Cooperative learning for online in-network performance monitoring
Motivated by the principles of decentralized in-network management (INM) for future networks, we consider the issue of information exchange among network nodes to improve network performance and scalability. INM concept gives autonomy to each network node to self-govern its behavior and participate...
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| Format: | Conference or Workshop Item |
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Institute of Electrical and Electronics Engineers Inc.
2016
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| _version_ | 1796862000964304896 |
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| author | Joseph, S. B. Loo, H. R. Ismail, I. Marsono, M. N. |
| author_facet | Joseph, S. B. Loo, H. R. Ismail, I. Marsono, M. N. |
| author_sort | Joseph, S. B. |
| collection | ePrints |
| description | Motivated by the principles of decentralized in-network management (INM) for future networks, we consider the issue of information exchange among network nodes to improve network performance and scalability. INM concept gives autonomy to each network node to self-govern its behavior and participate in a distributed management in collaboration with the nodes to analyze and manage network resources. However, to ensure this interaction, exchange of network information is imperative. In this paper, we propose a cooperative learning algorithm for propagation and synchronization of network information among network nodes for online traffic classification. The results show that network nodes with sharing capability perform better with a higher average accuracy of around 6% on both Cambridge and UNIBS datasets compared to nodes without cooperative learning capability. |
| first_indexed | 2024-03-05T20:04:56Z |
| format | Conference or Workshop Item |
| id | utm.eprints-72980 |
| institution | Universiti Teknologi Malaysia - ePrints |
| last_indexed | 2024-03-05T20:04:56Z |
| publishDate | 2016 |
| publisher | Institute of Electrical and Electronics Engineers Inc. |
| record_format | dspace |
| spelling | utm.eprints-729802017-11-26T03:37:05Z http://eprints.utm.my/72980/ Cooperative learning for online in-network performance monitoring Joseph, S. B. Loo, H. R. Ismail, I. Marsono, M. N. TK Electrical engineering. Electronics Nuclear engineering Motivated by the principles of decentralized in-network management (INM) for future networks, we consider the issue of information exchange among network nodes to improve network performance and scalability. INM concept gives autonomy to each network node to self-govern its behavior and participate in a distributed management in collaboration with the nodes to analyze and manage network resources. However, to ensure this interaction, exchange of network information is imperative. In this paper, we propose a cooperative learning algorithm for propagation and synchronization of network information among network nodes for online traffic classification. The results show that network nodes with sharing capability perform better with a higher average accuracy of around 6% on both Cambridge and UNIBS datasets compared to nodes without cooperative learning capability. Institute of Electrical and Electronics Engineers Inc. 2016 Conference or Workshop Item PeerReviewed Joseph, S. B. and Loo, H. R. and Ismail, I. and Marsono, M. N. (2016) Cooperative learning for online in-network performance monitoring. In: 12th IEEE Malaysia International Conference on Communications, MICC 2015, 23 November 2015 through 25 November 2015, Sarawak; Malaysia. https://www.scopus.com/inward/record.uri?eid=2-s2.0-84997281742&doi=10.1109%2fMICC.2015.7725436&partnerID=40&md5=1a610330d0f85c401602e7bd0ae3d06c |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Joseph, S. B. Loo, H. R. Ismail, I. Marsono, M. N. Cooperative learning for online in-network performance monitoring |
| title | Cooperative learning for online in-network performance monitoring |
| title_full | Cooperative learning for online in-network performance monitoring |
| title_fullStr | Cooperative learning for online in-network performance monitoring |
| title_full_unstemmed | Cooperative learning for online in-network performance monitoring |
| title_short | Cooperative learning for online in-network performance monitoring |
| title_sort | cooperative learning for online in network performance monitoring |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| work_keys_str_mv | AT josephsb cooperativelearningforonlineinnetworkperformancemonitoring AT loohr cooperativelearningforonlineinnetworkperformancemonitoring AT ismaili cooperativelearningforonlineinnetworkperformancemonitoring AT marsonomn cooperativelearningforonlineinnetworkperformancemonitoring |