Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System

Currently, effective Intrusion-detection systems (IDS) still represent one of the important security tools. However, hybrid models based on the IDS achieve better results compared with intrusion detection based on a single algorithm. But even so, the hybrid models based on traditional algorithms st...

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Main Authors: Mohammed Falih, Badran, Kohbalan, Moorthy, Nor Saradatul Akmar, Zulkifli, Mohd Saberi, Mohamad, Safaai, Deris, Nan, Md. Sahar
Format: Article
Language:English
Published: Blue Eyes Intelligence Engineering & Sciences Publication 2019
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/28158/1/Journal%20Paper.pdf
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author Mohammed Falih, Badran
Kohbalan, Moorthy
Nor Saradatul Akmar, Zulkifli
Mohd Saberi, Mohamad
Safaai, Deris
Nan, Md. Sahar
author_facet Mohammed Falih, Badran
Kohbalan, Moorthy
Nor Saradatul Akmar, Zulkifli
Mohd Saberi, Mohamad
Safaai, Deris
Nan, Md. Sahar
author_sort Mohammed Falih, Badran
collection UMP
description Currently, effective Intrusion-detection systems (IDS) still represent one of the important security tools. However, hybrid models based on the IDS achieve better results compared with intrusion detection based on a single algorithm. But even so, the hybrid models based on traditional algorithms still face different limitations. This work is focused on providing two main goals; firstly, analysis based on the main methods and limitations of the most-recent hybrid model-based on intrusion detection, secondly, to propose a novel hybrid IDS model called FA-FLN based on the Firefly algorithm and Fast Learning Network.
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spelling UMPir281582020-03-30T08:36:57Z http://umpir.ump.edu.my/id/eprint/28158/ Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System Mohammed Falih, Badran Kohbalan, Moorthy Nor Saradatul Akmar, Zulkifli Mohd Saberi, Mohamad Safaai, Deris Nan, Md. Sahar Q Science (General) Currently, effective Intrusion-detection systems (IDS) still represent one of the important security tools. However, hybrid models based on the IDS achieve better results compared with intrusion detection based on a single algorithm. But even so, the hybrid models based on traditional algorithms still face different limitations. This work is focused on providing two main goals; firstly, analysis based on the main methods and limitations of the most-recent hybrid model-based on intrusion detection, secondly, to propose a novel hybrid IDS model called FA-FLN based on the Firefly algorithm and Fast Learning Network. Blue Eyes Intelligence Engineering & Sciences Publication 2019-10 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/28158/1/Journal%20Paper.pdf Mohammed Falih, Badran and Kohbalan, Moorthy and Nor Saradatul Akmar, Zulkifli and Mohd Saberi, Mohamad and Safaai, Deris and Nan, Md. Sahar (2019) Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System. International Journal of Innovative Technology and Exploring Engineering (IJITEE), 8 (12S2). pp. 146-152. ISSN 2278-3075. (Published) http://www.ijitee.org/wp-content/uploads/papers/v8i12S2/L102710812S219.pdf
spellingShingle Q Science (General)
Mohammed Falih, Badran
Kohbalan, Moorthy
Nor Saradatul Akmar, Zulkifli
Mohd Saberi, Mohamad
Safaai, Deris
Nan, Md. Sahar
Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title_full Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title_fullStr Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title_full_unstemmed Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title_short Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title_sort propose a new firefly fast learning network model based intrusion detection system
topic Q Science (General)
url http://umpir.ump.edu.my/id/eprint/28158/1/Journal%20Paper.pdf
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