NDLI: Intrusion Detection and Attack Classification Using Feed-Forward Neural Network

Content Provider	IEEE Xplore Digital Library
Author	Haddadi, F. Khanchi, S. Shetabi, M. Derhami, V.
Copyright Year	2010
Abstract	Fast Internet growth and increase in number of users make network security essential in recent decades. Lately one of the most hot research topics in network security is intrusion detection systems (IDSs) which try to keep security at the highest level. This paper addresses a IDS using a 2-layered feed-forward neural network. In training phase, “early stopping” strategy is used to overcome the “over-fitting” problem in neural networks. The proposed system is evaluated by DARPA dataset. The connections selected from DARPA is preprocessed and feature range is converted into [-1, 1]. These modifications affect final detection results notably. Experimental results show that the system, with simplicity in comparison with similar cases, has suitable performance with high precision.
Starting Page	262
Ending Page	266
File Size	369314
Page Count	5
File Format	PDF
ISBN	9780769540429
e-ISBN	9781424469628
DOI	10.1109/ICCNT.2010.28
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2010-04-23
Publisher Place	Thailand
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Intrusion Data security Artificial neural networks Back propagation Feedforward neural networks Feed-forward Databases Neural networks Intrusion detection Information security Computer networks Internet DARPA IP networks Artificial Neural network Feedforward systems
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

A comparative analysis of Feed-forward neural network & Recurrent Neural network to detect intrusion

Intrusion Detection using Artificial Neural Network

Data Pattern Recognition using Neural Network with Back-Propagation Training

Network Intrusion Detection System Using Neural Networks

Classification of Recorded Musical Instruments Sounds Based on Neural Networks

An analysis of intrusion detection system using back propagation neural network

Network-based intrusion detection using neural networks (2002)

Neural networks applied in intrusion detection systems

A network intrusion detection approach combined with genetic algorithm and back propagation neural network

Intrusion Detection and Attack Classification Using Feed-Forward Neural Network

Similar Documents

A comparative analysis of Feed-forward neural network & Recurrent Neural network to detect intrusion

Intrusion Detection using Artificial Neural Network

Data Pattern Recognition using Neural Network with Back-Propagation Training

Network Intrusion Detection System Using Neural Networks

Classification of Recorded Musical Instruments Sounds Based on Neural Networks

An analysis of intrusion detection system using back propagation neural network

Network-based intrusion detection using neural networks (2002)

Neural networks applied in intrusion detection systems

A network intrusion detection approach combined with genetic algorithm and back propagation neural network

Intrusion Detection and Attack Classification Using Feed-Forward Neural Network