A fuzzy bi-clustering approach to correlate web users and pages
作者： Vassiliki A. Koutsonikola , Athena I. Vakali
DOI: 10.1504/IJKWI.2009.027923
关键词:
摘要: With the rapid development of information technology, significance clustering in process delivering to users is becoming more eminent. Especially web space, analysis can prove particularly beneficial for a variety applications such as personalisation and profiling, caching prefetching content delivery networks. In this paper, we propose bi-clustering approach, which identifies groups related pages. The proposed approach three-step that relies on principles spectral provides fuzzy relation scheme revealed users' pages' clusters. Experiments have been conducted both synthetic real datasets method's efficiency reveal hidden knowledge.
acm.org
sci-hub.se 参考文章(37)
Colin Fyfe, Jesús Maudes, César Ignacio García-Osorio, Using Andrews Curves for Clustering and Sub-clustering Self-Organizing Maps the european symposium on artificial neural networks. pp. 477- 482 ,(2004)
Jiayuan Huang, Tingshao Zhu, Dale Schuurmans, Web Communities Identification from Random Walks Lecture Notes in Computer Science. pp. 187- 198 ,(2006) , 10.1007/11871637_21
Bamshad Mobasher, Honghua Dai, Tao Luo, Miki Nakagawa, Discovery and Evaluation of Aggregate Usage Profiles for Web Personalization Data Mining and Knowledge Discovery. ,vol. 6, pp. 61- 82 ,(2002) , 10.1023/A:1013232803866
B.S. Suryavanshi, N. Shiri, S.P. Mudur, An Efficient Technique for Mining Usage Profiles Using Relational Fuzzy Subtractive Clustering International Workshop on Challenges in Web Information Retrieval and Integration. pp. 23- 29 ,(2005) , 10.1109/WIRI.2005.7
Zhong Su, Qiang Yang, Hongjiang Zhang, Xiaowei Xu, Yu-Hen Hu, Shaoping Ma, Correlation-Based Web Document Clustering for Adaptive Web Interface Design web information systems engineering. ,vol. 4, pp. 151- 167 ,(2002) , 10.1007/S101150200002
Jianhan Zhu, Jun Hong, John G. Hughes, PageCluster ACM Transactions on Internet Technology. ,vol. 4, pp. 185- 208 ,(2004) , 10.1145/990301.990305
Jin Zhang, Robert R. Korfhage, A distance and angle similarity measure method Journal of the Association for Information Science and Technology. ,vol. 50, pp. 772- 778 ,(1999) , 10.1002/(SICI)1097-4571(1999)50:9<772::AID-ASI5>3.3.CO;2-5
A. K. Jain, M. N. Murty, P. J. Flynn, Data clustering: a review ACM Computing Surveys. ,vol. 31, pp. 264- 323 ,(1999) , 10.1145/331499.331504
Magdalini Eirinaki, Michalis Vazirgiannis, Web mining for web personalization ACM Transactions on Internet Technology. ,vol. 3, pp. 1- 27 ,(2003) , 10.1145/643477.643478
George Pallis, Lefteris Angelis, Athena Vakali, Validation and interpretation of Web users’ sessions clusters Information Processing & Management. ,vol. 43, pp. 1348- 1367 ,(2007) , 10.1016/J.IPM.2006.10.010