Development of an instrument measuring user satisfaction of the human-computer interface
CHI '88 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
IBM computer usability satisfaction questionnaires: psychometric evaluation and instructions for use
International Journal of Human-Computer Interaction
Computers in the Schools - Special issue: multimedia and megachange—new roles for educational computing, part 2
Stereotypes in information filtering systems
Information Processing and Management: an International Journal
Exploiting learning techniques for the acquisition of user stereotypes and communities
UM '99 Proceedings of the seventh international conference on User modeling
Predicting users' requests on the WWW
UM '99 Proceedings of the seventh international conference on User modeling
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
ACM Computing Surveys (CSUR)
Users' interaction with World Wide Web resources: an exploratory study using a holistic approach
Information Processing and Management: an International Journal
Cognitive styles and virtual environments
Journal of the American Society for Information Science - Special topic issue: individual differences in virtual environments
Cognitive style and on-line database search experience as predictors of web search performance
Journal of the American Society for Information Science - Special topic issue: individual differences in virtual environments
Differences between novice and experienced users in searching information on the World Wide Web
Journal of the American Society for Information Science - Special topic issue: individual differences in virtual environments
WebQuilt: A proxy-based approach to remote web usability testing
ACM Transactions on Information Systems (TOIS)
Effective personalization based on association rule discovery from web usage data
Proceedings of the 3rd international workshop on Web information and data management
Design criteria for children's Web portals: the users speak out
Journal of the American Society for Information Science and Technology
Cognitive styles and hypermedia navigation: development of a learning model
Journal of the American Society for Information Science and Technology
Pattern Recognition with Fuzzy Objective Function Algorithms
Pattern Recognition with Fuzzy Objective Function Algorithms
User Modeling and User-Adapted Interaction
International Journal of Human-Computer Studies - Special issue on HCI and MIS
A methodology for analyzing SAGE libraries for cancer profiling
ACM Transactions on Information Systems (TOIS)
Journal of the American Society for Information Science and Technology
Evolution of web site design patterns
ACM Transactions on Information Systems (TOIS)
Modeling Elementary Cognitive Abilities for Adaptive Hypermedia Presentation
User Modeling and User-Adapted Interaction
The influence of font type and line length on visual search and information retrieval in web pages
International Journal of Human-Computer Studies
User Modeling and User-Adapted Interaction
Automatic cognitive style identification of digital library users for personalization
Journal of the American Society for Information Science and Technology
Practical Statistics for Medical Research
Practical Statistics for Medical Research
Low-complexity fuzzy relational clustering algorithms for Web mining
IEEE Transactions on Fuzzy Systems
A Study on the Granularity of User Modeling for Tag Prediction
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Exploring the feasibility of web form adaptation to users' cultural dimension scores
User Modeling and User-Adapted Interaction
Automatic detection of users' skill levels using high-frequency user interface events
User Modeling and User-Adapted Interaction
Journal of Information Science
A study on user perception of personality-based recommender systems
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
ER'12 Proceedings of the 2012 international conference on Advances in Conceptual Modeling
Journal of Systems and Software
Hi-index | 0.00 |
To deliver effective personalization for digital library users, it is necessary to identify which human factors are most relevant in determining the behavior and perception of these users. This paper examines three key human factors: cognitive styles, levels of expertise and gender differences, and utilizes three individual clustering techniques: k-means, hierarchical clustering and fuzzy clustering to understand user behavior and perception. Moreover, robust clustering, capable of correcting the bias of individual clustering techniques, is used to obtain a deeper understanding. The robust clustering approach produced results that highlighted the relevance of cognitive style for user behavior, i.e., cognitive style dominates and justifies each of the robust clusters created. We also found that perception was mainly determined by the level of expertise of a user. We conclude that robust clustering is an effective technique to analyze user behavior and perception.