An Overview of Pre-processing Techniques in Web usage Mining
J. Soonu Aravindan, Dr. K. Vivekanandan "An Overview of Pre-processing Techniques in Web usage Mining". International Journal of Computer Trends and Technology (IJCTT) V48(1):41-44, June 2017. ISSN:2231-2803. www.ijcttjournal.org. Published by Seventh Sense Research Group.
Abstract -
WWW (World Wide Web) is a huge repository of web pages and links. Enormous amount of web data is being generated every day. User accessed websites are recorded as a web log file, which may contain noisy & ambiguous data which may affect the results of the mining process. So there is a necessity to pre-process the web data before extracting knowledge from web log files. Web Usage Mining is the area of data mining dealing with discovery and analysis of usage patterns from web data in order to improve web based applications. This paper mainly focuses on the Major steps followed in Data Pre-Processing Stage in Web usage mining.
References
[1] Jaideep Srivastava, Robert Cooley, Mukund Deshpande, Pang-Ning Tan, 2000 Web Usage Mining: Discovery and Applications of Usage Patterns from Web Data. ACM SIGKDD.
[2] Priyanka Patil, Ujwala Patil, 2012 preprocessing of web server log file for web mining. WJST, ISSN: 2231-2587
[3] Web Data Mining – Bing Liu
[4] Thanakorn Pamutha, Siriporn Chimhlee, Chom Kimpan, and Parinya Sanguansat, 2012 Data Preprocessing on
[5] Web Server Log Files for Mining Users Access Patterns. IJRRWC Vol.2, No. 2, June 2012, ISSN: 2046-6447
[6] V. Chitraa, Dr. Antony Selvadoss Davamani, 2010 A Survey on Preprocessing Methods for Web Usage Data. IJCSIS Vol. 7, No. 3,2010
[7] Marathe Dagadu Mitharam, 2012 Preprocessing in Web Usage Mining. IJSER, Volume 3, Issue 2, February 2012, ISSN 2229-5518
[8] C.P. Sumathi, R. Padmaja Valli, T. Santhanam, 2011 An Overview of Preprocessing of Web Log Files for Web Usage Mining, JATIT & LSS, Vol. 34 No.2 ISSN: 1992-8645, E-ISSN: 1817-3195
[9] Chintan R. Varnagar, Nirali N. Madhak, Trupti M. Kodinariya, Jayesh N. Rathod, 2013 Web Usage Mining: A Review on Process, Methods and Techniques, ICICES, ISBN:978-1-4673-5786-9
[10] Theint Theint Aye, 2011 Web Log Cleaning for Mining of Web Usage Patterns, ICCRD, ISBN:978-1-61284-839-6
[11] Sudheer Reddy K, Kantha Reddy M, Sitaramulu V, 2013 An effective data preprocessing method for Web Usage Mining, ICICES,ISBN:978-1-4673-5786-9
[12] Liu Kewen, 2012 Analysis of preprocessing methods for web usage data , MIC, Volume 1, ISBN: 978-1-4577-1601-0
[13] Nirali H.Panchal, Ompriya Kale "A Survey on Web Usage Mining". International Journal of Computer Trends and Technology (IJCTT) V17 (4):177-181, Nov 2014. ISSN:2231-2803
Keywords
Web Usage Mining, Data Pre-processing, Web logs.