A survey on Intrusion Detection System by Using Data Mining Based on Class-Association-Rule Mining Using GNP
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2016, Vol 4, Issue 12
Abstract
There is often the need to update an installed Intrusion Detection System (IDS) due to new attack methods or upgraded computing environments. Since many current IDSs are constructed by manual encoding of expert knowledge, changes to IDSs are expensive and slow. This paper describes a data mining framework for adaptively building Intrusion Detection (ID) models. Now security is considered as a major issue in networks, since the network has extended dramatically. Therefore, intrusion detection systems have attracted attention, as it has an ability to detect intrusion accesses effectively. These systems identify attacks and react by generating alerts or by blocking the unwanted data/traffic. The proposed system includes fuzzy logic with a data mining method which is a class-association rule mining method based on genetic algorithm. Due to the use of fuzzy logic, the proposed system can deal with mixed type of attributes and also avoid the sharp boundary problem. Genetic algorithm is used to extract many rules which are required for anomaly detection systems.
Authors and Affiliations
Mr. Shankar L. Tambe, Prof. Ms. Rasna Sharma
Keywords
Related Articles
- EP ID EP22895
- DOI -
- Views 268
- Downloads 4
High Performance Computing Meets Grid and Cloud Computing In Hybrid Computing
We analyze a hybrid High Performance Computing (HPC) infrastructure architecture that provides predictable execution of scientific applications, and scales from a single resource to multiple resources, with different ow...
slugSingle Electron Transistor Based IC Architecture Design for Car Intrusion Prevention: A Case Study
Single Electronics, a fascinating technology is a novel alternative of conventional electronics in post CMOS era. This emerging field is rapidly getting attention both in fabrication oriented empirical study and logical...
Design of Circular Microstrip Patch Planar Antenna with Different Ground Planes for UWB Application
the aim of this paper is to design and simulate the microstrip patch antenna which covers the ultra wide band 3.1 to 10.6 ghz. This paper covers study of basics and fundamentals of microstrip patch antenna. The antenna...
Energy Preserving Reliable Trust Management Model for Wireless Sensor Networks
trust models offer defense process for wireless sensor networks. Research is being performed on trust models. Present research is being considered only for communication conduct for calculating belief values and it is n...
Effect of Jute Fiber Reinforcement Layers on Unconfined Compressive Strength of Black Cotton Soil
Improvement of soil in foundation is a major challenge in civil engineering. Structures built on black cotton soil may be damaged due to high swelling and shrinkage characteristics of this soil with variation of water c...