From user access patterns to dynamic hypertext linking
Proceedings of the fifth international World Wide Web conference on Computer networks and ISDN systems
Using predictive prefetching to improve World Wide Web latency
ACM SIGCOMM Computer Communication Review
Proceedings of the ACM SIGCHI Conference on Human factors in computing systems
Foundations of statistical natural language processing
Foundations of statistical natural language processing
WebQuilt: A proxy-based approach to remote web usability testing
ACM Transactions on Information Systems (TOIS)
Summary of WWW characterizations
World Wide Web
A Cube Model and Cluster Analysis for Web Access Sessions
WEBKDD '01 Revised Papers from the Third International Workshop on Mining Web Log Data Across All Customers Touch Points
Discovering Web Access Patterns and Trends by Applying OLAP and Data Mining Technology on Web Logs
ADL '98 Proceedings of the Advances in Digital Libraries Conference
Knowledge discovery from users Web-page navigation
RIDE '97 Proceedings of the 7th International Workshop on Research Issues in Data Engineering (RIDE '97) High Performance Database Management for Large-Scale Applications
Web usage mining: discovery and application of interesting patterns from web data
Web usage mining: discovery and application of interesting patterns from web data
Mining longest repeating subsequences to predict world wide web surfing
USITS'99 Proceedings of the 2nd conference on USENIX Symposium on Internet Technologies and Systems - Volume 2
The bloodhound project: automating discovery of web usability issues using the InfoScentπ simulator
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Characterizing customer groups for an e-commerce website
EC '04 Proceedings of the 5th ACM conference on Electronic commerce
Data mining of web access logs from an academic web site
Design and application of hybrid intelligent systems
Personalizing the user experience on ibm.com
IBM Systems Journal
Patterns of media use in an activity-centric collaborative environment
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Cost and Response Time Simulation forWeb-based Applications on Mobile Channels
QSIC '05 Proceedings of the Fifth International Conference on Quality Software
Web page revisitation revisited: implications of a long-term click-stream study of browser usage
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Modeling Online Browsing and Path Analysis Using Clickstream Data
Marketing Science
Mining User preference using Spy voting for search engine personalization
ACM Transactions on Internet Technology (TOIT)
AWESOME: a data warehouse-based system for adaptive website recommendations
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Performance tuning and cost discovery of mobile web-based applications
International Journal of Web Engineering and Technology
The dynamics of personal territories on the web
Proceedings of the 20th ACM conference on Hypertext and hypermedia
The dynamics of personal territories on the web
ACM SIGWEB Newsletter
UM'03 Proceedings of the 9th international conference on User modeling
Investigating user attention and interest in websites
INTERACT'07 Proceedings of the 11th IFIP TC 13 international conference on Human-computer interaction
Characterizing large-scale use of a direct manipulation application in the wild
Proceedings of Graphics Interface 2010
Learners' navigation behavior identification based on trace analysis
User Modeling and User-Adapted Interaction
Web performance indicator by implicit user feedback – application and formal approach
WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
Annual Review of Information Science and Technology
Semantic Query Expansion using Cluster Based Domain Ontologies
International Journal of Information Retrieval Research
Personalised web search using ACO with information scent
International Journal of Knowledge and Web Intelligence
LiveAction: Automating Web Task Model Generation
ACM Transactions on Interactive Intelligent Systems (TiiS)
You are how you click: clickstream analysis for Sybil detection
SEC'13 Proceedings of the 22nd USENIX conference on Security
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Understanding user behaviors on Web sites enables site owners to make sites more usable, ultimately helping users to achieve their goals more quickly. Accordingly, researchers have devised methods for categorizing user sessions in hopes of revealing user interests. These techniques build user profiles by combining users' navigation paths with other data features, such as page viewing time, hyperlink structure, and page content. Previously, we have presented complex techniques of combining many of these data features to cluster user profiles. In this paper, we introduce a user study and a systematic evaluation of these different data features and their associated weighting schemes. We present the results of our study, including accuracy measures for a number of clustering approaches, and offer recommendations for Web analysts. While further investigation over more sites is needed to definitively settle on a robust scheme, we have characterized this analytic space