OPTIMIZING PARAMETERS OF FUZZY ART FOR IMPROVING THE ACCURACY OF NIDS
Journal Title: International Journal of Engineering Sciences & Research Technology - Year 30, Vol 4, Issue 6
Abstract
Intrusion Detection System (IDS) has been developed in order to provide a defense mechanism against the intrusive activities carried over network. This paper discusses an approach of Intrusion detection system using Fuzzy ART technique for clustering with some pre - processing method. From the survey it was found that IDS built using Fuzzy ART has low detection rate and high false alarm rate. Parameters of Fuzzy ART technique such as ch oice parameter and vigilance parameter have major impact on final outcome. So to overcome the problem of low detection rate and higher false alarm rate we need t o optimize these parameters of F uzzy ART. For optimizing of these parameters external fuzzy con troller is used. Experimental results shows the different values of parameters give different detection rates and false alarm rate. And by optimizing the parameters we got reduction in false alarm rate by 2.07%.
Authors and Affiliations
Krishna Champaneria , Prof. Bhavin Shah , Krunal Panchal
Keywords
Related Articles
- EP ID EP89641
- DOI -
- Views 100
- Downloads 0
GROUP BASED EMAIL SENDER WITH ATTACHMENTS VIA NON GPRSMOBILE
Email is one of the mostly used utility of Internet for communication. A person can communicate with any otherperson with email in seconds. Also various important documents, images, scanned documents etc. can be se...
A Survey on Various Methodologies of Hiding Association Rules for Privacy Preserving
Data mining is the useful technology to extract information or knowledge from large database. However, misuse of this technology may lead to the disclosure of sensitive information. Privacy preserving data mining...
Dish Portability using Dual Decoder Chips
The paper Introduce notes on the Technology evolutions that allowed the intro satellite service and contribute to its continued growth today. The Existing system in Set top Box is proposed to be operated by way o...
A Review of Image Denoisng Techniques
One of the most fundamental challenges in the field of image processing is image denoising, where the primary objective is to estimate the original image by removing noise from a noisy version of the image. Many...
3D Tri-Gate Transistor Technology and Next Generation FPGAs
The 3D tri-gate transistors are a remarkable breakthrough in the realm of CMOS technology. These transistors can be considered as a reinvention of the transistor, in a way that they have supplanted the conventional "fl...