Mehran University Research Journal Of Engineering &
Technology (HEC Recognized In Category "X")
Publishing Since 1982.



For Authors
For Readers
Article Information  
Semantic Based Cluster Content Discovery in Description First Clustering Algorithm

Keywords: Information Retrieval, Singular Value Decomposition, Vector Space Model, Label Induction Grouping Algorithm, Term Frequency, Inverse Document Frequency

Mehran University Research Journal of Engineering & Technology

Volume 36 ,  Issue 1

MUHAMMAD  WASEEM  KHAN , HAFIZ MUHAMMAD SHAHZAD ASIF   , YASIR SALEEM   ,

References
1. Hearst, M.A., and Pedersen, J.O., "Reexamining the Cluster Hypothesis: Scatter/Gather on Retrieval Results", Proceedings of 19th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 1996.
2. Salton, G., "Automatic Text Processing: The Transformation, Analysis, and Retrieval of", Reading: Addison-Wesley, 1989
3. Iqbal, M.M., Farhan, M., Saleem, Y., and Aslam, M., "Automated Web-Bot Implementation using Machine Learning Techniques in Elearning Paradigm", Journal of Applied Environmental and Biological Sciences, Volume 4, No. pp. 90-98, 2014.
4. Farhan, M., Muhammad, S., Anwar, M., and Mohsin, A., "Cpecaee: Collaboration Platform for Extra Curricular Activities in the e-Learning Environment", International Journal of Multidisciplinary Sciences & Engineering, Volume 2, No. 6, pp. 1-4, 2011.
5. Farhan, M., Zahra, R., Iqbal, M.M., and Aslam, M., "Extracting Parameters from e-Feedback Text Data Based on Keyword Based Parsing in Elearning Environment", Science International, Volume 26, No. 3, 2014.
6. Farhan, M., Munwar, I., Aslam, M., Enriquez, A.M., Farooq, A., Tanveer, S., and Mejia, A.P., "Automated Reply to Students’ Queries in e-Learning Environment using Web-Bot", IEEE 11th International Conference on Artificial Intelligence, Mexican, 2012
7. Baker, K., "Singular Value Decomposition Tutorial", The Ohio State University, No. pp. 1-24, 2005.
8. Farhan, M., Ahmed, A., Ramzan, M., Bashir, S.R., Iqbal, M.M., and Ahmed, F., "Reusable Open Source Software Component’s Life Cycle Management", International Journal of Multidisciplinary Science and Engineering, Volume 3, No. 4, 2012.
9. Farhan, M., "A Methodology to Enrich Student-Teacher Interaction in Elearning", 30th ACM/SIGAPP Symposium on Applied Computing. 2015.
10. Li, P., Wang, H., Zhu, K., Wang, Z., Hu, X.-G., and Wu, X., "A Large Probabilistic Semantic Network Based Approach to Compute Term Similarity", IEEE Transactions on Kowledge and Data Engineering, Volume 27, No. 10, pp. 2604-2617, October, 2015.
11. Hannappel, P., Klapsing, R., and Neumann, G., "Mseec- A Multi Search Engine with Multiple Clustering", Proceedings of 99th Conference on Information Resources Management Association, 1999
12. MasBowska, I., "Phrase-Based Hierarchical Clustering of Web Search Results", Springer, 2003.
13. Skoutas, D., Sacharidis, D., Simitsis, A., and Sellis, T.,"Ranking and Clustering Web Services Using Multicriteria Dominance Relationships", IEEE Transactions on Services Computing, Volume 3, No. 3, pp. 163-177, 2010.
14. OsiDski, S., Stefanowski, J., and Weiss, D.L., "Search Results Clustering Algorithm Based on Singular Value Decomposition", Intelligent Information Processing and Web Mining, pp. 359-368, Springer, 2004.
15. Zhang, D., "Towards Web Information Clustering", Ph.D.Dissertation, Southeast University, Nanjing, China, 2002.
16. Zamir, O., and Etzioni, O., "Grouper: A Dynamic Clustering Interface to Web Search Results", Computer Networks, Volume 31, No. 11, pp. 1361-1374, 1999.
17. Berry, M.W., Dumais, S.T., and O’Brien, G.W., "Using Linear Algebra for Intelligent Information Retrieval", SIAM Review, Volume 37, No. 4, pp. 573-595, 1995.
18. OsiDski, S., "An Algorithm for Clustering of Web Search Results", PoznaD University of Technology, Poland, 2003.
19. Osiñski, S., and Weiss, D., "Conceptual Clustering using LINGO: Evaluation on Open Directory Project Data", Intelligent Information Processing and Web Mining, pp. 369-377, Springer, 2004