• Skip to content (access key 1)
  • Skip to search (access key 7)
FWF — Austrian Science Fund
  • Go to overview page Discover

    • Research Radar
      • Research Radar Archives 1974–1994
    • Discoveries
      • Emmanuelle Charpentier
      • Adrian Constantin
      • Monika Henzinger
      • Ferenc Krausz
      • Wolfgang Lutz
      • Walter Pohl
      • Christa Schleper
      • Elly Tanaka
      • Anton Zeilinger
    • Impact Stories
      • Verena Gassner
      • Wolfgang Lechner
      • Georg Winter
    • scilog Magazine
    • Austrian Science Awards
      • FWF Wittgenstein Awards
      • FWF ASTRA Awards
      • FWF START Awards
      • Award Ceremony
    • excellent=austria
      • Clusters of Excellence
      • Emerging Fields
    • In the Spotlight
      • 40 Years of Erwin Schrödinger Fellowships
      • Quantum Austria
    • Dialogs and Talks
      • think.beyond Summit
    • Knowledge Transfer Events
    • E-Book Library
  • Go to overview page Funding

    • Portfolio
      • excellent=austria
        • Clusters of Excellence
        • Emerging Fields
      • Projects
        • Principal Investigator Projects
        • Principal Investigator Projects International
        • Clinical Research
        • 1000 Ideas
        • Arts-Based Research
        • FWF Wittgenstein Award
      • Careers
        • ESPRIT
        • FWF ASTRA Awards
        • Erwin Schrödinger
        • doc.funds
        • doc.funds.connect
      • Collaborations
        • Specialized Research Groups
        • Special Research Areas
        • Research Groups
        • International – Multilateral Initiatives
        • #ConnectingMinds
      • Communication
        • Top Citizen Science
        • Science Communication
        • Book Publications
        • Digital Publications
        • Open-Access Block Grant
      • Subject-Specific Funding
        • AI Mission Austria
        • Belmont Forum
        • ERA-NET HERA
        • ERA-NET NORFACE
        • ERA-NET QuantERA
        • ERA-NET TRANSCAN
        • Alternative Methods to Animal Testing
        • European Partnership BE READY
        • European Partnership Biodiversa+
        • European Partnership BrainHealth
        • European Partnership ERA4Health
        • European Partnership ERDERA
        • European Partnership EUPAHW
        • European Partnership FutureFoodS
        • European Partnership OHAMR
        • European Partnership PerMed
        • European Partnership Water4All
        • Gottfried and Vera Weiss Award
        • LUKE – Ukraine
        • netidee SCIENCE
        • Herzfelder Foundation Projects
        • Quantum Austria
        • Rückenwind Funding Bonus
        • WE&ME Award
        • Zero Emissions Award
      • International Collaborations
        • Belgium/Flanders
        • Germany
        • France
        • Italy/South Tyrol
        • Japan
        • Korea
        • Luxembourg
        • Poland
        • Switzerland
        • Slovenia
        • Taiwan
        • Tyrol–South Tyrol–Trentino
        • Czech Republic
        • Hungary
    • Step by Step
      • Find Funding
      • Submitting Your Application
      • International Peer Review
      • Funding Decisions
      • Carrying out Your Project
      • Closing Your Project
      • Further Information
        • Integrity and Ethics
        • Inclusion
        • Applying from Abroad
        • Personnel Costs
        • PROFI
        • Final Project Reports
        • Final Project Report Survey
    • FAQ
      • Project Phase PROFI
      • Project Phase Ad Personam
      • Expiring Programs
        • Elise Richter and Elise Richter PEEK
        • FWF START Awards
  • Go to overview page About Us

    • Mission Statement
    • FWF Video
    • Values
    • Facts and Figures
    • Annual Report
    • What We Do
      • Research Funding
        • Matching Funds Initiative
      • International Collaborations
      • Studies and Publications
      • Equal Opportunities and Diversity
        • Objectives and Principles
        • Measures
        • Creating Awareness of Bias in the Review Process
        • Terms and Definitions
        • Your Career in Cutting-Edge Research
      • Open Science
        • Open-Access Policy
          • Open-Access Policy for Peer-Reviewed Publications
          • Open-Access Policy for Peer-Reviewed Book Publications
          • Open-Access Policy for Research Data
        • Research Data Management
        • Citizen Science
        • Open Science Infrastructures
        • Open Science Funding
      • Evaluations and Quality Assurance
      • Academic Integrity
      • Science Communication
      • Philanthropy
      • Sustainability
    • History
    • Legal Basis
    • Organization
      • Executive Bodies
        • Executive Board
        • Supervisory Board
        • Assembly of Delegates
        • Scientific Board
        • Juries
      • FWF Office
    • Jobs at FWF
  • Go to overview page News

    • News
    • Press
      • Logos
    • Calendar
      • Post an Event
      • FWF Informational Events
    • Job Openings
      • Enter Job Opening
    • Newsletter
  • Discovering
    what
    matters.

    FWF-Newsletter Press-Newsletter Calendar-Newsletter Job-Newsletter scilog-Newsletter

    SOCIAL MEDIA

    • LinkedIn, external URL, opens in a new window
    • , external URL, opens in a new window
    • Facebook, external URL, opens in a new window
    • Instagram, external URL, opens in a new window
    • YouTube, external URL, opens in a new window

    SCILOG

    • Scilog — The science magazine of the Austrian Science Fund (FWF)
  • elane login, external URL, opens in a new window
  • Scilog external URL, opens in a new window
  • de Wechsle zu Deutsch

  

Implicit and Explicit Memory in Collaborative Tagging

Implicit and Explicit Memory in Collaborative Tagging

Dietrich Albert (ORCID: 0000-0001-6701-3058)
  • Grant DOI 10.55776/P25593
  • Funding program Principal Investigator Projects
  • Status ended
  • Start October 1, 2013
  • End March 31, 2016
  • Funding amount € 141,881
  • Project website

Disciplines

Computer Sciences (30%); Psychology (70%)

Keywords

    Learning with New Media, Human Memory Processes, Word Perception and Production, Categorization, Human Computer Interaction, Personalized Recommendation

Abstract Final report

This project contributes to research on knowledge organisation in social software systems from a cognitive- psychological perspective by conducting two empirical studies in the context of Collaborative Tagging (CT). CT is a functionality of social Internet environments in which users collect resources (Websites, photos, music,) collaboratively and describe them with freely chosen keywords (so called tags) for later retrieval. CT has become very popular and has great potential for knowledge organisation in social software systems and an equally big opportunity for cognitive science research. Major research efforts are currently being undertaken to understand tagging behavior and improve the effectiveness of such environments (e.g. through tag recommendation that should improve consistency in tagging and precision in information search). For this to become a reality, a better understanding of the user behaviour and the underlying cognitive processes are essential. The projects builds on conceptions and research results of Fu (2008), Fu et al. (2009, 2010) and Held et al. (2010, 2012) and aims to describe and explain CT from the viewpoint of cognitive psychology. The focus of attention lies on the imitating-behaviour of users, which several existing models consider to be essential for the emergence of a consistent tagging behaviour (Cattuto, Loreto & Pietronero, 2006; Fu et al., 2009; Halpin, Robu & Shepherd, 2007). Drawing on dual-process models of word perception and production (Barsalou, Santos, et al., 2008; Nelson, Fisher & Akirmak, 2007), we (Dietrich Albert/Principal Investigator and Tobias Ley/Principal Co-Investigator) analyse implicit/automatic and explicit/controlled processes underlying imitation. Empirical data are gathered by experimental paradigms of cognitive psychology and analyzed by multinomial models (Brainerd et al., 2002, 2010; Buchner, Erdfelder & Vaterrodt-Plünnecke, 1995). The first study takes up results of our own research and examines the contributions of implicit and explicit memory representations to the production of tags as well as interactions with search strategies of users and lexical attributes of tags. The second study brings together results and methods of study 1 (and our precedent research) and attempts tag recommendation mechanisms that interact with automatic and controlled word processing and should foster the imitating behaviour of users in the organizational context of an enterprise department. So far, studies in CT were constrained to unsystematically accruing data of already existing Internet environments. The emergence of the observed patterns of results have been explained in retrospect and reconstructed by means of computer simulations. In contrast, this project chooses experimental research designs for all three studies to allow systematic manipulations of independent variables, to directly measure cognitive processes and to draw valid conclusions about what causes differences in these dependent variables. The studies take place in a controlled laboratory-setting as well as in the real-world context of an enterprise department in order to achieve both high internal and high external validity.

The World Wide Web is spanning an information space that allows exploring and developing knowledge in an increasingly self-determined way. At the same time, the sheer unlimited availability of resources (e.g., YouTube tutorials, blogs, etc.) is almost overwhelming and sometimes, we run the risk of getting lost on this web of information. Searchers therefore need technical support that facilitates finding, organizing and sharing resources. For that reason, the current project has dealt with Collaborative Tagging, a popular functionality of social Web environments (e.g., bookmarking portals). It allows users to describe collected resources by a set of freely chosen labels (tags) and thus, to prompt their own and others search processes through social cues.In particular, the project has given close attention to the memory processes that take place during the production of tags. By virtue of this mental search, users bring to consciousness the central topics of a found resource and verbalize these topics in a series of related tags. This serial tag production indicates an interaction between the user and the resource, which unfolds as a reflection on the resource topics and hence, drives a self-determined, deliberate information search: Particularly delayed thoughts on a resource (i.e., tags at later positions of the verbalized tag series) originate from a deeper search of memory that puts the conceived resource topics into the context of personal learning episodes. Spontaneous ideas (i.e., early tags) on the other hand come from immediate experiences, such as words read in a Web article. Being grounded on physically shared learning experiences (e.g., presented words), these fast responses (in form of early tags) are more likely being produced by different users and becoming prominent elements of the joint tag vocabulary. Therefore, spontaneously produced tags can be ascribed a supporting role in sharing and connecting collaboratively collected information. In order to promote such a tag-based sharing of resources that also involves tags for deeper thoughts, we have collaborated with computer scientists in the endeavor of developing automatic tag recommendation mechanisms (TRMs), i.e., services that encourage the reuse of already existent tags. In contrast to conventional TRMs, our goal was to algorithmically imitate the analyzed resource reflection performed by a user and to automatically suggest tags that match both spontaneous and delayed thoughts during reflection. Indeed, our extensive studies demonstrate that this psychologically plausible design principle makes a user more likely reusing existing tags and thus, facilitates a tag-based sharing of resources. Our results find Collaborative Tagging to play a very positive role in a type of exploration apt to tame the information overload on the Web by processes of reflection and sharing. Beyond that, interdisciplinary work at the intersection of cognitive psychology and computer science appears to be a valuable source of inspiration that will provide innovative impulses also in our future work on the design of services supporting Web-based search.

Research institution(s)
  • Technische Universität Graz - 100%
Project participants
  • Tobias Ley, Donau-Universität Krems , national collaboration partner
International project participants
  • Ulrike Cress, Leibniz-Institut für Wissensmedien - Germany
  • Wai-Tat Fu, University of Illinois at Urbana-Champaign - USA

Research Output

  • 161 Citations
  • 15 Publications
Publications
  • 2016
    Title Reconceptualizing imitation in social tagging
    DOI 10.1145/2908131.2908157
    Type Conference Proceeding Abstract
    Author Seitlinger P
    Pages 146-155
  • 2015
    Title Attention Please. A hybrid resource recommender mimicking attention-interpretation dynamics.
    Type Conference Proceeding Abstract
    Author Lex E Et Al
    Conference A. Gangemi, L. Stefano & P. Alessandro (Eds.), Proceedings of the 24th conference on World Wide Web WWW'15 companion, New York
  • 2015
    Title Dynamics of human categorization in a collaborative tagging system: How social processes of semantic stabilization shape individual sensemaking
    DOI 10.1016/j.chb.2015.04.053
    Type Journal Article
    Author Ley T
    Journal Computers in Human Behavior
    Pages 140-151
    Link Publication
  • 2015
    Title Attention Please! A Hybrid Resource Recommender Mimicking Attention-Interpretation Dynamics
    DOI 10.1145/2740908.2743057
    Type Conference Proceeding Abstract
    Author Seitlinger P
    Pages 339-345
    Link Publication
  • 2017
    Title Balancing the Fluency-Consistency Tradeoff in Collaborative Information Search with a Recommender Approach
    DOI 10.1080/10447318.2017.1379240
    Type Journal Article
    Author Seitlinger P
    Journal International Journal of Human–Computer Interaction
    Pages 557-575
    Link Publication
  • 2017
    Title Supporting collaborative learning with tag recommendations
    DOI 10.1145/3027385.3027421
    Type Conference Proceeding Abstract
    Author Kopeinik S
    Pages 409-418
    Link Publication
  • 2016
    Title Patterns of Meaning in a Cognitive Ecosystem: Modeling Stabilization and Enculturation in Social Tagging Systems
    DOI 10.1007/978-3-319-13536-6_8
    Type Book Chapter
    Author Ley T
    Publisher Springer Nature
    Pages 143-163
  • 2014
    Title Verbatim and Semantic Imitation in Indexing Resources on the Web: A Fuzzy-trace Account of Social Tagging
    DOI 10.1002/acp.3067
    Type Journal Article
    Author Seitlinger P
    Journal Applied Cognitive Psychology
    Pages 32-48
    Link Publication
  • 2013
    Title Recommending tags with a model of human categorization
    DOI 10.1145/2505515.2505625
    Type Conference Proceeding Abstract
    Author Seitlinger P
    Pages 2381-2386
  • 2014
    Title Forgetting the Words but Remembering the Meaning: Modeling Forgetting in a Verbal and Semantic Tag Recommender
    DOI 10.1007/978-3-319-14723-9_5
    Type Book Chapter
    Author Kowald D
    Publisher Springer Nature
    Pages 75-95
  • 2014
    Title Long time no see: the probability of reusing tags as a function of frequency and recency.
    Type Conference Proceeding Abstract
    Author Kowald D
    Conference A. Broder, K. Shim & T. Suel (Eds.), Proceedings of the 23rd Conference on World Wide Web WWW'14 Companion, New York
  • 2014
    Title Long time no see
    DOI 10.1145/2567948.2576934
    Type Conference Proceeding Abstract
    Author Kowald D
    Pages 463-468
  • 2016
    Title Take up My Tags: Exploring Benefits of Meaning Making in a Collaborative Learning Task at the Workplace
    DOI 10.1007/978-3-319-45153-4_30
    Type Book Chapter
    Author Dennerlein S
    Publisher Springer Nature
    Pages 377-383
  • 2016
    Title Modeling Activation Processes in Human Memory to Predict the Use of Tags in Social Bookmarking Systems
    DOI 10.1561/106.00000004
    Type Journal Article
    Author Trattner C
    Journal Journal of Web Science
    Pages 1-16
  • 2014
    Title Refining Frequency-Based Tag Reuse Predictions by Means of Time and Semantic Context
    DOI 10.1007/978-3-319-14723-9_4
    Type Book Chapter
    Author Kowald D
    Publisher Springer Nature
    Pages 55-74

Discovering
what
matters.

Newsletter

FWF-Newsletter Press-Newsletter Calendar-Newsletter Job-Newsletter scilog-Newsletter

Contact

Austrian Science Fund (FWF)
Georg-Coch-Platz 2
(Entrance Wiesingerstraße 4)
1010 Vienna

office(at)fwf.ac.at
+43 1 505 67 40

General information

  • Job Openings
  • Jobs at FWF
  • Press
  • Philanthropy
  • scilog
  • FWF Office
  • Social Media Directory
  • LinkedIn, external URL, opens in a new window
  • , external URL, opens in a new window
  • Facebook, external URL, opens in a new window
  • Instagram, external URL, opens in a new window
  • YouTube, external URL, opens in a new window
  • Cookies
  • Whistleblowing/Complaints Management
  • Accessibility Statement
  • Data Protection
  • Acknowledgements
  • IFG-Form
  • Social Media Directory
  • © Österreichischer Wissenschaftsfonds FWF
© Österreichischer Wissenschaftsfonds FWF