Scipediacontent: Scipediacontent moved page Draft Content 214795093 to Keralapura et al 2013a

2021-01-28T21:35:08Z

Scipediacontent moved page Draft Content 214795093 to Keralapura et al 2013a

Scipediacontent: Created page with " == Abstract == Network visibility is a critical part of traffic engineering, network management, and security. Recently, unsupervised algorithms have been envisioned as a vi..."

2021-01-28T21:35:02Z

Created page with " == Abstract == Network visibility is a critical part of traffic engineering, network management, and security. Recently, unsupervised algorithms have been envisioned as a vi..."

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== Abstract ==

Network visibility is a critical part of traffic engineering, network management, and security. Recently, unsupervised algorithms have been envisioned as a viable alternative to automatically identify classes of traffic. However, the accuracy achieved so far does not allow to use them for traffic classification in practical scenario. In this paper, we propose SeLeCT, a Self-Learning Classifier for Internet traffic. It uses unsupervised algorithms along with an adaptive learning approach to automatically let classes of traffic emerge, being identified and (easily) labeled. SeLeCT automatically groups flows into pure (or homogeneous) clusters using alternating simple clustering and filtering phases to remove outliers. SeLeCT uses an adaptive learning approach to boost its ability to spot new protocols and applications. Finally, SeLeCT also simplifies label assignment (which is still based on some manual intervention) so that proper class labels can be easily discovered. We evaluate the performance of SeLeCT using traffic traces collected in different years from various ISPs located in 3 different continents. Our experiments show that SeLeCT achieves overall accuracy close to 98%. Unlike state-of-art classifiers, the biggest advantage of SeLeCT is its ability to help discovering new protocols and applications in an almost automated fashion.

== Original document ==

The different versions of the original document can be found in:

* [http://dx.doi.org/10.1109/INFCOMW.2013.6562900 http://dx.doi.org/10.1109/INFCOMW.2013.6562900]

* [http://hdl.handle.net/11583/2519096 http://hdl.handle.net/11583/2519096]

* [https://iris.polito.it/bitstream/11583/2540288/1/Senza%20titolo.pdf https://iris.polito.it/bitstream/11583/2540288/1/Senza%20titolo.pdf]

* [http://xplorestaging.ieee.org/ielx7/6556114/6562841/06562900.pdf?arnumber=6562900 http://xplorestaging.ieee.org/ielx7/6556114/6562841/06562900.pdf?arnumber=6562900],
: [http://dx.doi.org/10.1109/infcomw.2013.6562900 http://dx.doi.org/10.1109/infcomw.2013.6562900]

* [https://dblp.uni-trier.de/db/conf/infocom/infocom2013.html#GrimaudoMBK13 https://dblp.uni-trier.de/db/conf/infocom/infocom2013.html#GrimaudoMBK13],
: [https://www.ict-mplane.eu/publications/self-learning-classifier-internet-traffic https://www.ict-mplane.eu/publications/self-learning-classifier-internet-traffic],
: [http://ieeexplore.ieee.org/document/6567168 http://ieeexplore.ieee.org/document/6567168],
: [https://iris.polito.it/handle/11583/2519096 https://iris.polito.it/handle/11583/2519096],
: [http://www.freepatentsonline.com/8694630.html http://www.freepatentsonline.com/8694630.html],
: [https://www.ict-mplane.eu/sites/default/files//public/publications/317selecttma.pdf https://www.ict-mplane.eu/sites/default/files//public/publications/317selecttma.pdf],
: [http://porto.polito.it/2540288 http://porto.polito.it/2540288],
: [http://www.ict-mplane.eu/sites/default/files//public/publications/317selecttma.pdf http://www.ict-mplane.eu/sites/default/files//public/publications/317selecttma.pdf],
: [https://lens.org/013-565-128-506-028 https://lens.org/013-565-128-506-028],
: [https://academic.microsoft.com/#/detail/2142887116 https://academic.microsoft.com/#/detail/2142887116]

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Keralapura et al 2013a - Revision history

Scipediacontent: Scipediacontent moved page Draft Content 214795093 to Keralapura et al 2013a

Scipediacontent: Created page with " == Abstract == Network visibility is a critical part of traffic engineering, network management, and security. Recently, unsupervised algorithms have been envisioned as a vi..."