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...
Main Authors: | , , , , , |
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Format: | Article |
Language: | English |
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Blue Eyes Intelligence Engineering & Sciences Publication
2019
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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. |
first_indexed | 2024-03-06T12:41:58Z |
format | Article |
id | UMPir28158 |
institution | Universiti Malaysia Pahang |
language | English |
last_indexed | 2024-03-06T12:41:58Z |
publishDate | 2019 |
publisher | Blue Eyes Intelligence Engineering & Sciences Publication |
record_format | dspace |
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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