Intensive Pre-Processing of KDD Cup 99 for Network Intrusion Classification Using Machine Learning Techniques
نویسندگان
چکیده
منابع مشابه
Machine Learning Techniques for Network Intrusion Detection
Most of the currently available network security techniques are not able to cope with the dynamic and increasingly complex nature of cyber attacks on distributed computer systems. Therefore, an automated and adaptive defensive tool is imperative for computer networks. Alongside the existing prevention techniques such as encryption and firewalls, Intrusion Detection System (IDS) has established ...
متن کاملNetwork Intrusion Detection using Machine Learning and Voting techniques
As the result of recent advent and rapid growth of the Internet, there have been an increasing number of corporations relying on computers and networks for communications and critical business transactions. Because of the network complexity and advanced hacking techniques, such reliance on computer networks often presents unanticipated risks and vulnerabilities. A huge volume of attacks on majo...
متن کاملA survey of IDS classification using KDD CUP 99 dataset & WEKA
Intrusion detection systems (IDSs) are based on two fundamental approaches first the recognition of anomalous activities as it turns from usual behavior and second misuse detection by observing those "signatures" of those recognized malicious assaults and classification vulnerabilities. Anomaly (behavior-based) IDSs presume the difference of normal behavior beneath attacks and achieve abnormal ...
متن کاملSoft Computing Based Classification Technique Using KDD 99 Data Set for Intrusion Detection System
An intrusion detection system (IDS) inspects all inbound and outbound network activity and identifies suspicious patterns that may indicate a network or system attack from someone attempting to break into or compromise a system. Soft computing techniques resemble biological processes more closely than traditional techniques, which are largely based on formal logical systems. Knowledge Discovery...
متن کاملA Comparative Study of Classification Techniques for Intrusion Detection Using Nsl-kdd Data Sets
Data Mining is a technique to drilling the database for giving meaning to the approachable data. It involves systematic analysis of large data sets. And the classification is used to manage data, sometimes tree modeling of data helps to make predictions about new data. Recently, we have increasing in the number of cyber-attacks, detecting the intrusion in networks become a very tough job. In Ne...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: International Journal of Interactive Mobile Technologies (iJIM)
سال: 2019
ISSN: 1865-7923
DOI: 10.3991/ijim.v13i01.9679