Data Mining Methods for Communication TechnologyAuthor : V. Saraswathi Bai
Volume 8 No.3 Special Issue:June 2019 pp 30-34
The aim of the project was to analyze the behavior of military communication networks based on work with real data collected continuously since 2005. With regard to the nature and amount of the data, data mining methods were selected for the purpose of analyses and experiments. The quality of real data is often insufficient for an immediate analysis. The article presents the data cleaning operations which have been carried out with the aim to improve the input data sample to obtain reliable models. Gradually, by means of properly chosen SW, network models were developed to verify generally valid patterns of network behavior as a bulk service. Furthermore, unlike the commercially available communication networks simulators, the models designed allowed us to capture non-standard models of network behavior under an increased load, verify the correct sizing of the network to the increased load, and thus test its reliability. Finally, based on previous experience, the models enabled us to predict emergency situations with a reasonable accuracy.
Communication Network (CN), Data Mining (DM), Data Preparation, Decision Trees
 J Han, and M Kamber, Data Mining – Concepts and Techniques. Morgan Kaufmann Publishers, 2006.
 M. O Hiba, M. S Sami and, H. M Elhag, “A backbone Internet traffic intensities and statistics in Sudan”. In 3rd International Conference on Cybernetics and Information Technologies, Systems and Applications (CITSA 2006). Orlando (USA), 2006.
 M. Ghazali and M. Azminbin, “Analysis on the Traffic Load Pattern of Unikl WLAN”. Thesis. University Utara, Malaysia, 2007.
 B Can,.”Traffic Analysis and Modeling in PMR Systems”. Thesis. Electrical and Electronics Engineering Department, Bilkent University, 2003.
 N.X Liu, and J.S. Baras, “Statistical modeling and performance analysis of multi-scale traffic”. In Proceedings of the 22ndAnnualJoint Conference of the IEEE Computer and Communications Societies, INFOCOM 2003. San Francisco (CA, USA), pp.1837-1847, 2003.
 J Ondrasik, and A Mazalek, “New trends in ACR field communication systems”, In Proceedings of New Technologies in Radio-Communications. University of Defense, Brno (Czech Republic), pp. 7, 2006.
 Technical Documentation for A4300 and A4400. Alcatel-Lucent,avenue Kléber – 92707 Colombes France, 1996, 2009.
 V Ondryhal, and Z. Vranova, “Using data mining methods for communication net behavior analysis”, EEČasopis proelektrotechnikuaenergetiku, Vol.14, No. 5, pp. 282-286, 2008.
 V. Ondryhal, and Z. Vranova, “Different ways to identify trends in network traffic”, In Proc. of Networking and ElectronicCommerce Research Conference 2010. Lake Garda (Italy), October 2010.
 Rule Quest Research Data Mining Tools – Sample Applications Using See5/C5.0 [online] Cited 2011-04-12. Available at http://www. Rulequest.com/see5-examples.html.