Back Propagation Algorithm-Based Intelligent Model for Botnet Detection
The ever-increasing growth of network computers and the internet of things makes botnet recognition become more difficult and it is making it all the more less difficult for intruders and attackers to propagate botnet infections. The unified propagation character of botnet floods warms through diffe...
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| Format: | Article |
| Language: | English |
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American Scientific Publisher
2018
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| Online Access: | http://umpir.ump.edu.my/id/eprint/19619/1/16.%20Back%20Propagation%20Algorithm-Based%20Intelligent%20Model%20for%20Botnet%20Detection1.pdf |
| _version_ | 1825811827333791744 |
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| author | Nik Quosthoni, Sunaidi Ahmed, Abdulghani Ali |
| author_facet | Nik Quosthoni, Sunaidi Ahmed, Abdulghani Ali |
| author_sort | Nik Quosthoni, Sunaidi |
| collection | UMP |
| description | The ever-increasing growth of network computers and the internet of things makes botnet recognition become more difficult and it is making it all the more less difficult for intruders and attackers to propagate botnet infections. The unified propagation character of botnet floods warms through different botnet environment and clients the network security. To conquer the down sides in determining the botnet, we propose a back-propagation algorithm for botnet recognition. The focus of this study is a proposed back propagation algorithm in for training the sensor leveraging the machine learning techniques, which will keep an eye on attributes of the identified or recognized traffic flow. For every identified attribute recognized, it quickly identifies, which will include nine attributes used and identify it altogether. Every time the traffic is determined, its flow is tracked and weighed against the set of attributes within the feature set for the event of address within the network route. |
| first_indexed | 2024-03-06T12:20:06Z |
| format | Article |
| id | UMPir19619 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:20:06Z |
| publishDate | 2018 |
| publisher | American Scientific Publisher |
| record_format | dspace |
| spelling | UMPir196192018-11-12T04:15:29Z http://umpir.ump.edu.my/id/eprint/19619/ Back Propagation Algorithm-Based Intelligent Model for Botnet Detection Nik Quosthoni, Sunaidi Ahmed, Abdulghani Ali QA76 Computer software The ever-increasing growth of network computers and the internet of things makes botnet recognition become more difficult and it is making it all the more less difficult for intruders and attackers to propagate botnet infections. The unified propagation character of botnet floods warms through different botnet environment and clients the network security. To conquer the down sides in determining the botnet, we propose a back-propagation algorithm for botnet recognition. The focus of this study is a proposed back propagation algorithm in for training the sensor leveraging the machine learning techniques, which will keep an eye on attributes of the identified or recognized traffic flow. For every identified attribute recognized, it quickly identifies, which will include nine attributes used and identify it altogether. Every time the traffic is determined, its flow is tracked and weighed against the set of attributes within the feature set for the event of address within the network route. American Scientific Publisher 2018-11 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/19619/1/16.%20Back%20Propagation%20Algorithm-Based%20Intelligent%20Model%20for%20Botnet%20Detection1.pdf Nik Quosthoni, Sunaidi and Ahmed, Abdulghani Ali (2018) Back Propagation Algorithm-Based Intelligent Model for Botnet Detection. Advanced Science Letters, 24 (10). pp. 7348-7354. ISSN 1936-6612. (Published) https://doi.org/10.1166/asl.2018.12940 DOI: 10.1166/asl.2018.12940 |
| spellingShingle | QA76 Computer software Nik Quosthoni, Sunaidi Ahmed, Abdulghani Ali Back Propagation Algorithm-Based Intelligent Model for Botnet Detection |
| title | Back Propagation Algorithm-Based Intelligent Model for Botnet Detection |
| title_full | Back Propagation Algorithm-Based Intelligent Model for Botnet Detection |
| title_fullStr | Back Propagation Algorithm-Based Intelligent Model for Botnet Detection |
| title_full_unstemmed | Back Propagation Algorithm-Based Intelligent Model for Botnet Detection |
| title_short | Back Propagation Algorithm-Based Intelligent Model for Botnet Detection |
| title_sort | back propagation algorithm based intelligent model for botnet detection |
| topic | QA76 Computer software |
| url | http://umpir.ump.edu.my/id/eprint/19619/1/16.%20Back%20Propagation%20Algorithm-Based%20Intelligent%20Model%20for%20Botnet%20Detection1.pdf |
| work_keys_str_mv | AT nikquosthonisunaidi backpropagationalgorithmbasedintelligentmodelforbotnetdetection AT ahmedabdulghaniali backpropagationalgorithmbasedintelligentmodelforbotnetdetection |