Elements of information theory
Elements of information theory
Characterizing browsing strategies in the World-Wide Web
Proceedings of the Third International World-Wide Web conference on Technology, tools and applications
Using speculation to reduce server load and service time on the WWW
CIKM '95 Proceedings of the fourth international conference on Information and knowledge management
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
Information architecture for the World Wide Web
Information architecture for the World Wide Web
Learning to extract symbolic knowledge from the World Wide Web
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
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
Using path profiles to predict HTTP requests
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Probabilistic Languages: A Review and Some Open Questions
ACM Computing Surveys (CSUR)
Web Site Stats: Tracking Hits and Analyzing Web Traffic
Web Site Stats: Tracking Hits and Analyzing Web Traffic
Introduction To Automata Theory, Languages, And Computation
Introduction To Automata Theory, Languages, And Computation
Statistical Language Learning
Mining the Web's Link Structure
Computer
Efficient Data Mining for Path Traversal Patterns
IEEE Transactions on Knowledge and Data Engineering
WUM - A Tool for WWW Ulitization Analysis
WebDB '98 Selected papers from the International Workshop on The World Wide Web and Databases
User-Driven Navigation Pattern Discovery from Internet Data
WEBKDD '99 Revised Papers from the International Workshop on Web Usage Analysis and User Profiling
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
Adaptive web sites: an AI challenge
IJCAI'97 Proceedings of the 15th international joint conference on Artifical intelligence - Volume 1
A probabilistic approach to navigation in Hypertext
Information Sciences: an International Journal
Cut-and-Pick Transactions for Proxy Log Mining
EDBT '02 Proceedings of the 8th International Conference on Extending Database Technology: Advances in Database Technology
A Hybrid Approach to Web Usage Mining
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Usage-Centric Adaptation of Dynamic E-Catalogs
CAiSE '02 Proceedings of the 14th International Conference on Advanced Information Systems Engineering
User-Driven Navigation Pattern Discovery from Internet Data
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
A Framework for Efficient and Anonymous Web Usage Mining Based on Client-Side Tracking
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
Usage-Based PageRank for Web Personalization
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
PLWAP sequential mining: open source code
Proceedings of the 1st international workshop on open source data mining: frequent pattern mining implementations
Visualizing web navigation patterns with factor analysis
AIC'07 Proceedings of the 7th Conference on 7th WSEAS International Conference on Applied Informatics and Communications - Volume 7
From Web to Social Web: Discovering and Deploying User and Content Profiles
MODELING WEB NAVIGATION USING GRAMMATICAL INFERENCE
Applied Artificial Intelligence
Learning and Predicting Key Web Navigation Patterns Using Bayesian Models
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part II
Identifying the optimal set of parameters for new topic identification through experimental design
Expert Systems with Applications: An International Journal
Mining Web navigation patterns with a path traversal graph
Expert Systems with Applications: An International Journal
Finding unexpected navigation behaviour in clickstream data for website design improvement
Journal of Web Engineering
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
Generating dynamic higher-order markov models in web usage mining
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Preprocessing time series data for classification with application to CRM
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Discovering context-topic rules in search engine logs
SPIRE'06 Proceedings of the 13th international conference on String Processing and Information Retrieval
Web access path prediction using fuzzy case based reasoning
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Integrating web content clustering into web log association rule mining
AI'05 Proceedings of the 18th Canadian Society conference on Advances in Artificial Intelligence
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
International Journal of Business Intelligence and Data Mining
Explaining difficulty navigating a website using page view data
Proceedings of the Seventeenth Australasian Document Computing Symposium
Editorial: data mining in electronic commerce - support vs. confidence
Journal of Theoretical and Applied Electronic Commerce Research
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We propose a data mining model that captures the user navigation behaviour patterns. The user navigation sessions are modelled as a hypertext probabilistic grammar whose higher probability strings correspond to the user's preferred trails. An algorithm to efficiently mine such trails is given. We make use of the N gram model which assumes that the last N pages browsed affect the probability of the next page to be visited. The model is based on the theory of probabilistic grammars providing it with a sound theoretical foundation for future enhancements. Moreover, we propose the use of entropy as an estimator of the grammar's statistical properties. Extensive experiments were conducted and the results show that the algorithm runs in linear time, the grammar's entropy is a good estimator of the number of mined trails and the real data rules confirm the effectiveness of the model.