International Journal of Computer Applications |
Foundation of Computer Science (FCS), NY, USA |
Volume 57 - Number 20 |
Year of Publication: 2012 |
Authors: Chandrapal Singh Dangi, Ravindra Gupta, Gajendra Singh Chandel |
10.5120/9231-3796 |
Chandrapal Singh Dangi, Ravindra Gupta, Gajendra Singh Chandel . Cyber Security Approach in Web Application using SVM. International Journal of Computer Applications. 57, 20 ( November 2012), 30-34. DOI=10.5120/9231-3796
Internet is open source for web access like for the purpose of railway reservation, online banking, online fees submission etc. Security concern is the most threatening topic for users about their confidential information's storage. various security designing and algorithms has been designed to impose secure environment for user but still malicious activities , codes, algorithms, design are acting on web application to create abnormal behavior for web usage or to steal confidential, secure information for the intension of unauthorized access ,illegitimate access , access for destroying or altering the contents. Attacker's performs Site phishing, Dos attacks, pattern recognition for brute force attack etc, by using several hit and trial or input capturing methods, or by providing capturing codes or IP packets into web contents. Here in the proposed work a technique of detecting malicious Socket address (IP Address and port no. ) has been presented, which detects and blocks if any suspicious cases are found and passes the contents to concern user. Here we use SVM technique for classification, detection and prediction of Blacklisted IP addresses and blacklisted port's addresses. The proposed algorithm provides accuracy of 96. 99% and which is the best among the present systems. It is light weight system and easy to implement on existing applications.