MobiGroup: Enabling Lifecycle Support to Social Activity Organization and Suggestion With Mobile Crowd Sensing

IEEE Transactions on Human-Machine Systems

Volumn 46, Issue 3, 2016, Pages 390-402

  Guo, Bin ^a   Yu, Zhiwen ^a   Chen, Liming ^b   Zhou, Xingshe ^a   Ma, Xiaojuan ^c  

^a NORTHWESTERN POLYTECHNICAL UNIVERSITY   (China)

^b DE MONTFORT UNIVERSITY   (United Kingdom)

^c HONG KONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Hong Kong)

Author keywords

Cross community sensing and mining; group computing; mobile crowd sensing (MCS); social activity organization

Indexed keywords

HUMAN COMPUTER INTERACTION;

BASELINE METHODS; GROUP ACTIVITIES; GROUP FORMATIONS; INTERACTION FREQUENCIES; PRECISION AND RECALL; REAL WORLD SETTING; SENSING SYSTEMS; SOCIAL ACTIVITIES;

HEURISTIC METHODS;

EID: 84949952928     PISSN: 21682291     EISSN: None     Source Type: Journal    
DOI: 10.1109/THMS.2015.2503290     Document Type: Article

References (51)

1. A. C. Ellis, S. J. Gibbs, and G. Rein, "Groupware: Some issues and experiences," Commun. ACM, vol. 31, no. 1, pp. 39-58, 1991.
2. D. MacLean, S. Hangal, S. K. Teh, M. S. Lam, and J. Heer, "Groups without tears: Mining social topologies from email," in Proc. 16th Int. Conf. Intell. User Interface, 2011, pp. 83-92.
3. M. Roth, A. Ben-David, D. Deutscher, G. Flysher, I. Horn, A. Leichtberg, and R. Merom, "Suggesting friends using the implicit social graph," in Proc. 16th ACM SIGKDD Int. Conf., 2010, pp. 233-242.
4. A. Saleema, J. Fogarty, and D. Weld, "Regroup: Interactive machine learning for on-demand group creation in social networks," in Proc. SIGCHI Conf., 2012, pp. 21-30.
5. M. Eslami, A. Aleyasen, R. Z. Moghaddam, and K. G. Karahalios, "Evaluation of automated friend grouping in online social networks," in Proc. SIGCHI Conf., 2014, pp. 2119-2124.
6. S. Whittaker, Q. Jones, B. Nardi, M. Creech, L. Terveen, E. Isaacs, and J. Hainsworth, "ContactMap: Organizing communication in a social desktop," ACM Trans. Comput. Hum. Int., vol. 11, no. 4, pp. 445-471, 2004.
7. E. Miluzzo, N. D. Lane, K. Fodor, R. Peterson, H. Lu, M. Musolesi, and A. T. Campbell, "Sensing meets mobile social networks: The design, implementation and evaluation of the CenceMe application," in Proc. 6th ACM Conf. Emb. Netw. Sens. Syst., 2008, pp. 337-350.
8. X. Bao and R.R. Choudhury, "MoVi:Mobile phone based video highlights via collaborative sensing," in Proc. 8th ACM Conf. Emb. Netw. Sens. Sys., 2010, pp. 357-370.
9. E. G. Boix, A. L. Carreton, C. Scholliers, T. V. Cutsem, W. D. Meuter, and T. D'Hondt, "Flocks: Enabling dynamic group interactions in mobile social networking applications," in Proc. ACMSymp. Appl. Comput., 2011, pp. 425-432.
10. B. Guo, D. Zhang, Z. Wang, Z. Yu, and X. Zhou, "Opportunistic IoT: Exploring the harmonious Interaction between human and the Internet of Things," J. Netw. Comput. Appl., vol. 36, no. 6, pp. 1531-1539, 2013.
11. D. Zhang, B. Guo, and Z. Yu, "The emergence of social and community intelligence," Comput., vol. 44, no. 7, pp. 21-28, 2011.
12. B. Guo, Z. Wang, Z. Yu, Y. Wang, N. Y. Yen, R. Huang, and X. Zhou, "Mobile crowd sensing and computing: The review of an emerging human-powered sensing paradigm," ACM Comput. Surv., vol. 48, no. 1, pp. 1-31, 2015.
13. B. Guo, H. He, Z. Yu, D. Zhang, and X. Zhou, "GroupMe: Supporting group formation with mobile sensing and social graph mining," in Proc. Mob. Ubiq. Syst., 2012, pp. 200-211.
14. A. Jameson and B. Smyth, "Recommendation to groups," in Adaptive Web. New York, NY, USA: Springer, 2007, pp. 596-627.
15. B. Guo, Z. Yu, D. Zhang, and X. Zhou, "Cross-community sensing and mining," IEEE Commu. Mag., vol. 52, no. 8, pp. 144-152, Aug. 2014.
16. H. Z. Kim and K. S. Eklundh, "Reviewing practices in collaborative writing," Comput. Supp. Cooperative Work, vol. 10, no. 2, pp. 247-259, 2001.
17. Z. Yang, W. Wu, K. Nahrstedt, G. Kurillo, and R. Bajcsy, "Enablingmultiparty 3Dtele-immersive environments with ViewCast," ACMTrans. Multi. Comput., vol. 6, no. 2, pp. 1-30, 2010.
18. E. Cho, S. A. Myers, and J. Leskovec, "Friendship and mobility: User movement in location-based social networks," in Proc. 17th ACM SIGKDD Int. Conf., 2011, pp. 1082-1090.
19. J. Tang, T. Lou, and J. Kleinberg, "Inferring social ties across heterogeneous networks," in Proc. 5th ACM Int. Conf. Web Search Data Mining, 2012, pp. 743-752.
20. B. Guo, D. Zhang, D. Yang, Z. Yu, and X. Zhou, "Enhancing memory recall via an intelligent social contact management system," IEEE Trans. Human Mach. Syst., vol. 44, no. 1, pp. 78-91, 2014.
21. N. Cross and A. C. Cross, "Observations of teamwork and social processes in design," Des. Stud., vol. 16, no. 2, pp. 143-170, 1995.
22. B. A. Nardi, Context and Consciousness: Activity Theory and Human Computer Interaction. Cambridge, MA, USA: MIT Press, 1996.
23. D. Easley and J. Kleinberg, Networks, Crowds, and Markets. Cambridge, U.K.: Cambridge Univ. Press, 2010.
24. S. Wakamiya, R. Lee, and K. Sumiya, "Urban area characterization based on semantics of crowd activities in twitter," in Proc. GeoSpatial Semantics, 2011, pp. 108-123.
25. Q. Chuan, X. Bao, R. R. Choudhury, and S. Nelakuditi, "Tagsense: A smartphone-based approach to automatic image tagging," in Proc. 9th Int. Conf. Mobile Syst., Appl. Serv., 2011, pp. 1-14.
26. H. V. Enrique, S. Alonso, F. Chiclana, and F. Herrera, "A consensusmodel for group decision making with incomplete fuzzy preference relations," IEEE Trans. Fuzzy Syst., vol. 15, no. 5, pp. 863-877, Oct. 2007.
27. M. E. J. Newman, "Modularity and community structure in networks," Proc. Natl. Acad. Sci., vol. 103, no. 23, pp. 8577-8582, 2006.
28. J. Staiano, B. Lepri, N. Aharony, F. Pianesi, N. Sebe, and A. Pentland, "Friends don't lie: Inferring personality traits from social network structure," in Proc. ACM Conf. Ubi. Comput., 2012, pp. 321-330.
29. A. K. Dey, "Understanding and using context," Pers. Ubiquit. Comput., vol. 5, no. 1, pp. 4-7, 2001.
30. C. Bizer, J. Lehmann, G. Kobilarov, S. Auer, C. Becker, R. Cyganiak, and S. Hellmann, "DBpedia-A crystallization point for the web of data," J. Web Semantics, vol. 7, no. 3, pp. 154-165, 2009.
31. Q. Yuan, G. Cong, Z. Ma, A. Sun, and N. M. Thalmann, "Time-aware point-of-interest recommendation," in Proc. 36th Int. ACM SIGIR Conf., 2013, pp. 363-372.
32. B. Guo, X. Xie, H. Chen, S. Huangfu, Z. Yu, and Z. Wang, "FlierMeet: Cross-space public information reposting with mobile crowd sensing," in Proc. ACM Conf. Ubi. Comp. Adjunc., 2014, pp. 59-62.
33. K. Cheverst, K. Mitchell, and N. Davies, "Investigating context-aware information push vs. information pull to tourists," in Proc. Mobile HCI, 2001, pp. 1-6.
34. J. Yang and J. Leskovec, "Patterns of temporal variation in online media," in Proc. 4th ACM Int. Conf. Web Search Data Mining, 2011, pp. 177-186.
35. R. Kumar, J. Novak, and A. Tomkins, "Structure and evolution of online social networks," Link Mining: Models, Algorithms, Applications. New York, NY, USA: Springer, 2010, pp. 337-357.
36. Q. Yang, S. J. Pan, and V. W. Zheng, "Estimating location using Wi-Fi," IEEE Intell. Syst., vol. 23, no. 1, pp. 8-13, Jan./Feb. 2008.
37. E. Tapia, S. S. Intille, and K. Larson, "Activity recognition in the home using simple and ubiquitous sensors," in Proc. Int. Conf. Pervasive Comput., 2004, pp. 158-175.
38. N. Ihaddadene, M. H. Sharif, and C. Djeraba, "Crowd behaviour monitoring," in Proc. 16th ACM Int. Conf. Multimedia, 2008, pp. 1013-1014.
39. X. Bao and R. R. Choudhury, "VUPoints: Collaborative sensing and video recording through mobile phones," ACM SIGCOMM Comput. Commun. Review, vol. 40, no. 1, pp. 100-105, 2010.
40. M. Azizyan, I. Constandache, and R. R. Choudhury, "SurroundSense: Mobile phone localization via ambience fingerprinting," in Proc. 15th ACM Int. Conf. Mobile Comput. Netw., 2009, pp. 261-272.
41. R. Jang. (Jun. 2008). Audio signal processing and recognition. [Online]. Available: http://mirlab.org/jang/books/audioSignalProcessing
42. T. Zhang and C. Kuo, "Hierarchical classification of audio data for archiving and retrieving," in Proc. Int. Conf. Acoust., Speech, Signal Process., 1999, pp. 3001-3004.
43. H. Lu, W. Pan, N. D. Lane, T. Choudhury, and A. T. Campbell, "Sound-Sense: Scalable sound sensing for people-centric applications on mobile phones," in Proc. 7th Int. Conf. Mobile Syst., Appl., Serv., 2009, 165-178.
44. G. Tzanetakis and P. Cook, "Sound analysis using MPEG compressed audio," in Proc. Int. Conf. Acoust. Speech, Signal Process., 2000, pp. 11761-11764.
45. Y. Zhan and T. Kuroda, "Wearable sensor-based human activity recognition from environmental background sounds," J. Amb. Intel. Human Comput., vol. 5, no. 1, pp. 77-89, 2014.
46. D. J. Berndt and J. Clifford, "Using dynamic time warping to find patterns in time series," in Proc. ACM KDD Workshops, 1994, vol. 10, no. 16, pp. 359-370.
47. M. Mitchell, "Complex systems: Network thinking," Artif. Intell., vol. 170, no. 18, pp. 1194-1212, 2006.
48. V. D. Blondel, J. L. Guillaume, R. Lambiotte, and E. Lefebvre, "Fast unfolding of communities in large networks," J. Stat. Mech. Theory E., no. 10, pp. 1-12, 2008.
49. D. Gordon, M. Wirz, D. Roggen, G. Tröster, and M. Beigl, "Group affiliation detection using model divergence for wearable devices," in Proc. ACM Int. Symp. Wearable Comput., 2014, pp. 19-26.
50. B. Sarwar, G. Karypis, J. Konstan, and J. Riedl, "Item-based collaborative filtering recommendation algorithms," in Proc. ACM10th Int. Conf. World Wide Web, 2001, pp. 285-295.
51. M. Gartrell, X. Xing, Q. Lv, A. Beach, R. Han, S. Mishra, and K. Seada, "Enhancing group recommendation by incorporating social relationship interactions," in Proc. ACM 16th Int. Conf. Supporting Group Work, 2010, pp. 97-106.