Sunday 19th of November 2017
 

GA Based Model for Web Content Mining


Vikrant Sabnis and R. S. Thakur

Several methods are available for mining frequent patterns in web data, but mostly they suffer from the problem of huge candidate generation and number of database scans. In view of above a genetic based model for mining frequent patterns in web content data. In the proposed genetic operator, crossing over method leads to offspring which must survive the certain fitness test or conditions to become frequent pattern and ancestor for next patterns. In this way the useless individuals or candidates are pruned out thereby reducing the number of candidates for next test. Also this approach requires only one scan of database. Thus this model is able to address the issues of large number of candidate generation and number of database scans.

Keywords: Genetic Algorithm, Mutation, Crossing over, Population, Web content mining.

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ABOUT THE AUTHORS

Vikrant Sabnis
Vikrant Sabnis did his Masters from S.O.S. Computer Science, Jiwaji University, Gwalior (M.P.) in 1999.He joined Maulana Azad National Institute of Technology (MANIT), Bhopal as a Visiting Faculty from July 2000 to June 2003 in Department of Computer Applications and later enrolled as a full time Research Scholar in Computer Applications Department (MANIT), Bhopal in the year 2008 to till date. He has attended many workshops and conference of National repute.

R. S. Thakur
Dr. Ramjeevan Singh Thakur is Associate Professor in the Department of Computer Applications at Maulana Azad National Institute of Technology, Bhopal, India. He is a Teacher, Researcher and Consultant in the field of Computer Science and Information Technology. He earned his Master Degree from Samrat Ashok Technology Institute, Vidisha (M.P.) in 1999. And Ph.D. Degree (Computer Science) From Rajiv Gandhi Proudyogiki Vishwavidyalaya, Bhopal (M.P.) in 2008. He had a long carrier in teaching and research, including Three Year Teaching in the Department of Computer Applications at National Institute of Technology, Tiruchirapalli, Tamilnadu, India. At Present he is guiding several Ph.D. Research Scholars and handling Government Research Projects of about Rs. One Crore. He has published more than 75 Research Paper in National, International, Journals and Conferences. He has visited several Universities in USA, Hong Kong, Iran, Thiland, Malaysia, and Singapore, His areas of interest include Data Mining, Data Warehousing, Web Mining, Text Mining, and Natural Language Processing. He has also received DST Young Scientist Award-2011 in Engineering under Fast Track Scheme, Department of Science & Technology, New Delhi, India. He is a member of the CSI, IAENG, ISTE, GAMS and IACSIT.


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