Mining quantitative association rules in large relational tables
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
How people revisit web pages: empirical findings and implications for the design of history systems
International Journal of Human-Computer Studies - Special issue: World Wide Web usability
Hits and miss-es: a year watching the Web
Selected papers from the sixth international conference on World Wide Web
Discovery of Frequent Episodes in Event Sequences
Data Mining and Knowledge Discovery
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
ICDE '98 Proceedings of the Fourteenth International Conference on Data Engineering
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th 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
Efficient Mining of Partial Periodic Patterns in Time Series Database
ICDE '99 Proceedings of the 15th International Conference on Data Engineering
Categorizing Visitors Dynamically by Fast and Robust Clustering of Access Logs
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
Intelligent Support for Information Retrieval in WWW Environment
ADBIS '02 Proceedings of the 6th East European Conference on Advances in Databases and Information Systems
A Hybrid Approach to Web Usage Mining
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Mining Indirect Associations in Web Data
WEBKDD '01 Revised Papers from the Third International Workshop on Mining Web Log Data Across All Customers Touch Points
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
Temporal Pattern Mining of Moving Objects for Location-Based Service
DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications
Mining Temporal Moving Patterns in Object Tracking Sensor Networks
UDM '05 Proceedings of the International Workshop on Ubiquitous Data Management
Enhancing Mobile Web Access Using Intelligent Recommendations
IEEE Intelligent Systems
TidFP: Mining Frequent Patterns in Different Databases with Transaction ID
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
Post Recommendation in Social Web Site
EGOV '09 Proceedings of the 8th International Conference on Electronic Government
Mining Frequent Purchase Behavior Patterns for Commercial Websites
ICCCI '09 Proceedings of the 1st International Conference on Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems
A taxonomy of sequential pattern mining algorithms
ACM Computing Surveys (CSUR)
Identifying the optimal set of parameters for new topic identification through experimental design
Expert Systems with Applications: An International Journal
NEWER: A system for NEuro-fuzzy WEb Recommendation
Applied Soft Computing
Discovering multi-label temporal patterns in sequence databases
Information Sciences: an International Journal
A new logic correlation rule for HIV-1 protease mutation
Expert Systems with Applications: An International Journal
Mining Web navigation patterns with a path traversal graph
Expert Systems with Applications: An International Journal
Visual web mining for website evaluation
Journal of Web Engineering
Extensions for continuous pattern mining
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Alternative Approach to Tree-Structured Web Log Representation and Mining
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Improved usage model for web application reliability testing
ICTSS'11 Proceedings of the 23rd IFIP WG 6.1 international conference on Testing software and systems
Cleopatra: evolutionary pattern-based clustering of web usage data
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Efficient approach for interactively mining web traversal patterns
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and Its Applications - Volume Part II
Mining the change of customer behavior in fuzzy time-interval sequential patterns
Applied Soft Computing
An effective system for mining web log
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
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
Mapping web usage patterns to MDP model and mining with reinforcement learning
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
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
The research on fuzzy data mining applied on browser records
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
A top down algorithm for mining web access patterns from web logs
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Mining context based sequential patterns
AWIC'05 Proceedings of the Third international conference on Advances in Web Intelligence
Continuous pattern mining using the FCPGrowth algorithm in trajectory data warehouses
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part I
Applications of web query mining
ECIR'05 Proceedings of the 27th European conference on Advances in Information Retrieval Research
Mining significant usage patterns from clickstream data
WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Mining maximum frequent access patterns in web logs based on unique labeled tree
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
Web access pattern mining --- a survey
ICDEM'10 Proceedings of the Second international conference on Data Engineering and Management
A distributed recommender system architecture
International Journal of Web Engineering and Technology
Knowledge discovery of weighted RFM sequential patterns from customer sequence databases
Journal of Systems and Software
Sequential pattern mining -- approaches and algorithms
ACM Computing Surveys (CSUR)
User Behaviour Pattern Mining from Weblog
International Journal of Data Warehousing and Mining
An efficient tree-based algorithm for mining sequential patterns with multiple minimum supports
Journal of Systems and Software
Techniques for data-driven curriculum analysis
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
International Journal of Knowledge-based and Intelligent Engineering Systems - Selected papers of KES2012-Part 2 of 2
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With the explosive growth of data available on the World Wide Web, discovery and analysis of useful information from the World Wide Web becomes a practical necessity. Web access pattern, which is the sequence of accesses pursued by users frequently, is a kind of interesting and useful knowledge in practice. In this paper, we study the problem of mining access patterns from Web logs efficiently. A novel data structure, called Web access pattern tree, or WAP-tree in short, is developed for efficient mining of access patterns from pieces of logs. The Web access pattern tree stores highly compressed, critical information for access pattern mining and facilitates the development of novel algorithms for mining access patterns in large set of log pieces. Our algorithm can find access patterns from Web logs quite efficiently. The experimental and performance studies show that our method is in general an order of magnitude faster than conventional methods.