Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Silk from a sow's ear: extracting usable structures from the Web
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Revisitation patterns in World Wide Web navigation
Proceedings of the ACM SIGCHI Conference on Human factors in computing systems
Discovering Patterns from Large and Dynamic Sequential Data
Journal of Intelligent Information Systems
Information architecture for the World Wide Web
Information architecture for the World Wide Web
Adaptive Web sites: automatically synthesizing Web pages
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Data Mining Techniques: For Marketing, Sales, and Customer Support
Data Mining Techniques: For Marketing, Sales, and Customer Support
Mining Sequential Patterns: Generalizations and Performance Improvements
EDBT '96 Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology
DataGuides: Enabling Query Formulation and Optimization in Semistructured Databases
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Using Taxonomy, Discriminants, and Signatures for Navigating in Text Databases
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
WUM - A Tool for WWW Ulitization Analysis
WebDB '98 Selected papers from the International Workshop on The World Wide Web and Databases
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
Data mining for path traversal patterns in a web environment
ICDCS '96 Proceedings of the 16th International Conference on Distributed Computing Systems (ICDCS '96)
Web usage mining for Web site evaluation
Communications of the ACM
Data Mining for Measuring and Improving the Success of Web Sites
Data Mining and Knowledge Discovery
Using Site Semantics to Analyze, Visualize, and Support Navigation
Data Mining and Knowledge Discovery
Building Adaptive E-Catalog Communities Based on User Interaction Patterns
IEEE Intelligent Systems
Usage-Centric Adaptation of Dynamic E-Catalogs
CAiSE '02 Proceedings of the 14th International Conference on Advanced Information Systems Engineering
Optimal Algorithms for Finding User Access Sessions from Very Large Web Logs
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
ISWC '02 Proceedings of the First International Semantic Web Conference on The Semantic Web
Modelling and Incorporating Background Knowledge in the Web Mining Process
Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery
Improving the Effectiveness of a Web Site with Web Usage Mining
WEBKDD '99 Revised Papers from the International Workshop on Web Usage Analysis and User Profiling
Exploiting Web Log Mining for Web Cache Enhancement
WEBKDD '01 Revised Papers from the Third International Workshop on Mining Web Log Data Across All Customers Touch Points
Detail and Context in Web Usage Mining: Coarsening and Visualizing Sequences
WEBKDD '01 Revised Papers from the Third International Workshop on Mining Web Log Data Across All Customers Touch Points
A Data Mining Algorithm for Generalized Web Prefetching
IEEE Transactions on Knowledge and Data Engineering
SEWeP: using site semantics and a taxonomy to enhance the Web personalization process
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Learning from User Behavior in Image Retrieval: Application of Market Basket Analysis
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
Advanced Data Preprocessing for Intersites Web Usage Mining
IEEE Intelligent Systems
Web path recommendations based on page ranking and Markov models
Proceedings of the 7th annual ACM international workshop on Web information and data management
Cost and Response Time Simulation forWeb-based Applications on Mobile Channels
QSIC '05 Proceedings of the Fifth International Conference on Quality Software
Incremental click-stream tree model: Learning from new users for web page prediction
Distributed and Parallel Databases
A process of knowledge discovery from web log data: Systematization and critical review
Journal of Intelligent Information Systems
User behavior modeling and content based speculative web page prefetching
Data & Knowledge Engineering - Special issue: ER 2003
A Knowledge Base for the maintenance of knowledge extracted from web data
Knowledge-Based Systems
Validation and interpretation of Web users' sessions clusters
Information Processing and Management: an International Journal
WAT: a tool for classifying learning activities from a log file
ACE '07 Proceedings of the ninth Australasian conference on Computing education - Volume 66
Decision trees for web log mining
Intelligent Data Analysis
Seeking activity: on the trail of users in open and community source frameworks
Proceedings of the 35th annual ACM SIGUCCS fall conference
Mining user navigation patterns for personalizing topic directories
Proceedings of the 9th annual ACM international workshop on Web information and data management
Fast computing reachability labelings for large graphs with high compression rate
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Performance tuning and cost discovery of mobile web-based applications
International Journal of Web Engineering and Technology
A clustering-based prefetching scheme on a Web cache environment
Computers and Electrical Engineering
A hybrid system for concept-based web usage mining
International Journal of Hybrid Intelligent Systems
Query-sets: using implicit feedback and query patterns to organize web documents
Proceedings of the 17th international conference on World Wide Web
Insights and surprises from usage patterns: some benefits of data mining in academic online systems
Proceedings of the 36th annual ACM SIGUCCS fall conference: moving mountains, blazing trails
Adaptive Web SitesA Knowledge Extraction from Web Data Approach
Proceedings of the 2008 conference on Adaptive Web Sites: A Knowledge Extraction from Web Data Approach
Report on the TrebleCLEF query log analysis workshop 2009
ACM SIGIR Forum
Design and Implementation of a Methodology for Identifying Website Keyobjects
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part I
Web Semantics: Science, Services and Agents on the World Wide Web
Identifying web navigation behaviour and patterns automatically from clickstream data
International Journal of Web Engineering and Technology
AWIC'03 Proceedings of the 1st international Atlantic web intelligence conference on Advances in web intelligence
Position coded pre-order linked WAP-tree for web log sequential pattern mining
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Data mining for web personalization
The adaptive web
Extracting significant Website Key Objects: A Semantic Web mining approach
Engineering Applications of Artificial Intelligence
Using SOFM to improve web site text content
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Fast reachability query processing
DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications
Building content clusters based on modelling page pairs
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Web site off-line structure reconfiguration: a web user browsing analysis
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Ontology-based filtering mechanisms for web usage patterns retrieval
EC-Web'05 Proceedings of the 6th international conference on E-Commerce and Web Technologies
Discovering characteristic individual accessing behaviors in web environment
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
Higher education web information system usage analysis with a data webhouse
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part IV
Effectively capturing user navigation paths in the web using web server logs
ICWE'05 Proceedings of the 5th international conference on Web Engineering
IKUM: an integrated web personalization platform based on content structures and user behavior
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Using and learning semantics in frequent subgraph mining
WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Web content mining for market intelligence acquiring from b2c websites
WISE'06 Proceedings of the 7th international conference on Web Information Systems
A website mining model centered on user queries
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
Ontology-Based rummaging mechanisms for the interpretation of web usage patterns
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
A dissimilarity measure for automate moderation in online social networks
Proceedings of the 4th International Workshop on Web Intelligence & Communities
User Behaviour Pattern Mining from Weblog
International Journal of Data Warehousing and Mining
A new dissimilarity measure for online social networks moderation
Web Intelligence and Agent Systems - Web Intelligence and Communities
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The analysis of web usage has mostly focused on sites composed of conventional static pages. However, huge amounts of information available in the web come from databases or other data collections and are presented to the users in the form of dynamically generated pages. The query interfaces of such sites allow the specification of many search criteria. Their generated results support navigation to pages of results combining cross-linked data from many sources. For the analysis of visitor navigation behaviour in such web sites, we propose the web usage miner (WUM), which discovers navigation patterns subject to advanced statistical and structural constraints. Since our objective is the discovery of interesting navigation patterns, we do not focus on accesses to individual pages. Instead, we construct conceptual hierarchies that reflect the query capabilities used in the production of those pages. Our experiments with a real web site that integrates data from multiple databases, the German SchulWeb, demonstrate the appropriateness of WUM in discovering navigation patterns and show how those discoveries can help in assessing and improving the quality of the site.