A Compression Algorithm for Probability Transition Matrices
SIAM Journal on Matrix Analysis and Applications
Towards adaptive Web sites: conceptual framework and case study
WWW '99 Proceedings of the eighth international conference on World Wide Web
Web usage mining for Web site evaluation
Communications of the ACM
Link prediction and path analysis using Markov chains
Proceedings of the 9th international World Wide Web conference on Computer networks : the international journal of computer and telecommunications netowrking
Designing Web Usability: The Practice of Simplicity
Designing Web Usability: The Practice of Simplicity
User Modeling and User-Adapted Interaction
Graph Construction and Analysis as a Paradigm for Plan Recognition
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
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: an AI challenge
IJCAI'97 Proceedings of the 15th international joint conference on Artifical intelligence - Volume 1
Pre-sending documents on the WWW: a comparative study
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Using Markov models for web site link prediction
Proceedings of the thirteenth ACM conference on Hypertext and hypermedia
Mining interesting knowledge from weblogs: a survey
Data & Knowledge Engineering
Web path recommendations based on page ranking and Markov models
Proceedings of the 7th annual ACM international workshop on Web information and data management
Website link prediction using a Markov chain model based on multiple time periods
International Journal of Web Engineering and Technology
Data & Knowledge Engineering
Expert Systems with Applications: An International Journal
Advanced methods for data mining
AIKED'09 Proceedings of the 8th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
ICTIR '09 Proceedings of the 2nd International Conference on Theory of Information Retrieval: Advances in Information Retrieval Theory
Role of weak ties in link prediction of complex networks
Proceedings of the 1st ACM international workshop on Complex networks meet information & knowledge management
Sequential pattern-based cache replacement in servlet container
ICWE'07 Proceedings of the 7th international conference on Web engineering
An integrated model for next page access prediction
International Journal of Knowledge and Web Intelligence
DAWN – a system for context-based link recommendation in web navigation
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Context-based navigational support in hypermedia
AH'06 Proceedings of the 4th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
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The large number of Web pages on many Web sites has raised navigational problems. Markov chains have recently been used to model user navigational behavior on the World Wide Web (WWW). In this paper, we propose a method for constructing a Markov model of a Web site based on past visitor behavior. We use the Markov model to make link predictions that assist new users to navigate the Web site. An algorithm for transition probability matrix compression has been used to cluster Web pages with similar transition behaviors and compress the transition matrix to an optimal size for efficient probability calculation in link prediction. A maximal forward path method is used to further improve the efficiency of link prediction. Link prediction has been implemented in an online system called ONE (Online Navigation Explorer) to assist users' navigation in the adaptive Web site.