, pp. 325-346.
4. N. D. Lane, E. Muluzzo, H. Lu, D. Peebles, T. Choudhury, and A. T. Campbell, "A survey of mobile phone sensing, " IEEE Commun. Mag., vol. 48, no. 9, pp. 140-150, Sep. 2010.
5. D. Huang, "Mobile cloud computing, " in Proc. IEEE COMSOC MMTC E-Lett., 2011, pp. 1-4.
6. M. Conti and M. Kumar, "Opportunities in opportunistic computing, " Computer, vol. 43, no. 1, pp. 42-50, Jan. 2010.
7. P. Hui, A. Chaintreau, R. Gass, J. Scott, J. Crowcroft, and C. Diot, "Pocket-switched networking: Challenges, feasibility and implementation issues, " in Lecture Notes in Computer Science. Berlin, Germany: Springer-Verlag, 2006, pp. 1-12.
8. W. Chen, R. K. Guha, T. J. Kwon, J. Lee, and I. Y. Hsu, "A survey and challenges in routing and data dissemination in vehicular ad-hoc networks, " in Proc. IEEE Int. Conf. Veh. Electron. Safety, Columbus, OH, USA, 2008, pp. 328-333.
9. F.-J. Wu, Y.-F. Kao, and Y.-C. Tseng, "From wireless sensor networks toward cyber physical system, " Pervasive Mobile Comput., vol. 7, no. 4, pp. 397-413, Aug. 2011.
10. K. Yang, X. Cheng, L. Hu, and J. Zhang, "Mobile social networks: State-of-the-art and a new vision, " Int. J. Commun. Syst., vol. 25, no. 10, pp. 1245-1259, Oct. 2012.
11. M. R. Schurgot, C. Comaniciu, and K. Jaffrès-Runser, "Beyond traditional DTN routing: Social networks for opportunistic communication, " IEEE Commun. Mag., vol. 50, no. 7, pp. 155-162, Jul. 2012.
12. D. Popovici, M. Desertot, S. Lecomte, and T. Delot, "A framework for mobile and context-aware applications applied to vehicular social networks, " Social Netw. Anal. Mining, vol. 3, no. 3, pp. 329-340, Sep. 2013.
13. B. Guo, Z. Yu, X. Zhou, and D. Zhang, "Opportunistic IoT: Exploring the social side of the Internet of things, " in Proc. IEEE CSCWD, May 23-25, 2012, pp. 925-929.
14. D. Zhang, B. Guo, and Z. Yu, "The emergence of social and community intelligence, " Computer, vol. 44, no. 7, pp. 21-28, Jul. 2011.
15. S. Milgram, "The small world problem, " Psychol. Today, vol. 1, no. 1, pp. 60-67, May 1967.
16. D. Saxbe, "Six degrees of separation: Two new studies test 'six degrees of separation' hypothesis, " Psychol. Today, Nov. 2003.
17. W. X. Zhou, D. Sornette, R. A. Hill, and R. I. M. Dunbar, "Discrete hierarchical organization of social group sizes, " Proc. R. Soc. Lond. B, Biol. Sci., vol. 272, no. 1561, pp. 439-444, Feb. 2005.
18. D. J. Watts and S. H. Strogatz, "Collective dynamics of 'small-world' networks, " Nature, vol. 393, no. 6684, pp. 440-442, Jun. 1998.
19. S. Wasserman and K. Faust, Social Network Analysis: Methods and Applications, Structural Analysis in the Social Sciences Series. Cambridge, U.K.: Cambridge Univ. Press, 1994.
20. O. Serrat, "Social network analysis, " in Knowledge Solutions. Washington, DC, USA: Asian Development Bank, Feb. 2009.
21. F. Li and J. Wu, "LocalCom: A community-based epidemic forwarding scheme in disruption-tolerant networks, " in Proc. IEEE SECON, Rome, Italy, 2009, pp. 1-9.
22. E. M. Daly and M. Haahr, "Social network analysis for information flow in disconnected delay-tolerant MANETs, " IEEE Trans. Mobile Comput., vol. 8, no. 5, pp. 606-621, May 2009.
23. E. M. Daly and M. Haahr, "Social network analysis for routing in disconnected delay-tolerant MANETs, " in Proc. ACM MobiHoc, Montreal, QC, Canada, 2007, pp. 32-40.
24. P. Hui, J. Crowcroft, and E. Yoneki, "Bubble Rap: Social-based forwarding in delay tolerant networks, " in Proc. ACM MobiHoc, Hong Kong, 2008, pp. 241-250.
25. E. Yoneki, P. Hui, S. Chan, and J. Crowcroft, "A socio-aware overlay for publish/subscribe communication in delay tolerant networks, " in Proc. ACM MSWiM, Chania, Creete, 2007, pp. 225-234.
26. F. Li and J. Wu, "MOPS: Providing content-based service in disruption-tolerant networks, " in Proc. IEEE ICDCS, Montreal, QC, Canada, 2009, pp. 526-533.
27. A. J. Mashhadi, S. B. Mokhtar, and L. Capra, "Habit: Leveraging human mobility and social network for efficient content dissemination in delay tolerant networks, " in Proc. IEEE WoWMoM, Kos, Greece, 2009, pp. 1-6.
28. N. Wang and E. Yoneki, "Impact of social structure on forwarding algorithms in opportunistic networks, " in Proc. iCOST Mobile Wireless Netw., Shanghai, China, 2011, pp. 82-88.
29. L. C. Freeman, "A set of measures of centrality based on betweenness, " Sociometry, vol. 40, no. 1, pp. 35-41, Mar. 1977.
30. L. C. Freeman, "Centrality in social networks conceptual clarification, " Social Netw., vol. 1, no. 3, pp. 215-239, Jan. 1978.
31. Y. Zhang and J. Zhao, "Social network analysis on data diffusion in delay tolerant networks, " in Proc. ACM MobiHoc, New Orleans, LA, USA, 2009, pp. 345-346.
32. D. Katsaros, N. Dimokas, and L. Tassiulas, "Social network analysis concepts in the design of wireless ad hoc network protocols, " IEEE Netw., vol. 24, no. 6, pp. 23-29, Nov./Dec. 2010.
33. A. Mtibaa, A. Chaintreau, J. LeBrun, E. Oliver, A.-K. Pietilainen, and C. Diot, "Are you moved by your social network application?" in Proc. WOSN 1st Workshop Online Social Netw., New York, NY, USA, 2008, pp. 67-72.
34. M. S. Granovetter, "The strength of weak ties, " Amer. J. Sociol., vol. 78, no. 6, pp. 1360-1380, May 1973.
35. M. González, C. Hidalgo, and A.-L. Barabási, "Understanding individual human mobility patterns, " Nature, vol. 453, no. 7196, pp. 779-782, Jun. 2008.
36. W. Hsu, T. Spyropoulos, K. Psounis, and A. Helmy, "Modeling time-variant user mobility in wireless mobile networks, " in Proc. IEEE INFOCOM, Anchorage, AK, USA, 2007, pp. 758-766.
37. S. Yang, X. Yang, C. Zhang, and E. Spyrou, "Using social network theory for modeling human mobility, " IEEE Netw., vol. 24, no. 5, pp. 6-13, Sep./Oct. 2010.
38. P. Hui and J. Crowcroft, "How small labels create big improvements, " in Proc. IEEE PerCom Workshops, Whiteplains, NY, USA, 2007, pp. 65-70.
39. A. Chaintreau, P. Hui, J. Crowcroft, C. Diot, R. Gass, and J. Scott, "Impact of human mobility on the design of opportunistic forwarding algorithms, " in Proc. IEEE INFOCOM, Barcelona, Spain, 2006, pp. 606-620.
40. L. Danon, J. Duch, A. Diaz-Guilera, and A. Arenas, "Comparing community structure identification, " J. Stat. Mech., Theory Exp., vol. 2005, no. 9, pp. 1-10, Sep. 2005.
41. E. Bulut and B. K. Szymanski, "Friendship based routing in delay tolerant mobile social networks, " in Proc. IEEE GLOBECOM, Miami, FL, USA, 2010, pp. 1-5.
42. M. Musolesi, P. Hui, C. Mascolo, and J. Crowcroft, "Writing on the clean slate: Implementing a socially-aware protocol in Haggle, " in Proc. IEEE WoWMoM, Newport Beach, CA, USA, 2008, pp. 1-6.
43. T. Zhou, R. R. Choudhury, and K. Chakrabarty, "Diverse routing: Exploiting social behavior for routing in delay-tolerant networks, " in Proc. CSE, Vancouver, BC, Canada, Aug. 2009, vol. 4, pp. 1115-1122.
44. M. Musolesi, S. Hailes, and C. Mascolo, "Adaptive routing for intermittently connected mobile ad hoc networks, " in Proc. IEEE WoWMoM, Taormina-Giardini Naxos, Italy, 2005, pp. 183-189.
45. A. Lindgren, A. Doria, and O. Schelén, "Probabilistic routing in intermittently connected networks, " in Proc. Serv. Assur. Partial Intermittent Resourc., 2004, vol. 3126, pp. 239-254.
46. J. Leguay, T. Friedman, and V. Conan, "DTN routing in a mobility pattern space, " in Proc. ACM SIGCOMM WDTN, Philadelphia, PA, USA, 2005, pp. 276-283.
47. B. Burns, O. Brock, and B. N. Levine, "MV routing and capacity building in disruption tolerant networks, " in Proc. IEEE INFOCOM, Miami, FL, USA, 2005, pp. 398-408.
48. C. Boldrini, M. Conti, and A. Passarella, "Exploiting users' social relations to forward data in opportunistic networks: The HiBOp solution, " Pervasive Mobile Comput., vol. 4, no. 5, pp. 633-657, Oct. 2008.
49. A. Mtibaa, M. May, C. Diot, and M. Ammar, "PeopleRank: Social opportunistic forwarding, " in Proc. IEEE INFOCOM, San Diego, CA, USA, 2010, pp. 1-5.
50. J. Burgess, B. Gallagher, D. Jensen, and B. N. Levine, "Maxprop: Routing for vehicle-based disruption-tolerant networks, " in Proc. IEEE INFOCOM, Barcelona, Spain, 2006, pp. 1-11.
51. Q. Yuan, I. Cardei, and J. Wu, "Predict and relay: An efficient routing in disruption-tolerant networks, " in Proc. ACM MobiHoc, New Orleans, LO, USA, 2009, pp. 95-104.
52. F. Nazir, J. Ma, and A. Seneviratne, "Time critical content delivery using predictable patterns in mobile social networks, " in Proc. CSE, Vancouver, BC, Canada, 2009, pp. 1066-1073.
53. W. Gao, G. Cao, T. La Porta, and J. Han, "On exploiting transient social contact patterns for data forwarding in delay tolerant networks, " IEEE Trans. Mobile Comput., vol. 12, no. 1, pp. 151-165, Jan. 2013.
54. W. Gao, Q. Li, B. Zhao, and G. Cao, "Social-aware multicast in disruption-tolerant networks, " IEEE/ACM Trans. Netw., vol. 20, no. 5, pp. 1553-1566, Oct. 2012.
55. S. Patra, S. Saha, V. Shah, S. Sengupta, K. G. Singh, and S. Nandi, "A qualitative survey on multicast routing in delay tolerant networks, " in Proc. WiMo/CoNeCo, Ankara, Turkey, 2011, pp. 197-206.
56. M. Radenkovic and A. Grundy, "Efficient and adaptive congestion control for heterogeneous delay tolerant networks, " Ad Hoc Netw., vol. 10, no. 7, pp. 1322-1345, Sep. 2012.
57. K.-i. Kawarabayashi, F. Nazir, and H. Prendinger, "Message duplication reduction in dense mobile social networks, " in Proc. ICCCN, Zurich, Switzerland, 2010, pp. 1-6.
58. V. Erramilli, M. Crovella, A. Chaintreau, and C. Diot, "Delegation forwarding, " in Proc. ACM MobiHoc, Hong Kong, 2008, pp. 251-260.
59. J. M. Pujol, A. L. Toledo, and P. Rodriguez, "Fair routing in delay tolerant networks, " in Proc. IEEE INFOCOM, Rio de Janeiro, Brazil, 2009, pp. 837-845.
60. M. Radenkovic and A. Grundy, "Congestion aware forwarding in delay tolerant and social opportunistic networks, " in Proc. WONS, Bardonecchia, Italy, 2011, pp. 60-67.
61. M. A. Islam and M. Waldvogel, "Optimizing message delivery in mobile-opportunistic networks, " in Proc. Baltic Congr. Future Internet Commun., Riga, Latvia, 2011, pp. 134-141.
62. P. Yuan, H. Ma, and P. Duan, "On exploiting few strangers for data forwarding in delay tolerant networks, " in Proc. MSN, Beijing, China, 2011, pp. 282-288.
63. I.-R. Chen, F. Bao, M. Chang, and J.-H. Cho, "Trust management for encounter-based routing in delay tolerant networks, " in Proc. IEEE GLOBECOM, Miami, FL, USA, 2010, pp. 1-6.
64. A. Panagakis, A. Vaios, and I. Stavrakakis, "On the effects of cooperation in DTNs, " in Proc. COMSWARE, Bangalore, India, 2007, pp. 1-6.
65. K. Xu, P. Hui, V. O. K. Li, J. Crowcroft, V. Latora, and P. Lio, "Impact of altruism on opportunistic communications, " in Proc. ICUFN, Hong Kong, 2009, pp. 153-158.
66. P. Hui, K. Xu, V. O. K. Li, J. Crowcroft, V. Latora, and P. Lio, "Selfishness, altruism and message spreading in mobile social networks, " in Proc. IEEE INFOCOM, Rio de Janeiro, Brazil, 2009, pp. 1-6.
67. O. R. Helgason, F. Legendre, V. Lenders, M. May, and G. Karlsson, "Performance of opportunistic content distribution under different levels of cooperation, " in Proc. EW Conf., Lucca, Italy, 2010, pp. 903-910.
68. Y. Li, G. Su, and Z. Wang, "Evaluating the effects of node cooperation on DTN routing, " AEU-Int. J. Electron. Commun., vol. 66, no. 1, pp. 62-67, Jan. 2012.
69. Y. Li, G. Su, D. O. Wu, D. Jin, L. Su, and L. Zeng, "The impact of node selfishness on multicasting in delay tolerant networks, " IEEE Trans. Veh. Technol., vol. 60, no. 5, pp. 2224-2238, Jun. 2011.
70. Q. Li, S. Zhu, and G. Cao, "Routing in socially selfish delay tolerant networks, " in Proc. IEEE INFOCOM, San Diego, CA, USA, 2010, pp. 1-9.
71. J. R. Douceur, "The Sybil attack, " in Lecture Notes of Computer Science. London, U.K.: Springer-Verlag, 2002, pp. 251-260.
72. E. Friedman and P. Resnick, "The social cost of cheap pseudonyms, " J. Econ. Manage. Strategy, vol. 10, no. 2, pp. 173-199, Summer 2001.
73. B. B. Chen and M. C. Chan, "MobiCent: A credit-based incentive system for disruption tolerant network, " in Proc. IEEE INFOCOM, San Diego, CA, USA, 2010, pp. 1-9.
74. N. Li and S. K. Das, "RADON: Reputation-assisted data forwarding in opportunistic networks, " in Proc. 2nd Int. Workshop Mobile Opportunistic Netw., Pisa, Italy, 2010, pp. 8-14.
75. A. Mei and J. Stefa, "Give2get: Forwarding in social mobile wireless networks of selfish individuals, " in Proc. ICDCS, Genova, Italy, 2010, pp. 488-497.
76. L. Wei, H. Zhu, Z. Cao, and X. Shen, "MobiID: A user-centric and social-aware reputation based incentive scheme for delay/disruption tolerant networks, " in Proc. Ad-hoc, Mobile, Wireless Netw., vol. 6811, Lecture Notes in Computer Science, 2011, pp. 177-190.
77. G. Bigwood and T. Henderson, "IRONMAN: Using social networks to add incentives and reputation to opportunistic networks, " in Proc. IEEE SocialCom, Boston, MA, USA, 2011, pp. 65-72.
78. Z. Xu, Y. Jin, W. Shu, X. Liu, and J. Luo, "SReD: A secure reputation-based dynamic window scheme for disruption-tolerant networks, " in Proc. IEEE MILCOM, Boston, MA, USA, 2009, pp. 1-7.
79. Q. Li and G. Cao, "Mitigating routing misbehavior in disruption tolerant networks, " IEEE Trans. Inf. Forensics Security, vol. 7, no. 2, Apr. 2012.
80. H. Zhu, X. Lin, R. Lu, Y. Fan, and X. Shen, "SMART: A secure multilayer credit-based incentive scheme for delay-tolerant networks, " IEEE Trans. Veh. Technol., vol. 58, no. 8, pp. 4628-4639, Oct. 2009.
81. R. Lu, X. Lin, H. Zhu, X. Shen, and B. Preiss, "Pi: A practical incentive protocol for delay tolerant networks, " IEEE Trans. Wireless Commun., vol. 9, no. 4, pp. 1483-1493, Apr. 2010.
82. BitTorrent Protocol Specification, 2003. [Online]. Available: http://wiki. theory.org/BitTorrentSpecification
83. U. Shevade, H. H. Song, L. Qiu, and Y. Zhang, "Incentive-aware routing in DTNs, " in Proc. IEEE ICNP, Orlando, FL, USA, 2008, pp. 238-247.
84. L. Buttyán, L. Dóra, M. Félegyházi, and I. Vajda, "Barter trade improves message delivery in opportunistic networks, " Ad Hoc Netw., vol. 8, no. 1, pp. 1-14, Jan. 2010.
85. M. Y. S. Uddin, B. Godfrey, and T. Abdelzaher, "RELICS: In-network realization of incentives to combat selfishness in DTNs, " in Proc. IEEE ICNP, Kyoto, Japan, 2010, pp. 203-212.
86. S. Trifunovic, F. Legendre, and C. Anastasiades, "Social trust in opportunistic networks, " in Proc. IEEE INFOCOM, San Diego, CA, USA, 2010, pp. 1-6.
87. A. Mtibaa and K. A. Harras, "Social-based trust in mobile opportunistic networks, " in Proc. ICCCN, Maui, HI, USA, 2011, pp. 1-6.
88. V. Lenders, G. Karlsson, and M. May, "Wireless ad hoc podcasting, " in Proc. IEEE SECON, San Diego, CA, USA, 2007, pp. 273-283.
89. Y. Ma and A. Jamalipour, "A cooperative cache-based content delivery framework for intermittently connected mobile ad hoc networks, " IEEE Trans. Wireless Commun., vol. 9, no. 1, pp. 366-373, Jan. 2010.
90. Y. Ma, M. R. Kibria, and A. Jamalipour, "Cache-based content delivery in opportunistic mobile ad hoc networks, " in Proc. IEEE GLOBECOM, New Orleans, LO, USA, 2008, pp. 1-5.
91. M. Chuah, P. Yang, and P. Hui, "Cooperative user centric information dissemination in human content-based networks, " in Proc. IEEE ICPAD, Shanghai, China, 2010, pp. 794-799.
92. Y. Ma and A. Jamalipour, "Cooperative content dissemination in intermittently connected networks, " in Proc. IEEE ICC, Dresden, Germany, 2009, pp. 1-5.
93. E. Jaho and I. Stavrakakis, "Joint interest-and locality-aware content dissemination in social networks, " in Proc. WONS, Snowbird, UT, USA, 2009, pp. 173-180.
94. C. Boldrini, M. Conti, and A. Passarella, "Design and performance evaluation of ContentPlace, a social-aware data dissemination system for opportunistic networks, " Comput. Netw., vol. 54, no. 4, pp. 589-604, Mar. 2010.
95. C. Boldrini, M. Conti, and A. Passarella, "ContentPlace: Social-aware data dissemination in opportunistic networks, " in Proc. MSWIM, Vancouver, BC, Canada, 2008, pp. 203-210.
96. C. Boldrini, M. Conti, and A. Passarella, "Context and resource awareness in opportunistic network data dissemination, " in Proc. WoWMoM, Newport Beach, CA, USA, 2008, pp. 1-6.
97. P. Costa, C. Mascolo, M. Musolesi, and G.-P. Picco, "Socially-aware routing for publish-subscribe in delay-tolerant mobile ad hoc networks, " IEEE J. Sel. Areas Commun., vol. 26, no. 5, pp. 748-760, Jun. 2008.
98. T. Spyropoulos, K. Psounis, and C. S. Raghavendra, "Spray and wait: An efficient routing scheme for intermittently connected mobile networks, " in Proc. ACM SIGCOMM WDTN, Philadelphia, PA, USA, 2005, pp. 252-259.
99. J. Fan, Y. Du, W. Gao, J. Chen, and Y. Sun, "Geography-aware active data dissemination in mobile social networks, " in Proc. IEEE MASS, San Francisco, CA, USA, 2010, pp. 109-118.
100. W. Gao, G. Cao, M. Srivatsa, and A. Iyengar, "Distributed maintenance of cache freshness in opportunistic mobile networks, " in Proc. IEEE ICDCS, Macau, China, 2012, pp. 132-141.
101. F. Li, Y. Yang, and J. Wu, "CPMC: An efficient proximity malware coping scheme in smartphone-based mobile networks, " in Proc. IEEE INFOCOM, San Diego, CA, USA, 2010, pp. 1-9.
102. V. Lenders, E. Koukoumidis, P. Zhang, and M. Martonosi, "Location-based trust for mobile user-generated content: Applications, challenges and implementations, " in Proc. 9th Workshop Mobile Comput. Syst. Appl., Santa Cruz, CA, USA, 2008, pp. 60-64.
103. G. Palla, I. Derenyi, I. Farkas, and T. Vicsek, "Uncovering the overlapping community structure of complex networks in nature and society, " Nature, vol. 435, no. 7043, pp. 814-818, Jun. 2005.
104. S. Fortunato, "Community detection in graphs, " Phys. Rep., vol. 486, no. 3/5, pp. 75-174, Feb. 2010.
105. M. Musolesi and C. Mascolo, "A community based mobility model for ad hoc network research, " in Proc. ACM REALMAN, Florence, Italy, 2006, pp. 31-38.
106. C. Boldrini and A. Passarella, "HCMM: Modeling spatial and temporal properties of human mobility driven by users' social relationships, " Comput. Commun., vol. 33, no. 9, pp. 1056-1074, Jun. 2010.
107. V. Borrel, F. Legendre, M. Dias de Amorim, and S. Fdida, "SIMPS: Using sociology for personal mobility, " IEEE/ACM Trans. Netw., vol. 17, no. 3, pp. 831-842, Jun. 2009.
108. D. Fischer, K. Herrmann, and K. Rothermel, "GeSoMo-A general social mobility model for delay tolerant networks, " in Proc. IEEE 7th Int. Conf. Mobile Ad Hoc Sensor Syst., San Francisco, CA, USA, 2010, pp. 99-108.
109. A. Mei and J. Stefa, "SWIM: A simple model to generate small mobile worlds, " in Proc. IEEE INFOCOM, Rio de Janeiro, Brazil, 2009, pp. 2106-2113.
110. K. Lee, S. Hong, S. J. Kim, I. Rhee, and S. Chong, "SLAW: A new mobility model for human walks, " in Proc. IEEE INFOCOM, Rio de Janeiro, Brazil, 2009, pp. 855-863.
111. F. Ekman, A. Keranen, J. Karvo, and J. Ott, "Working day movement model, " in Proc. 1st ACM SIGMOBILE Workshop Mobility Models, Hong Kong, 2008, pp. 33-40.
112. A. Madan, M. Cebrian, D. Lazer, and A. Pentland, "Social sensing for epidemiological behavior change, " in Proc. ACM UBICOMP, Copenhagen, Denmark, 2010, pp. 291-300.
113. K. Rechert, K. Meier, R. M. Zahoransky, D. Wehrle, D. von Suchodoletz, B. Greschbach, S. Wohlgemuth, and I. Echizen, "Reclaiming location privacy in mobile telephony networks-Effects and consequences for providers and subscribers, " IEEE Syst. J., vol. 7, no. 2, pp. 211-222, Jun. 2013.
114. N. Kayastha, D. Niyato, P. Wang, and E. Hossain, "Applications, architectures, and protocol design issues for mobile social networks: A survey, " Proc. IEEE, vol. 99, no. 12, pp. 2130-2158, Dec. 2011.
115. G. Vakili and S. Khorsandi, "Self-organized cooperation policy setting in P2P systems based on reinforcement learning, " IEEE Syst. J., vol. 7, no. 1, pp. 151-160, Mar. 2013.
116. X. Wang and S. Li, "Scalable routing modeling for wireless ad hoc networks by using polychromatic sets, " IEEE Syst. J., vol. 7, no. 1, pp. 50-58, Mar. 2013.