Information filtering and information retrieval: two sides of the same coin?
Communications of the ACM - Special issue on information filtering
From user access patterns to dynamic hypertext linking
Proceedings of the fifth international World Wide Web conference on Computer networks and ISDN systems
BIRCH: an efficient data clustering method for very large databases
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
Cyberspace 2000: dealing with information overload
Communications of the ACM
CURE: an efficient clustering algorithm for large databases
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
A graph distance metric based on the maximal common subgraph
Pattern Recognition Letters
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Recommender systems in e-commerce
Proceedings of the 1st ACM conference on Electronic commerce
Automatic personalization based on Web usage mining
Communications of the ACM
Modeling user interest shift using a Bayesian approach
Journal of the American Society for Information Science and Technology
Mining web logs to improve website organization
Proceedings of the 10th international conference on World Wide Web
Graph distances using graph union
Pattern Recognition Letters
Modern Information Retrieval
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
ACM Computing Surveys (CSUR)
Data Mining for Measuring and Improving the Success of Web Sites
Data Mining and Knowledge Discovery
Web page clustering using a self-organizing map of user navigation patterns
Decision Support Systems - Special issue: Web data mining
Mining Web Logs for Personalized Site Maps
WISEW '02 Proceedings of the Third International Conference on Web Information Systems Engineering (Workshops) - (WISEw'02)
Data mining for path traversal patterns in a web environment
ICDCS '96 Proceedings of the 16th International Conference on Distributed Computing Systems (ICDCS '96)
Adaptive web sites: cluster mining and conceptual clustering for index page synthesis
Adaptive web sites: cluster mining and conceptual clustering for index page synthesis
Agent-mediated electronic commerce: a survey
The Knowledge Engineering Review
LinkSelector: A Web mining approach to hyperlink selection for Web portals
ACM Transactions on Internet Technology (TOIT)
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques
Letizia: an agent that assists web browsing
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Adaptive web navigation for wireless devices
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Optimal design of link structure for e-supermarket website
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Recommendation systems for decision support: An editorial introduction
Decision Support Systems
Expert Systems with Applications: An International Journal
SpringSim '09 Proceedings of the 2009 Spring Simulation Multiconference
Recommender system based on workflow
Decision Support Systems
Supporting Search Result Browsing and Exploration via Cluster-Based Views and Zoom-Based Navigation
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
A feedback control approach to maintain consumer information load in online shopping environments
Information and Management
A literature review and classification of recommender systems research
Expert Systems with Applications: An International Journal
Electronic Commerce Research and Applications
A trust-semantic fusion-based recommendation approach for e-business applications
Decision Support Systems
A fuzzy co-clustering approach for hybrid recommender systems
International Journal of Hybrid Intelligent Systems
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Websites nowadays are an important and popular source of publicly available information. However, due to their exploding scale and complexity, overcoming information overload to find relevant information is a major challenge. In addition to website maps and search engines, self-adaptive websites or websites with intelligent navigation aid are very useful tools in addressing this issue. In this paper, a navigation graph-based recommendation system is proposed, in which the navigation patterns of previous website visitors are utilized to provide recommendations for newcomers. The performance of the proposed recommendation algorithm is tested using the data collected from a real world website. Experimental results reveal that the proposed system can yield satisfactory recommendations, especially to the visitors in their early navigation steps.