From user access patterns to dynamic hypertext linking
Proceedings of the fifth international World Wide Web conference on Computer networks and ISDN systems
String editing and longest common subsequences
Handbook of formal languages, vol. 2
Algorithms for the Longest Common Subsequence Problem
Journal of the ACM (JACM)
Automatic personalization based on Web usage mining
Communications of the ACM
Visualization of navigation patterns on a Web site using model-based clustering
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Towards adaptive Web sites: conceptual framework and case study
Artificial Intelligence - Special issue on Intelligent internet systems
Creating Adaptive Web Sites Through Usage-Based Clustering of URLs
KDEX '99 Proceedings of the 1999 Workshop on Knowledge and Data Engineering Exchange
A Framework for the Evaluation of Session Reconstruction Heuristics in Web-Usage Analysis
INFORMS Journal on Computing
An Online Recommender System for Large Web Sites
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Encyclopedia Of Data Warehousing And Mining
Encyclopedia Of Data Warehousing And Mining
Dynamic personalization of web sites without user intervention
Communications of the ACM - Spam and the ongoing battle for the inbox
Adaptive web sites: conceptual cluster mining
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
ARS: web page recommendation system for anonymous users based on web usage mining
ECS'10/ECCTD'10/ECCOM'10/ECCS'10 Proceedings of the European conference of systems, and European conference of circuits technology and devices, and European conference of communications, and European conference on Computer science
A literature review and classification of recommender systems research
Expert Systems with Applications: An International Journal
Web data mining trends and techniques
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
RESYGEN: A Recommendation System Generator using domain-based heuristics
Expert Systems with Applications: An International Journal
Detection of HTTP-GET attack with clustering and information theoretic measurements
FPS'12 Proceedings of the 5th international conference on Foundations and Practice of Security
Interactive Design Recommendation Using Sensor Based Smart Wear and Weather WebBot
Wireless Personal Communications: An International Journal
Hi-index | 12.05 |
Web usage mining has become the subject of exhaustive research, as its potential for Web-based personalized services, prediction of user near future intentions, adaptive Web sites, and customer profiling are recognized. Recently, a variety of recommendation systems to predict user future movements through Web usage mining have been proposed. However, the quality of recommendations in the current systems to predict user future requests in a particular Web site is below satisfaction. To effectively provide online prediction, we have developed a recommendation system called WebPUM, an online prediction using Web usage mining system and propose a novel approach for classifying user navigation patterns to predict users' future intentions. The approach is based on the new graph partitioning algorithm to model user navigation patterns for the navigation patterns mining phase. Furthermore, longest common subsequence algorithm is used for classifying current user activities to predict user next movement. The proposed system has been tested on CTI and MSNBC datasets. The results show an improvement in the quality of recommendations. Furthermore, experiments on scalability prove that the size of dataset and the number of the users in dataset do not significantly contribute to the percentage of accuracy.