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Erschienen in: International Journal on Digital Libraries 2-3/2018

14.08.2017

Investigating exploratory search activities based on the stratagem level in digital libraries

verfasst von: Zeljko Carevic, Maria Lusky, Wilko van Hoek, Philipp Mayr

Erschienen in: International Journal on Digital Libraries | Ausgabe 2-3/2018

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Abstract

In this paper, we present the results of a user study on exploratory search activities in a social science digital library. We conducted a user study with 32 participants with a social sciences background—16 postdoctoral researchers and 16 students—who were asked to solve a task on searching related work to a given topic. The exploratory search task was performed in a 10-min time slot. The use of certain search activities is measured and compared to gaze data recorded with an eye tracking device. We use a novel tree graph representation to visualise the users’ search patterns and introduce a way to combine multiple search session trees. The tree graph representation is capable of creating one single tree for multiple users and identifying common search patterns. In addition, the information behaviour of students and postdoctoral researchers is being compared. The results show that search activities on the stratagem level are frequently utilised by both user groups. The most heavily used search activities were keyword search, followed by browsing through references and citations, and author searching. The eye tracking results showed an intense examination of documents metadata, especially on the level of citations and references. When comparing the group of students and postdoctoral researchers, we found significant differences regarding gaze data on the area of the journal name of the seed document. In general, we found a tendency of the postdoctoral researchers to examine the metadata records more intensively with regard to dwell time and the number of fixations. By creating combined session trees and deriving subtrees from those, we were able to identify common patterns like economic (explorative) and exhaustive (navigational) behaviour. Our results show that participants utilised multiple search strategies starting from the seed document, which means that they examined different paths to find related publications.

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Fußnoten
1
If a participant combined two search activities like for example keywords and queries we only report on the first search activity.
 
3
Not all participants responded to each search activity which results in minor differences between the actual usage of a search activity (see Table 1) and the usefulness rating.
 
Literatur
1.
Zurück zum Zitat Athukorala, K., Hoggan, E., Lehtiö, A., Ruotsalo, T., Jacucci, G.: Information-seeking behaviors of computer scientists: challenges for electronic literature search tools. Proc. Am. Soc. Inf. Sci. Technol. 50(1), 1–11 (2013)CrossRef Athukorala, K., Hoggan, E., Lehtiö, A., Ruotsalo, T., Jacucci, G.: Information-seeking behaviors of computer scientists: challenges for electronic literature search tools. Proc. Am. Soc. Inf. Sci. Technol. 50(1), 1–11 (2013)CrossRef
2.
Zurück zum Zitat Athukorala, K., Gowacka, D., Jacucci, G., Oulasvirta, A., Vreeken, J.: Is exploratory search different? A comparison of information search behavior for exploratory and lookup tasks. J. Assoc. Inf. Sci. Technol. 67(11), 2635–2651 (2016). doi:10.1002/asi.23617 CrossRef Athukorala, K., Gowacka, D., Jacucci, G., Oulasvirta, A., Vreeken, J.: Is exploratory search different? A comparison of information search behavior for exploratory and lookup tasks. J. Assoc. Inf. Sci. Technol. 67(11), 2635–2651 (2016). doi:10.​1002/​asi.​23617 CrossRef
3.
Zurück zum Zitat Aula, A., Majaranta, P., Räihä, K.J.: Eye-tracking reveals the personal styles for search result evaluation. In: IFIP Conference on Human–Computer Interaction. Springer, pp 1058–1061 (2005) Aula, A., Majaranta, P., Räihä, K.J.: Eye-tracking reveals the personal styles for search result evaluation. In: IFIP Conference on Human–Computer Interaction. Springer, pp 1058–1061 (2005)
4.
Zurück zum Zitat Bates, M.J.: Information search tactics. JASIS 30(4), 205–214 (1979)CrossRef Bates, M.J.: Information search tactics. JASIS 30(4), 205–214 (1979)CrossRef
5.
Zurück zum Zitat Bates, M.J.: The design of browsing and berrypicking techniques for the online search interface. Online Rev. 13(5), 407–424 (1989)CrossRef Bates, M.J.: The design of browsing and berrypicking techniques for the online search interface. Online Rev. 13(5), 407–424 (1989)CrossRef
6.
Zurück zum Zitat Bates, M.J.: Where should the person stop and the information search interface start? Inf. Process. Manag. 26(5), 575–591 (1990)CrossRef Bates, M.J.: Where should the person stop and the information search interface start? Inf. Process. Manag. 26(5), 575–591 (1990)CrossRef
7.
Zurück zum Zitat Bierig, R., Gwizdka, J., Cole, M.J.: A user-centered experiment and logging framework for interactive information retrieval. In: Proceedings of the SIGIR 2009 Workshop on Understanding the User: Logging and Interpreting User Interactions in Information Search and Retrieval, pp. 8–11 (2009) Bierig, R., Gwizdka, J., Cole, M.J.: A user-centered experiment and logging framework for interactive information retrieval. In: Proceedings of the SIGIR 2009 Workshop on Understanding the User: Logging and Interpreting User Interactions in Information Search and Retrieval, pp. 8–11 (2009)
8.
9.
Zurück zum Zitat Buscher, G., Dengel, A., Biedert, R., Elst, L.V.: Attentive documents: eye tracking as implicit feedback for information retrieval and beyond. ACM Trans. Interact. Intell. Syst. (TiiS) 1(2), 9 (2012a) Buscher, G., Dengel, A., Biedert, R., Elst, L.V.: Attentive documents: eye tracking as implicit feedback for information retrieval and beyond. ACM Trans. Interact. Intell. Syst. (TiiS) 1(2), 9 (2012a)
10.
Zurück zum Zitat Buscher, G., White, R.W., Dumais, S., Huang, J.: Large-scale analysis of individual and task differences in search result page examination strategies. In: Proceedings of the Fifth ACM International Conference on Web Search and Data Mining, WSDM ’12. ACM, New York, NY, pp. 373–382 (2012b). doi:10.1145/2124295.2124341 Buscher, G., White, R.W., Dumais, S., Huang, J.: Large-scale analysis of individual and task differences in search result page examination strategies. In: Proceedings of the Fifth ACM International Conference on Web Search and Data Mining, WSDM ’12. ACM, New York, NY, pp. 373–382 (2012b). doi:10.​1145/​2124295.​2124341
11.
Zurück zum Zitat Carevic, Z., Mayr, P.: Extending search facilities via bibliometric-enhanced stratagems. In: Proceedings of the 2nd Workshop on Bibliometric-Enhanced Information Retrieval, CEUR-WS.org, Vienna, Austria, pp. 40–46 (2015) Carevic, Z., Mayr, P.: Extending search facilities via bibliometric-enhanced stratagems. In: Proceedings of the 2nd Workshop on Bibliometric-Enhanced Information Retrieval, CEUR-WS.org, Vienna, Austria, pp. 40–46 (2015)
12.
Zurück zum Zitat Carevic, Z., Mayr, P.: Survey on high-level search activities based on the stratagem level in digital libraries. In: 20th International Conference on Theory and Practice of Digital Libraries (TPDL 2016) (2016). doi:10.1007/978-3-319-43997-6_5 Carevic, Z., Mayr, P.: Survey on high-level search activities based on the stratagem level in digital libraries. In: 20th International Conference on Theory and Practice of Digital Libraries (TPDL 2016) (2016). doi:10.​1007/​978-3-319-43997-6_​5
13.
Zurück zum Zitat Cole, M.J., Hendahewa, C., Belkin, N.J., Shah, C.: User activity patterns during information search. ACM Trans. Inf. Syst. (TOIS) 33(1), 1 (2015)CrossRef Cole, M.J., Hendahewa, C., Belkin, N.J., Shah, C.: User activity patterns during information search. ACM Trans. Inf. Syst. (TOIS) 33(1), 1 (2015)CrossRef
14.
Zurück zum Zitat Cutrell, E., Guan, Z.: What are you looking for? An eye-tracking study of information usage in web search. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. ACM, pp. 407–416 (2007) Cutrell, E., Guan, Z.: What are you looking for? An eye-tracking study of information usage in web search. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. ACM, pp. 407–416 (2007)
15.
Zurück zum Zitat Ellis, D.: A behavioural approach to information retrieval system design. J. Doc. 45(3), 171–212 (1989)CrossRef Ellis, D.: A behavioural approach to information retrieval system design. J. Doc. 45(3), 171–212 (1989)CrossRef
16.
Zurück zum Zitat Fields, B., Keith, S., Blandford, A.: Designing for expert information finding strategies. In: Fincher, S., Markopoulos, P., Moore, D., Ruddle, R. (eds.) People and Computers XVIII–Design for Life: Proceedings of HCI 2004, 89–102. Springer, London (2005). doi:10.1007/1-84628-062-1_6 Fields, B., Keith, S., Blandford, A.: Designing for expert information finding strategies. In: Fincher, S., Markopoulos, P., Moore, D., Ruddle, R. (eds.) People and Computers XVIII–Design for Life: Proceedings of HCI 2004, 89–102. Springer, London (2005). doi:10.​1007/​1-84628-062-1_​6
17.
Zurück zum Zitat Goldberg, J.H., Stimson, M.J., Lewenstein, M., Scott, N., Wichansky, A.M.: Eye tracking in web search tasks: design implications. In: Proceedings of the 2002 Symposium on Eye Tracking Research & Applications. ACM, pp. 51–58 (2002) Goldberg, J.H., Stimson, M.J., Lewenstein, M., Scott, N., Wichansky, A.M.: Eye tracking in web search tasks: design implications. In: Proceedings of the 2002 Symposium on Eye Tracking Research & Applications. ACM, pp. 51–58 (2002)
18.
Zurück zum Zitat Granka, L.A., Joachims, T., Gay, G.: Eye-tracking analysis of user behavior in www search. In: Proceedings of the 27th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. ACM, pp. 478–479 (2004) Granka, L.A., Joachims, T., Gay, G.: Eye-tracking analysis of user behavior in www search. In: Proceedings of the 27th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval. ACM, pp. 478–479 (2004)
19.
Zurück zum Zitat Hienert, D., Sawitzki, F., Mayr, P.: Digital library research in action: supporting information retrieval in sowiport. D-Lib Mag. 21(3), 8 (2015). doi:10.1045/march2015-hienert Hienert, D., Sawitzki, F., Mayr, P.: Digital library research in action: supporting information retrieval in sowiport. D-Lib Mag. 21(3), 8 (2015). doi:10.​1045/​march2015-hienert
20.
Zurück zum Zitat Joo, S., Xie, I.: How do users’ search tactic selections influence search outputs in exploratory search tasks? In: Proceedings of the 13th ACM/IEEE-CS Joint Conference on Digital Libraries. ACM, New York, NY, pp. 397–398 (2013). doi:10.1145/2467696.2467761 Joo, S., Xie, I.: How do users’ search tactic selections influence search outputs in exploratory search tasks? In: Proceedings of the 13th ACM/IEEE-CS Joint Conference on Digital Libraries. ACM, New York, NY, pp. 397–398 (2013). doi:10.​1145/​2467696.​2467761
21.
Zurück zum Zitat Kang, R., Fu, W.T.: Exploratory information search by domain experts and novices. In: Proceedings of the 15th International Conference on Intelligent User Interfaces. ACM, pp. 329–332 (2010) Kang, R., Fu, W.T.: Exploratory information search by domain experts and novices. In: Proceedings of the 15th International Conference on Intelligent User Interfaces. ACM, pp. 329–332 (2010)
22.
Zurück zum Zitat Kelly, D.: Methods for evaluating interactive information retrieval systems with users. Found. Trends Inf. Retr. 3(12), 1–224 (2009) Kelly, D.: Methods for evaluating interactive information retrieval systems with users. Found. Trends Inf. Retr. 3(12), 1–224 (2009)
23.
Zurück zum Zitat Kriewel, S., Fuhr, N.: Adaptive search suggestions for digital libraries. In: Asian Digital Libraries: Looking Back 10 Years and Forging New Frontiers (ICADL 2007), pp. 220–229 (2007) Kriewel, S., Fuhr, N.: Adaptive search suggestions for digital libraries. In: Asian Digital Libraries: Looking Back 10 Years and Forging New Frontiers (ICADL 2007), pp. 220–229 (2007)
24.
Zurück zum Zitat Kriewel, S., Fuhr, N.: An evaluation of an adaptive search suggestion system. In: 32nd European Conference on Information Retrieval Research (ECIR 2010). Springer, pp. 544–555 (2010) Kriewel, S., Fuhr, N.: An evaluation of an adaptive search suggestion system. In: 32nd European Conference on Information Retrieval Research (ECIR 2010). Springer, pp. 544–555 (2010)
25.
Zurück zum Zitat Kules, B., Capra, R., Banta, M., Sierra, T.: What do exploratory searchers look at in a faceted search interface? In: Proceedings of the 9th ACM/IEEE-CS Joint Conference on Digital Libraries. ACM, pp. 313–322 (2009) Kules, B., Capra, R., Banta, M., Sierra, T.: What do exploratory searchers look at in a faceted search interface? In: Proceedings of the 9th ACM/IEEE-CS Joint Conference on Digital Libraries. ACM, pp. 313–322 (2009)
26.
Zurück zum Zitat Loizides, F., Photiades, T., Mavri, A., Zaphiris, P.: On interactive interfaces for semi-structured academic document seeking and relevance decision making. New Rev. Inf. Netw. 19(2), 67–95 (2014)CrossRef Loizides, F., Photiades, T., Mavri, A., Zaphiris, P.: On interactive interfaces for semi-structured academic document seeking and relevance decision making. New Rev. Inf. Netw. 19(2), 67–95 (2014)CrossRef
27.
Zurück zum Zitat Lorigo, L., Haridasan, M., Brynjarsdóttir, H., Xia, L., Joachims, T., Gay, G., Granka, L., Pellacini, F., Pan, B.: Eye tracking and online search: lessons learned and challenges ahead. J. Am. Soc. Inform. Sci. Technol. 59(7), 1041–1052 (2008)CrossRef Lorigo, L., Haridasan, M., Brynjarsdóttir, H., Xia, L., Joachims, T., Gay, G., Granka, L., Pellacini, F., Pan, B.: Eye tracking and online search: lessons learned and challenges ahead. J. Am. Soc. Inform. Sci. Technol. 59(7), 1041–1052 (2008)CrossRef
28.
Zurück zum Zitat Marchionini, G.: Exploratory search: from finding to understanding. Commun. ACM 49(4), 41–46 (2006)CrossRef Marchionini, G.: Exploratory search: from finding to understanding. Commun. ACM 49(4), 41–46 (2006)CrossRef
29.
Zurück zum Zitat Mayr, P.: How do practitioners, Ph.D. students and postdocs in the social sciences assess topic-specific recommendations? In: Proceedings of the Joint Workshop on Bibliometric-Enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL2016), CEUR-WS.org, Newark, NJ, USA, pp. 84–92 (2016) Mayr, P.: How do practitioners, Ph.D. students and postdocs in the social sciences assess topic-specific recommendations? In: Proceedings of the Joint Workshop on Bibliometric-Enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL2016), CEUR-WS.org, Newark, NJ, USA, pp. 84–92 (2016)
30.
Zurück zum Zitat Meho, L.I., Tibbo, H.R.: Modeling the information-seeking behavior of social scientists: Ellis’s study revisited. J. Am. Soc. Inform. Sci. Technol. 54(6), 570–587 (2003)CrossRef Meho, L.I., Tibbo, H.R.: Modeling the information-seeking behavior of social scientists: Ellis’s study revisited. J. Am. Soc. Inform. Sci. Technol. 54(6), 570–587 (2003)CrossRef
31.
Zurück zum Zitat Mitsui, M., Shah, C., Belkin, N.J.: Extracting information seeking intentions for web search sessions. In: Proceedings of the 39th International ACM SIGIR Conference on Research and Development in Information Retrieval. ACM, New York, NY, USA, SIGIR ’16, pp. 841–844 (2016). doi:10.1145/2911451.2914746 Mitsui, M., Shah, C., Belkin, N.J.: Extracting information seeking intentions for web search sessions. In: Proceedings of the 39th International ACM SIGIR Conference on Research and Development in Information Retrieval. ACM, New York, NY, USA, SIGIR ’16, pp. 841–844 (2016). doi:10.​1145/​2911451.​2914746
32.
33.
Zurück zum Zitat O’Day, V.L., Jeffries, R.: Orienting in an information landscape: how information seekers get from here to there. In: Proceedings of the INTERCHI ’93. IOS Press, pp. 438–445 (1993) O’Day, V.L., Jeffries, R.: Orienting in an information landscape: how information seekers get from here to there. In: Proceedings of the INTERCHI ’93. IOS Press, pp. 438–445 (1993)
34.
Zurück zum Zitat Reichle, E.D., Pollatsek, A., Rayner, K.: Using EZ reader to simulate eye movements in nonreading tasks: a unified framework for understanding the eye-mind link. Psychol. Rev. 119(1), 155 (2012)CrossRef Reichle, E.D., Pollatsek, A., Rayner, K.: Using EZ reader to simulate eye movements in nonreading tasks: a unified framework for understanding the eye-mind link. Psychol. Rev. 119(1), 155 (2012)CrossRef
35.
Zurück zum Zitat Tran, V.T., Fuhr, N.: Quantitative analysis of search sessions enhanced by gaze tracking with dynamic areas of interest. In: The International Conference on Theory and Practice of Digital Libraries 2012. Springer, pp. 468–473 (2012a) Tran, V.T., Fuhr, N.: Quantitative analysis of search sessions enhanced by gaze tracking with dynamic areas of interest. In: The International Conference on Theory and Practice of Digital Libraries 2012. Springer, pp. 468–473 (2012a)
36.
Zurück zum Zitat Tran, V.T., Fuhr, N.: Using eye-tracking with dynamic areas of interest for analyzing interactive information retrieval. In: Proceedings of the 35th International ACM SIGIR Conference on Research and Development in Information Retrieval. ACM, pp. 1165–1166 (2012b) Tran, V.T., Fuhr, N.: Using eye-tracking with dynamic areas of interest for analyzing interactive information retrieval. In: Proceedings of the 35th International ACM SIGIR Conference on Research and Development in Information Retrieval. ACM, pp. 1165–1166 (2012b)
37.
Zurück zum Zitat White, R.W., Drucker, S.M.: Investigating behavioral variability in web search. In: Proceedings of the 16th International Conference on World Wide Web, WWW ’07. ACM, New York, NY, pp. 21–30 (2007). doi:10.1145/1242572.1242576 White, R.W., Drucker, S.M.: Investigating behavioral variability in web search. In: Proceedings of the 16th International Conference on World Wide Web, WWW ’07. ACM, New York, NY, pp. 21–30 (2007). doi:10.​1145/​1242572.​1242576
38.
Zurück zum Zitat Wildemuth, B.M.: The effects of domain knowledge on search tactic formulation. J. Am. Soc. Inform. Sci. Technol. 55(3), 246–258 (2004)CrossRef Wildemuth, B.M.: The effects of domain knowledge on search tactic formulation. J. Am. Soc. Inform. Sci. Technol. 55(3), 246–258 (2004)CrossRef
39.
Zurück zum Zitat Wilson, M.L., Schraefel, M.: A longitudinal study of exploratory and keyword search. In: Proceedings of the 8th ACM/IEEE-CS Joint Conference on Digital Libraries, JCDL ’08. ACM, New York, NY, pp. 52–56 (2008). doi:10.1145/1378889.1378899 Wilson, M.L., Schraefel, M.: A longitudinal study of exploratory and keyword search. In: Proceedings of the 8th ACM/IEEE-CS Joint Conference on Digital Libraries, JCDL ’08. ACM, New York, NY, pp. 52–56 (2008). doi:10.​1145/​1378889.​1378899
Metadaten
Titel
Investigating exploratory search activities based on the stratagem level in digital libraries
verfasst von
Zeljko Carevic
Maria Lusky
Wilko van Hoek
Philipp Mayr
Publikationsdatum
14.08.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
International Journal on Digital Libraries / Ausgabe 2-3/2018
Print ISSN: 1432-5012
Elektronische ISSN: 1432-1300
DOI
https://doi.org/10.1007/s00799-017-0226-6

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