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Individual Differences and Behavioral Aspects Involved in Modeling Web Navigation

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User-Centered Interaction Paradigms for Universal Access in the Information Society (UI4ALL 2004)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 3196))

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Abstract

This paper presents an empirical study aiming at investigating individual differences and behavioral aspects involved in modeling web navigation. Factors that have an influence on web navigation behavior were identified with the aid of task analysis and their relevance in predicting task outcomes (performance, satisfaction, disorientation) was tested with the aid of multiple regression analysis. Several types of navigation metrics were calculated based on web logging data and used as indicators of user characteristics and task outcomes. Results show that spatial-semantic cognitive mechanisms seem to be crucial in adequately performing web navigation tasks. The fact that user characteristics and task outcomes can be estimated with reasonable accuracy based on navigation metrics suggests the possibility of building adaptive navigation support in web applications.

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References

  1. Lazar, J.: The World Wide Web. In: Jacko, J., Sears, A. (eds.) The human-computer interaction handbook: Fundamentals, evolving technologies and emerging applications, pp. 714–730. Lawrence Erlbaum, Mahwah (2003)

    Google Scholar 

  2. Ivory, M., Hearst, M.: State of the Art in Automating Usability Evaluation of User Interfaces. ACM Computing Surveys 33(4), 1–47 (2001)

    Article  Google Scholar 

  3. Conklin, J.: Hypertext: An introduction and survey. IEEE Computer Magazine 20(9), 17–41 (1987)

    Google Scholar 

  4. Eveland Jr., W.P., Dunwoody, S.: Users and navigation patterns of a science World Wide Web site for the public. Public Understand. Sci. 7, 285–311 (1998)

    Article  Google Scholar 

  5. MacGregor, S.: Hypermedia Navigation Profiles: Cognitive Characteristics and Information Processing Strategies. Journal of Educational Computing Research 20(2), 189–206 (1999)

    Article  Google Scholar 

  6. Draper, S.W.: Supporting use, learning, and education. Journal of computer documentation 23(2), 19–24 (1999)

    Article  MathSciNet  Google Scholar 

  7. Chen, C.: Individual Differences in a Spatial-Semantic Virtual Environment. Journal of The American Society for Information Science 51(6), 529–542 (2000)

    Article  Google Scholar 

  8. Stanney, K.M., Salvendy, G.: Information visualization; assisting low spatial individuals with information access tasks through the use of visual mediators. Ergonomics 38(6), 1184–1198 (1995)

    Article  Google Scholar 

  9. Westerman, S.J.: Computerized information retrieval: Individual Differences in the use of spatial Vs nonspatial navigational information. Perceptual and Motor Skills 81, 771–786 (1995)

    Google Scholar 

  10. Sjolinder, M.: Individual differences in spatial cognition and hypermedia navigation, in Towards a Framework for Design and Evaluation of Navigation in Electronic Spaces. Swedish Institute of Computer Science (1998)

    Google Scholar 

  11. Neerincx, M.A., Pemberton, S., Lindenberg, J.: U-WISH Web usability: methods, guidelines and support interfaces. TNO Human Factors Research Institute: Soesterberg (1999)

    Google Scholar 

  12. Pirolli, P., Fu, W.-T.: SNIF-ACT: A Model of Information Foraging on the World Wide Web (2003)

    Google Scholar 

  13. Byrne, M.D.: Cognitive Architecture. In: Jacko, J., Sears, A. (eds.) The human-computer interaction handbook: Fundamentals, evolving technologies and emerging applications, pp. 97–117. Lawrence Erlbaum, Mahwah (2003)

    Google Scholar 

  14. Card, S.K., Pirolli, P., Van Der Wege, M., Morrison, J.B., Reeder, R.W., Schraedley, P.K., Boshart, J.: Information Scent as a Driver of Web Behavior Graphs: Results of a Protocol Analysis Method for Web Usability. In: SIGCHI 2001, Seattle, WA, USA, ACM, New York (2001)

    Google Scholar 

  15. Kieras, D.E., Meyer, D.E.: An Overview of the EPIC Architecture for Cognition and Performance with Application to Human-Computer Interaction. Human-Computer Interaction 12, 391–438 (1997)

    Article  Google Scholar 

  16. Kitajima, M., Blackmon, M.H., Polson, P.G.: A Comprehension-based Model of Web Navigation and Its Application to Web Usability Analysis. In: People and Computers XIV, pp. 357–373. Springer, Heidelberg (2000)

    Google Scholar 

  17. Landauer, T.K., Foltz, P.W., Laham, D.: Introduction to Latent Semantic Analysis. Discourse Processes 25, 259–284 (1998)

    Article  Google Scholar 

  18. Blackmon, M.H., et al.: Cognitive Walkthrough for the Web. In: CHI 2002, Minneapolis, Minnesota, USA, ACM, New York (2002)

    Google Scholar 

  19. Jameson, A.: Adaptive Interfaces and Agents. In: J.J.A.S. (ed.) The human-computer interaction handbook: Fundamentals, evolving technologies and emerging applications, pp. 305–330. Lawrence Erlbaum, Mahwah (2003)

    Google Scholar 

  20. van Oostendorp, H., Goldman, S.R. (eds.): The construction of mental representations during reading. Lawrence Erlbaum Associates, Mahwah (1999)

    Google Scholar 

  21. van Dijk, T.A., Kintsch, W.: Strategies of discourse comprehension. Academic Press, New York (1983)

    Google Scholar 

  22. Morrison, J.B., Pirolli, P., Card, S. K.: A taxonomic analysis of what World Wide Web activities significantly impact people’s decisions and actions. UIR Technical report UIR-R-2000-17, Xerox PARC (2000)

    Google Scholar 

  23. Pirolli, P., Card, S.K.: Information foraging. Psychological Review (1999)

    Google Scholar 

  24. ISO 9241 - 11 Ergonomic Requirements for office Work with VDT’s - Guidance on Usability (1991)

    Google Scholar 

  25. Reason, J.: Human error. Cambridge University Press, Cambridge (1990)

    Google Scholar 

  26. Oostendorp, H.v, Walbeehm, B.J.: Towards modelling exploratory learning in the context of direct manipulation interfaces. Interacting with Computers 7(1), 3–24 (1995)

    Article  Google Scholar 

  27. Herder, E., Van Dijk, B.: Site Structure and User Navigation: Models, Measures and Methods (2003)

    Google Scholar 

  28. Botafogo, R.A., Rivlin, E., Shneiderman, B.: Structural Analysis of Hypertexts: Identifying Hierarchies and Useful Metrics. ACM Transactions on Information Systems 10(2), 142–180 (1992)

    Article  Google Scholar 

  29. Hilgard, E.R.: The trilogy of mind: Cognition, affection, and conation. Journal of the History of Behavioral Sciences 16, 107–117 (1980)

    Article  Google Scholar 

  30. Atman, K.S.: The conation phenomenon. University of Pittsburgh School of Education, Pittsburgh (1982)

    Google Scholar 

  31. Hershberger, W.A.E.: Volitional Action: Conation and Control. In: Advances in Psychology, vol. 62, Elsevier Science, Amsterdam (1989)

    Google Scholar 

  32. Wechsler, D.: Cognitive, conative, and non-intellective intelligence. American Psychologist 5, 78–83 (1950)

    Article  Google Scholar 

  33. Emmons, R.: Personal strivings: An approach to personality and subjective well-being. Journal of Personality and Social Psychology 51, 1058–1068 (1986)

    Article  Google Scholar 

  34. Mischel, W.: From good intentions to willpower. In: Gollwitzer, P., Bargh, J. (eds.) The psychology of action, pp. 197–218. Guilford Press, New York (1996)

    Google Scholar 

  35. Huitt, W.: Conation As An Important Factor of Mind. Educational Psychology Interactive, Valdosta State University, Valdosta (1999)

    Google Scholar 

  36. Linderholm, T.: Predictive Inference Generation as a Function of Working Memory Capacity and Causal Text Constraints. Discourse Processes 34(3), 259–280 (2002)

    Article  Google Scholar 

  37. Pettijohn, T.: Locus of Control Scale, Web Survey (2002)

    Google Scholar 

  38. Peak Performance, Brain Dominance Questionnaire (2002), http://www.glencoe.com/ps/ peak/selfassess/integrate/

  39. Egger, F.N.: From Interactions to Tranzactions: Designing the Trust Experience for Business- to-Consumer Electronic Commerce. Technische Universiteit Eindhoven, Eindhoven (2003)

    Google Scholar 

  40. Miron, E.A.M.: Analyzing the role of students’ goal orientation during their interaction with an ILE. In: HCT2003 - The 7th Human Centred Technology Postgraduate Workshop, Falmer, Brighton, UK, HCT (2003)

    Google Scholar 

  41. Compeau, D.R., Higgins, C.A.: Computer self-efficacy: Development of a measure and initial test. MIS Quart. 19(2), 189 (1995)

    Article  Google Scholar 

  42. Wammi, Web Usability Questionnaire, http://www.wammi.com/

  43. Sumi, The Software Usability Measurement Inventory, http://www.ucc.ie/hfrg/questionnaires/sumi/

  44. Ahuja, J.S., Webster, J.: Perceived disorientation: an examination of a new measure to assess web design effectiveness. Interacting with Computers 14(1), 15–29 (2001)

    Article  Google Scholar 

  45. Cohen, J.: A Power Primer. Psychological Bulletin 112(1), 155–159 (1992)

    Article  Google Scholar 

  46. Cockburn, A., McKenzie, B.: What Do Web Users Do? An Empirical Analysis of Web Use. Int. J. Human-Computer Studies (2000)

    Google Scholar 

  47. Rouet, J.-F., Ros, C., Jegou, G., Metta, S.: Locating Relevant Categories in Web Menues: Effects of Menu Structure, Aging and Task Complexity, in Human-Centred Computing. Cognitive, Social and Ergonomic Aspects. In: HCI International 2003 - Conference Proceedings, pp. 547–551. Lawrence Erlbaum Associates, Mahwah (2003)

    Google Scholar 

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Juvina, I., van Oostendorp, H. (2004). Individual Differences and Behavioral Aspects Involved in Modeling Web Navigation. In: Stary, C., Stephanidis, C. (eds) User-Centered Interaction Paradigms for Universal Access in the Information Society. UI4ALL 2004. Lecture Notes in Computer Science, vol 3196. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30111-0_7

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  • DOI: https://doi.org/10.1007/978-3-540-30111-0_7

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-23375-6

  • Online ISBN: 978-3-540-30111-0

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