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Social Navigation

  • Rosta Farzan
  • Peter Brusilovsky
Part of the Lecture Notes in Computer Science book series (LNCS, volume 10100)

Abstract

In this chapter we present one of the pioneer approaches in supporting users in navigating the complex information spaces, social navigation support. Social navigation support is inspired by natural tendencies of individuals to follow traces of each other in exploring the world, especially when dealing with uncertainties. In this chapter, we cover details on various approaches in implementing social navigation support in the information space as we also connect the concept to supporting theories. The first part of this chapter reviews related theories and introduces the design space of social navigation support through a series of example applications. The second part of the chapter discusses the common challenges in design and implementation of social navigation support, demonstrates how these challenges have been addressed, and reviews more recent direction of social navigation support. Furthermore, as social navigation support has been an inspirational approach to various other social information access approaches we discuss how social navigation support can be integrated with those approaches. We conclude with a review of evaluation methods for social navigation support and remarks about its current state.

References

  1. 1.
    Adomavicius, G., Mobasher, B., Ricci, F., Tuzhilin, A.: Context-aware recommender systems. AI Mag. 32(3), 67–80 (2011)CrossRefGoogle Scholar
  2. 2.
    Ahn, J.W., Farzan, R., Brusilovsky, P.: Social search in the context of social navigation. J. Korean Soc. Inf. Manage. 23(2), 147–165 (2006)Google Scholar
  3. 3.
    Ahn, J.W., Farzan, R., Brusilovsky, P.: A two-level adaptive visualization for information access to open-corpus educational resources. In: Brusilovsky, P., Dron, J., Kurhila, J. (eds.) Workshop on the Social Navigation and Community-Based Adaptation Technologies at the 4th International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems, pp. 497–505 (2006). http://www.sis.pitt.edu/%7epaws/SNC_BAT06/crc/ahn.pdf
  4. 4.
    Benyon, D., Höök, K.: Navigation in information spaces: supporting the individual. In: Howard, S., Hammond, J., Lindgaard, G. (eds.) Human-Computer Interaction INTERACT ’97. ITIFIP, pp. 39–46. Springer, Boston, MA (1997).  https://doi.org/10.1007/978-0-387-35175-9_7CrossRefGoogle Scholar
  5. 5.
    Bilandzic, M., Foth, M., De Luca, A.: CityFlocks: designing social navigation for urban mobile information systems. In: Proceedings of the 7th ACM Conference on Designing Interactive Systems, pp. 174–183. ACM (2008)Google Scholar
  6. 6.
    Bollen, J., Heylighen, F.: A system to restructure hypertext networks into valid user models. New Rev. Multimed. Hypermed. 4, 189–213 (1998)CrossRefGoogle Scholar
  7. 7.
    Bonabeau, E., Dorigo, M., Theraulaz, G.: Swarm Intelligence: From Natural to Artificial Systems. Oxford University Press, Oxford (1999)zbMATHGoogle Scholar
  8. 8.
    Borchers, A., Herlocker, J., Konstan, J., Reidl, J.: Ganging up on information overload. Computer 31(4), 106–108 (1998)CrossRefGoogle Scholar
  9. 9.
    Bradshaw, S., Light, M.: Annotation consensus: implications for passage recommendation in scientific literature. In: Proceedings of Eighteenth ACM Conference on Hypertext and Hypermedia, Hypertext 2007, pp. 209–216. ACM Press (2007)Google Scholar
  10. 10.
    Brusilovsky, P.: Methods and techniques of adaptive hypermedia. User Model. User-Adap. Interact. 6(2–3), 87–129 (1996)CrossRefzbMATHGoogle Scholar
  11. 11.
    Brusilovsky, P.: Web lectures: electronic presentations in web-based instruction. Syllabus 13(5), 18–23 (2000)Google Scholar
  12. 12.
    Brusilovsky, P.: Adaptive navigation support. In: Brusilovsky, P., Kobsa, A., Nejdl, W. (eds.) The Adaptive Web. LNCS, vol. 4321, pp. 263–290. Springer, Heidelberg (2007).  https://doi.org/10.1007/978-3-540-72079-9_8CrossRefGoogle Scholar
  13. 13.
    Brusilovsky, P., Chavan, G., Farzan, R.: Social adaptive navigation support for open corpus electronic textbooks. In: De Bra, P.M.E., Nejdl, W. (eds.) AH 2004. LNCS, vol. 3137, pp. 24–33. Springer, Heidelberg (2004).  https://doi.org/10.1007/978-3-540-27780-4_6CrossRefGoogle Scholar
  14. 14.
    Brusilovsky, P., Farzan, R., Ahn, J.W.: Comprehensive personalized information access in an educational digital library. In: Proceedings of the 5th ACM/IEEE-CS Joint Conference on Digital Libraries, JCDL 2005, pp. 9–18. IEEE (2005)Google Scholar
  15. 15.
    Brusilovsky, P., Smyth, B., Shapira, B.: Social search. In: Brusilovsky, P., He, D. (eds.) Social Information Access. LNCS, vol. 10100, pp. 213–276. Springer, Heidelberg (2018)Google Scholar
  16. 16.
    Brusilovsky, P., Somyürek, S., Guerra, J., Hosseini, R., Zadorozhny, V.: The value of social: comparing open student modeling and open social student modeling. In: Ricci, F., Bontcheva, K., Conlan, O., Lawless, S. (eds.) UMAP 2015. LNCS, vol. 9146, pp. 44–55. Springer, Cham (2015).  https://doi.org/10.1007/978-3-319-20267-9_4CrossRefGoogle Scholar
  17. 17.
    Budzik, J., Fu, X., Hammond, K.J.: Facilitating opportunistic communication by tracking the documents people use. In: Workshop on Awareness and the WWW, held at the ACM Conference on Computer Supported Cooperative Work (CSCW 2000) (2000). https://pdfs.semanticscholar.org/4a8b/b1ff02aef04d40f951db1e52424af0822ecd.pdf
  18. 18.
    Bush, V.: As we may think. Atlantic 176, 101–108 (1945)Google Scholar
  19. 19.
    Buunk, A.P., Gibbons, F.X.: Social comparison: the end of a theory and the emergence of a field. Organ. Behav. Hum. Decis. Process. 102(1), 3–21 (2007)CrossRefGoogle Scholar
  20. 20.
    Cheng, R., Vassileva, J.: Adaptive reward mechanism for sustainable online learning community. In: AIED, pp. 152–159 (2005)Google Scholar
  21. 21.
    Cialdini, R.B.: Harnessing the science of persuasion. Harvard Bus. Rev. 79(9), 72–81 (2001)Google Scholar
  22. 22.
    Claypool, M., Le, P., Wased, M., Brown, D.: Implicit interest indicators. In: 6th International Conference on Intelligent User Interfaces, pp. 33–40. ACM Press (2001)Google Scholar
  23. 23.
    Coyle, K.: Mass digitization of books. J. Acad. Librariansh. 32(6), 641–645 (2006)CrossRefGoogle Scholar
  24. 24.
    Coyle, M., Freyne, J., Brusilovsky, P., Smyth, B.: Social information access for the rest of us: an exploration of social YouTube. In: Nejdl, W., Kay, J., Pu, P., Herder, E. (eds.) AH 2008. LNCS, vol. 5149, pp. 93–102. Springer, Heidelberg (2008).  https://doi.org/10.1007/978-3-540-70987-9_12CrossRefGoogle Scholar
  25. 25.
    Davis, R.C.: Annotate the web: four ways to mark up web content. Behav. Soc. Sci. Librar. 35(1), 46–49 (2016)CrossRefGoogle Scholar
  26. 26.
    Dieberger, A.: Supporting social navigation on the world wide web. Int. J. Hum. Comput. Stud. 46(6), 805–825 (1997)CrossRefGoogle Scholar
  27. 27.
    Dieberger, A., Dourish, P., Höök, K., Resnick, P., Wexelblat, A.: Social navigation: techniques for building more usable systems. Interactions 7(6), 36–45 (2000)CrossRefGoogle Scholar
  28. 28.
    Dieberger, A., Guzdial, M.: CoWeb - experiences with collaborative web spaces. In: Lueg, C., Fisher, D. (eds.) From Usenet to CoWebs: Interacting with Social Information Spaces, pp. 155–166. Springer, New York (2003).  https://doi.org/10.1007/978-1-4471-0057-7_8CrossRefGoogle Scholar
  29. 29.
    Dieberger, A., Höök, K., Svensson, M., Lönnqvist, P.: Social navigation research agenda. In: Extended Abstracts of the SIGCHI Conference on Human Factors in Computing Systems, CHI 2001, pp. 107–108. ACM (2001)Google Scholar
  30. 30.
    Dimitrov, D., Helic, D., Strohmaier, M.: Tag-based navigation and visualization. In: Brusilovsky, P., He, D. (eds.) Social Information Access. LNCS, vol. 10100, pp. 181–212. Springer, Heidelberg (2018)Google Scholar
  31. 31.
    Dourish, P., Chalmers, M.: Running out of space: models of information navigation. Short paper present. HCI 94, 23–26 (1994)Google Scholar
  32. 32.
    Dron, J., Boyne, C., Mitchell, R., Siviter, P.: CoFIND: steps towards a self-organising learning environment. In: Davies, G., Owen, C. (eds.) World Conference of the WWW and Internet, WebNet 2000, pp. 75–80. AACE (2000)Google Scholar
  33. 33.
    Erickson, T., Kellogg, W.A.: Social translucence: using minimalist visualisations of social activity to support collective interaction. In: Höök, K., Benyon, D., Munro, A.J. (eds.) Designing Information Spaces: The Social Navigation Approach. Computer Supported Cooperative Work, pp. 17–41. Springer, London (2003).  https://doi.org/10.1007/978-1-4471-0035-5_2CrossRefGoogle Scholar
  34. 34.
    Farzan, R., Brusilovsky, P.: Social navigation support in E-learning: what are the real footprints. Intell. Tech. Web Personal. 8(1), 49–80 (2005)Google Scholar
  35. 35.
    Farzan, R., Brusilovsky, P.: Annotated: a social navigation and annotation service for web-based educational resources. New Rev. Hypermed. Multimed. 14(1), 3–32 (2008)CrossRefGoogle Scholar
  36. 36.
    Farzan, R., Brusilovsky, P.: Where did the researchers go?: supporting social navigation at a large academic. In: Proceedings of the Nineteenth ACM conference on Hypertext and Hypermedia, Hypertext 2008, pp. 203–212. ACM (2008)Google Scholar
  37. 37.
    Farzan, R., Brusilovsky, P.: Social navigation support for information seeking: if you build it, will they come? In: Houben, G.-J., McCalla, G., Pianesi, F., Zancanaro, M. (eds.) UMAP 2009. LNCS, vol. 5535, pp. 66–77. Springer, Heidelberg (2009).  https://doi.org/10.1007/978-3-642-02247-0_9CrossRefGoogle Scholar
  38. 38.
    Farzan, R., Brusilovsky, P.: Encouraging user participation in a course recommender system: an impact on user behavior. Comput. Hum. Behav. 27(1), 276–284 (2011)CrossRefGoogle Scholar
  39. 39.
    Farzan, R., Coyle, M., Freyne, J., Brusilovsky, P., Smyth, B.: ASSIST: adaptive social support for information space traversal. In: Proceedings of Eighteenth ACM Conference on Hypertext and Hypermedia, Hypertext 2007, pp. 199–208. ACM (2007)Google Scholar
  40. 40.
    Farzan, R., Dabbish, L.A., Kraut, R.E., Postmes, T.: Increasing commitment to online communities by designing for social presence. In: Proceedings of the 2011 ACM Conference on Computer Supported Cooperative work, pp. 321–330. ACM (2011)Google Scholar
  41. 41.
    Farzan, R., DiMicco, J.M., Millen, D.R., Brownholtz, B., Geyer, W., Dugan, C.: When the experiment is over: deploying an incentive system to all the users. In: Symposium on Persuasive Technology, in Conjunction with the AISB 2008 Convention (2008)Google Scholar
  42. 42.
    Farzan, R., DiMicco, J.M., Millen, D.R., Dugan, C., Geyer, W., Brownholtz, E.A.: Results from deploying a participation incentive mechanism within the enterprise. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 2008, pp. 563–572. ACM (2008)Google Scholar
  43. 43.
    Freyne, J., Farzan, R., Brusilovsky, P., Smyth, B., Coyle, M.: Collecting community wisdom: integrating social search and social navigation. In: Proceedings of the 12th International Conference on Intelligent user Interfaces, pp. 52–61. ACM (2007)Google Scholar
  44. 44.
    Fulantelli, G., Corrao, R., Munna, G.: Enhancing user interaction on the web. In: Bra, P.D., Leggett, J. (eds.) WebNet 1999, World Conference of the WWW and Internet, pp. 403–408. AACE (1999)Google Scholar
  45. 45.
    Furuta, R., III, F.M.S., Francisco-Revilla, L., Hsieh, H., Karadkar, U., Hu, S.C.: Ephemeral paths on the WWW: the Walden’s paths lightweight path mechanism. In: Bra, P.D., Leggett, J. (eds.) WebNet 1999, World Conference of the WWW and Internet, pp. 409–414. AACE (1999)Google Scholar
  46. 46.
    Furuta, R., Shipman III, F.M., Marshall, C.C., Brenner, D., Hsieh, H.w.: Hypertext paths and the world-wide web: experience with Walden’s paths. In: Bernstein, M., Carr, L., Østerbye, K. (eds.) Proceedings of Eight ACM International Hypertext Conference, Hypertext 1997, pp. 167–176. ACM (1997)Google Scholar
  47. 47.
    Gams, E., Berka, T., Reich, S.: The TrailTRECer framework - a platform for trail-enabled recommender applications. In: Hameurlain, A., Cicchetti, R., Traunmüller, R. (eds.) DEXA 2002. LNCS, vol. 2453, pp. 638–647. Springer, Heidelberg (2002).  https://doi.org/10.1007/3-540-46146-9_63CrossRefzbMATHGoogle Scholar
  48. 48.
    Gams, E., Rehrl, K., Kaschl, D.: Providing other people’s trails for navigation assistance in physical environments. Int. J. Spat. Data Infrastruct. Res. 3(1), 3–19 (2008)Google Scholar
  49. 49.
    Gams, E., Reich, S.: Following your colleagues’ footprints: navigation support with trails in shared directories. In: Proceedings of Fifteenth ACM Conference on Hypertext and Hypermedia, Hypertext 2004, pp. 89–90. ACM Press (2004)Google Scholar
  50. 50.
    Gkonela, C., Chorianopoulos, K.: VideoSkip: event detection in social web videos with an implicit user heuristic. Multimed. Tools Appl. 69(2), 383–396 (2014)CrossRefGoogle Scholar
  51. 51.
    Goffman, E., et al.: The Presentation of Self in Everyday Life. Anchor Books, Harmondsworth (1978). https://en.wikipedia.org/wiki/The_Presentation_of_Self_in_Everyday_Life
  52. 52.
    Goldberg, D., Nichols, D., Oki, B.M., Terry, D.: Using collaborative filtering to weave an information tapestry. Commun. ACM 35(2), 61–70 (1992)CrossRefGoogle Scholar
  53. 53.
    Hanani, U., Shapira, B., Shoval, P.: Information filtering: overview of issues, research and systems. User Model. User-Adap. Interact. 11(3), 203–259 (2001)CrossRefzbMATHGoogle Scholar
  54. 54.
    Hauck, F.J.: Supporting hierarchical guided tours in the world wide web. Comput. Netw. ISDN Syst. 28(7), 1233–1242 (1996)CrossRefGoogle Scholar
  55. 55.
    Hill, W.C., Hollan, J.D.: History-enriched digital objects: prototypes and policy issues. Inf. Soc. 10(2), 139–145 (1994)CrossRefGoogle Scholar
  56. 56.
    Hill, W.C., Hollan, J.D., Wroblewski, D., McCandless, T.: Edit wear and read wear. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 1992, pp. 3–9. ACM Press (1992)Google Scholar
  57. 57.
    Hogan, B.: The presentation of self in the age of social media: distinguishing performances and exhibitions online. Bull. Sci. Technol. Soc. 30(6), 377–386 (2010)CrossRefGoogle Scholar
  58. 58.
    Höök, K., Rudstrom, A., Waern, A.: Edited adaptive hypermedia: combining human and machine intelligence to achieve filtered information. In: Flexible Hypertext Workshop at the Eight ACM International Hypertext Conference, Hypertext 1997, pp. 54–58 (1997)Google Scholar
  59. 59.
    Hsiao, I.H., Bakalov, F., Brusilovsky, P., König-Ries, B.: Progressor: social navigation support through open social student modeling. New Rev. Hypermed. Multimed. 19(2), 112–131 (2013)CrossRefGoogle Scholar
  60. 60.
    Hsiao, I.-H., Brusilovsky, P.: Motivational social visualizations for personalized E-learning. In: Ravenscroft, A., Lindstaedt, S., Kloos, C.D., Hernández-Leo, D. (eds.) EC-TEL 2012. LNCS, vol. 7563, pp. 153–165. Springer, Heidelberg (2012).  https://doi.org/10.1007/978-3-642-33263-0_13CrossRefGoogle Scholar
  61. 61.
    Höök, K., Benyon, D., Munro, A.J.: Designing Information Spaces: The Social Navigation Approach. Springer, Berlin (2003).  https://doi.org/10.1007/978-1-4471-0035-5CrossRefzbMATHGoogle Scholar
  62. 62.
    Jäschke, R., Marinho, L., Hotho, A., Schmidt-Thieme, L., Stumme, G.: Tag recommendations in folksonomies. In: Kok, J.N., Koronacki, J., Lopez de Mantaras, R., Matwin, S., Mladenič, D., Skowron, A. (eds.) PKDD 2007. LNCS (LNAI), vol. 4702, pp. 506–514. Springer, Heidelberg (2007).  https://doi.org/10.1007/978-3-540-74976-9_52CrossRefGoogle Scholar
  63. 63.
    Jühne, J., Jensen, A.T., Grønbæk, K.: Ariadne: a Java-based guided tour system for the world wide web. In: Ashman, H., Thistewaite, P. (eds.) Proceedings of Seventh International World Wide Web Conference, vol. 30, pp. 131–139. Elsevier (1998)CrossRefGoogle Scholar
  64. 64.
    Kahan, J., Koivunen, M.R., Prud’Hommeaux, E., Swick, R.R.: Annotea: an open RDF infrastructure for shared web annotations. Comput. Netw. 39(5), 589–608 (2002)CrossRefGoogle Scholar
  65. 65.
    Keller, R.M., Wolfe, S.R., Chen, J.R., Rabinowitz, J.L., Mathe, N.: A bookmarking service for organizing and sharing URLs. In: Proceedings of Sixth International World Wide Web Conference, pp. 1103–1114 (1997)CrossRefGoogle Scholar
  66. 66.
    Ketterl, M., Mertens, R., Vornberger, O.: Bringing web 2.0 to web lectures. Interact. Technol. Smart Educ. 6(2), 82–96 (2009)CrossRefGoogle Scholar
  67. 67.
    Kim, J.K., Farzan, R., Brusilovsky, P.: Social navigation and annotation for electronic books. In: Proceedings of BooksOnline 2008 Workshop at the 17th ACM Conference on Information and Knowledge Management, CIKM 2008, pp. 25–28. ACM (2008).  https://doi.org/10.1145/1458412.1458421
  68. 68.
    Kim, J., Guo, P., Cai, C., Li, S.W.D., Gajos, K., Miller, R.: Data-driven interaction techniques for improving navigation of educational videos. In: Proceedings of the 27th Annual ACM Symposium on User Interface Software and Technology, pp. 563–572. ACM (2014)Google Scholar
  69. 69.
    Kim, S., Slater, M., Whitehead Jr., E.J.: WebDAV-based hypertext annotation and trail system. In: Proceedings of Fifteenth ACM Conference on Hypertext and Hypermedia, Hypertext 2004, pp. 87–88. ACM Press (2004)Google Scholar
  70. 70.
    Kraut, R.E., Resnick, P.: Encouraging contribution to online communities. In: Building Successful Online Communities: Evidence-Based Social Design, pp. 21–76. MIT Press, Cambridge (2011)Google Scholar
  71. 71.
    Kulkarni, C., Chi, E.: All the news that’s fit to read: a study of social annotations for news reading. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 2013, pp. 2407–2416. ACM (2013)Google Scholar
  72. 72.
    Kurhila, J., Miettinen, M., Nokelainen, P., Tirri, H.: EDUCO - a collaborative learning environment based on social navigation. In: De Bra, P., Brusilovsky, P., Conejo, R. (eds.) AH 2002. LNCS, vol. 2347, pp. 242–252. Springer, Heidelberg (2002).  https://doi.org/10.1007/3-540-47952-X_26CrossRefzbMATHGoogle Scholar
  73. 73.
    Lerman, K.: Information is not a virus, and other consequences of human cognitive limits. Future Internet 8(2), 21 (2016)CrossRefGoogle Scholar
  74. 74.
    Leuf, B., Cunningham, W.: The Wiki Way: Quick Collaboration on the Web. Addison-Wesley Longman Publishing Co., Inc., Boston (2001)Google Scholar
  75. 75.
    Li, W.S., Vu, Q., Agrawal, D., Hara, Y., Takano, H.: PowerBookmarks: a system for perzonalizable web information organization, sharing, and management. In: Proceedings of Eight International World Wide Web Conference, pp. 297–311 (1999)CrossRefGoogle Scholar
  76. 76.
    Linden, G.: People who read this article also read... IEEE Spectrum, March 2008. About news personalization including FindoryGoogle Scholar
  77. 77.
    Linden, G., Smith, B., York, J.: Amazon.com recommendations: item-to-item collaborative filtering. IEEE Internet Comput. 7(1), 76–80 (2003)CrossRefGoogle Scholar
  78. 78.
    Liu, Y., Passino, K.M.: Swarm intelligence: literature overview. Department of Electrical Engineering, the Ohio State University (2000)Google Scholar
  79. 79.
    Lünich, M., Rössler, P., Hautzer, L.: Social navigation on the internet: a framework for the analysis of communication processes. J. Technol. Hum. Serv. 30(3–4), 232–249 (2012)CrossRefGoogle Scholar
  80. 80.
    Ma, K.L., Wang, C.: Social-aware collaborative visualization for large scientific projects. In: International Symposium on Collaborative Technologies and Systems, pp. 190–195. IEEE (2008)Google Scholar
  81. 81.
    Maltz, D., Ehrlich, K.: Pointing the way: active collaborative filtering. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 1995, pp. 202–209. ACM (1995)Google Scholar
  82. 82.
    Marshall, C.C., Irish, P.M.: Guided tours and on-line presentations: how authors make existing hypertext intelligible for readers. In: Proceedings of the Second ACM Conference on Hypertext, Hypertext 1989, pp. 15–26. ACM (1989)Google Scholar
  83. 83.
    Marshall, P.D.: The promotion and presentation of the self: celebrity as marker of presentational media. Celebr. Stud. 1(1), 35–48 (2010)CrossRefGoogle Scholar
  84. 84.
    Mertens, R., Farzan, R., Brusilovsky, P.: Social navigation in web lectures. In: Wiil, U.K., Nürnberg, P.J., Rubart, J. (eds.) Proceedings of Seventeenth ACM Conference on Hypertext and Hypermedia, Hypertext 2006, pp. 41–44. ACM Pres (2006)Google Scholar
  85. 85.
    Mertens, R., Ketterl, M., Brusilovsky, P.: Social navigation in web lectures: a study of virtPresenter. Interact. Technol. Smart Educ. 7(3), 181–196 (2010)CrossRefGoogle Scholar
  86. 86.
    Mitsuhara, H., Kanenishi, K., Yano, Y.: Learning process sharing for educational modification of the web. In: Cantoni, L., McLoughlin, C. (eds.) ED-MEDIA 2004 - World Conference on Educational Multimedia, Hypermedia and Telecommunications, pp. 1187–1192. AACE (2004)Google Scholar
  87. 87.
    Munro, A.J., Höök, K., Benyon, D.: Social Navigation of Information Space. Springer, Berlin (1999).  https://doi.org/10.1007/978-1-4471-0837-5CrossRefzbMATHGoogle Scholar
  88. 88.
    Muralidharan, A., Gyongyi, Z., Chi, E.: Social annotations in web search. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 2012, pp. 1085–1094. ACM (2012)Google Scholar
  89. 89.
    Navarro Bullock, B., Hotho, A., Stumme, G.: Accessing information with tags: search and ranking. In: Brusilovsky, P., He, D. (eds.) Social Information Access. LNCS, vol. 10100, pp. 310–343. Springer, Cham (2018)Google Scholar
  90. 90.
    Nicol, D., Smeaton, C., Slater, A.F.: Footsteps: trail-blaizing the web. In: Kroemker, D. (ed.) Proceedings of Third International World-Wide Web Conference, pp. 879–885 (2005)CrossRefGoogle Scholar
  91. 91.
    Ong, E.Y., Ang, R.P., Ho, J.C., Lim, J.C., Goh, D.H., Lee, C.S., Chua, A.Y.: Narcissism, extraversion and adolescents’ self-presentation on facebook. Personality Individ. Differ. 50(2), 180–185 (2011)CrossRefGoogle Scholar
  92. 92.
    Palfreyman, K., Rodden, T.: A protocol for user awareness on the world wide web. In: Proceedings of the 1996 ACM Conference on Computer Supported Cooperative Work, pp. 130–139. ACM, New York (1996)Google Scholar
  93. 93.
    Pea, R., Lindgren, R.: Video collaboratories for research and education: an analysis of collaboration design patterns. IEEE Trans. Learn. Technol. 1(4), 235–247 (2008)CrossRefGoogle Scholar
  94. 94.
    Pirolli, P.: An elementary social information foraging model. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 2009, pp. 605–614. ACM (2009)Google Scholar
  95. 95.
    Pirolli, P., Card, S.: Information foraging. Psychol. Rev. 106(4), 643 (1999)CrossRefGoogle Scholar
  96. 96.
    Priedhorsky, R.: The value of geographic Wikis. Ph.D. thesis (2010). http://conservancy.umn.edu/handle/11299/97898
  97. 97.
    Riedl, M.: A computational model and classification framework for social navigation. In: 6th International Conference on Intelligent User Interfaces, IUI 2001, pp. 137–144. ACM (2001)Google Scholar
  98. 98.
    Risko, E., Foulsham, T., Dawson, S., Kingstone, A.: The collaborative lecture annotation system (CLAS): a new tool for distributed learning. IEEE Trans. Learn. Technol. 6(1), 4–13 (2013)CrossRefGoogle Scholar
  99. 99.
    Röscheisen, M., Mogensen, C., Winograd, T.: Shared web annotations as a platform for third-party value-added information providers: architecture, protocols, and usage examples. Technical report, Computer Science Department, Stanford University (1996). http://www-diglib.stanford.edu/rmr/TR/TR.html
  100. 100.
    Salganik, M.J., Dodds, P.S., Watts, D.J.: Experimental study of inequality and unpredictability in an artificial cultural market. Science 311(5762), 854–856 (2006)CrossRefGoogle Scholar
  101. 101.
    Schein, A.I., Popescul, A., Ungar, L.H., Pennock, D.M.: Methods and metrics for cold-start recommendations. In: Proceedings of the 25th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 253–260. ACM (2002)Google Scholar
  102. 102.
    Schilit, B.N., Golovchinsky, G., Price, M.N.: Beyong paper: supporting active reading with free form digital ink annotations. In: Karat, C.M., Lund, A., Coutaz, J., Karat, J. (eds.) Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 1998. ACM Press (1998)Google Scholar
  103. 103.
    Shipman, F., Furuta, R., Brenner, D., Chung, C., Hsieh, H.: Guided paths through web-based collections: design, experiences, and adaptations. J. Am. Soc. Inf. Sci. 51(3), 260–272 (2000)CrossRefGoogle Scholar
  104. 104.
    Singh, V., Abdellahi, S., Maher, M.L., Latulipe, C.: The video collaboratory as a learning environment. In: The 47th ACM Technical Symposium on Computer Science Education, SIGCSE 2016, pp. 352–357. ACM Press (2016)Google Scholar
  105. 105.
    Smyth, B., Balfe, E., Freyne, J., Briggs, P., Coyle, M., Boydell, O.: Exploiting query repetition and regularity in an adaptive community-based web search engine. User Model. User-Adap. Interact. 14(5), 383–423 (2004)CrossRefGoogle Scholar
  106. 106.
    Su, A.Y., Yang, S.J., Hwang, W.Y., Zhang, J.: A web 2.0-based collaborative annotation system for enhancing knowledge sharing in collaborative learning environments. Comput. Educ. 55(2), 752–766 (2010)CrossRefGoogle Scholar
  107. 107.
    Svensson, M., Höök, K., Cöster, R.: Designing and evaluating KALAS: a social navigation system for food recipes. ACM Trans. Comput. Hum. Interact. 12(3), 374–400 (2005)CrossRefGoogle Scholar
  108. 108.
    Svensson, M., Höök, K., Laaksolahti, J., Waern, A.: Social navigation of food recipes. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 2001, pp. 341–348. ACM (2001)Google Scholar
  109. 109.
    Svensson, M., Laaksolahti, J., Höök, K., Waern, A.: A recipe based on-line food store. In: Proceedings of the 5th International Conference on Intelligent User Interfaces, pp. 260–263. ACM (2000)Google Scholar
  110. 110.
    Tattersall, C., van den Berg, B., van Es, R., Janssen, J., Manderveld, J., Koper, R.: Swarm-based adaptation: wayfinding support for lifelong learners. In: De Bra, P.M.E., Nejdl, W. (eds.) AH 2004. LNCS, vol. 3137, pp. 336–339. Springer, Heidelberg (2004).  https://doi.org/10.1007/978-3-540-27780-4_46CrossRefGoogle Scholar
  111. 111.
    Terveen, L., Hill, W., Amento, B., McDonald, D., Creter, J.: Phoaks: a system for sharing recommendations. Commun. ACM 40(3), 59–62 (1997)CrossRefGoogle Scholar
  112. 112.
    Trigg, R.H.: Guided tours and tabletops: tools for communicating in a hypertext environment. ACM Trans. Inf. Syst. 6(4), 398–414 (1988)CrossRefGoogle Scholar
  113. 113.
    Tufekci, Z.: Can you see me now? audience and disclosure regulation in online social network sites. Bull. Sci. Technol. Soc. 28(1), 20–36 (2008)CrossRefGoogle Scholar
  114. 114.
    Vitak, J.: Balancing privacy concerns and impression management strategies on Facebook. In: Symposium on Usable Privacy and Security (SOUPS) (2015). https://cups.cs.cmu.edu/soups/2015/papers/ppsVitak.pdf
  115. 115.
    Wexelblat, A., Maes, P.: Footprints: history-rich tools for information foraging. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 1999, pp. 270–277. ACM (1999)Google Scholar
  116. 116.
    Wexelblat, A., Mayes, P.: Footprints: History rich web browsing. In: Conference on Computer-Assisted Information Retrieval, RIAO 1997, pp. 75–84 (1997)Google Scholar
  117. 117.
    Wong, Y.L., Zhao, J., Elmqvist, N.: Evaluating social navigation visualization in online geographic maps. Int. J. Hum. Comput. Interact. 31(2), 118–127 (2015)CrossRefGoogle Scholar
  118. 118.
    Wu, J., Aberer, K.: Swarm intelligent surfing in the web. In: Lovelle, J.M.C., Rodríguez, B.M.G., Gayo, J.E.L., del Puerto Paule Ruiz, M., Aguilar, L.J. (eds.) ICWE 2003. LNCS, vol. 2722, pp. 431–440. Springer, Heidelberg (2003).  https://doi.org/10.1007/3-540-45068-8_80CrossRefzbMATHGoogle Scholar
  119. 119.
    Zellweger, P.T.: Active paths through multimedia documents. In: Proceedings of the International Conference on Electronic Publishing on Document Manipulation and Typography, pp. 19–34. Cambridge University Press, New York (1988)Google Scholar

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© Springer International Publishing AG, part of Springer Nature 2018

Authors and Affiliations

  1. 1.School of Computing and InformationUniversity of PittsburghPittsburghUSA

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