ICCS '01 Proceedings of the International Conference on Computational Science-Part II
A Distributed Hierarchical Clustering System for Web Mining
WAIM '01 Proceedings of the Second International Conference on Advances in Web-Age Information Management
Utilizing hyperlink transitivity to improve web page clustering
ADC '03 Proceedings of the 14th Australasian database conference - Volume 17
2005 Special Issue: Efficient streaming text clustering
Neural Networks - 2005 Special issue: IJCNN 2005
Cluster Analysis for Users' Modeling in Intelligent E-Learning Systems
IEA/AIE '08 Proceedings of the 21st international conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: New Frontiers in Applied Artificial Intelligence
Using Clustering Technique for Students' Grouping in Intelligent E-Learning Systems
USAB '08 Proceedings of the 4th Symposium of the Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society on HCI and Usability for Education and Work
Web page clustering: a hyperlink-based similarity and matrix-based hierarchical algorithms
APWeb'03 Proceedings of the 5th Asia-Pacific web conference on Web technologies and applications
A parallel network clustering of electric loads based PSO
ACOS'06 Proceedings of the 5th WSEAS international conference on Applied computer science
Uncovering overlapping cluster structures via stochastic competitive learning
Information Sciences: an International Journal
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We derive learning rates such that all training patterns are equally important statistically and the learning outcome is independent of the order in which training patterns are presented, if the competitive neurons win the same sets of training patterns regardless the order of presentation. We show that under these schemes, the learning rules in the two different weight normalization approaches, the length-constraint and the sum-constraint, yield practically the same results, if the competitive neurons win the same sets of training patterns with both constraints. These theoretical results are illustrated with computer simulations