Re: [Nmlrg] Uses case for ML -- automating traffic prioritisation

Sheng Jiang <jiangsheng@huawei.com> Thu, 29 October 2015 09:59 UTC

From: Sheng Jiang <jiangsheng@huawei.com>
To: grenville armitage <garmitage@swin.edu.au>, "nmlrg@irtf.org" <nmlrg@irtf.org>
Thread-Topic: [Nmlrg] Uses case for ML -- automating traffic prioritisation
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Date: Thu, 29 Oct 2015 09:56:30 +0000
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References: <5631DBFA.1090404@swin.edu.au>
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Subject: Re: [Nmlrg] Uses case for ML -- automating traffic prioritisation
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Hi, Grenville,

Yes, the proposed NMLRG is in the very initial stage. For the first step, we are solicit the use cases also the experience sharing. Your use case looks very interesting. Will you be in Yokohama next week? We will have the first proposed RG meeting on Tuesday morning.

Regards,

Sheng

>-----Original Message-----
>From: nmlrg [mailto:nmlrg-bounces@irtf.org] On Behalf Of grenville armitage
>Sent: Thursday, October 29, 2015 4:43 PM
>To: nmlrg@irtf.org
>Subject: [Nmlrg] Uses case for ML -- automating traffic prioritisation
>
>
>I've joined a little late, but understand from the archives that you're looking
>for example use cases?
>
>The following links may be of interest. Between ~2005 and ~2012 my group
>explored the application of machine learning to the task of classifying
>application flows. One of the specific use cases was to classify traffic that
>required different QoS treatment, and automate the subsequent
>configuration of bottleneck home gateways to achieve said QoS treatment.
>
>Our top-level project page: http://caia.swin.edu.au/urp/diffuse/
>A proof-of-concept implemented in OpenWRT:
>http://caia.swin.edu.au/urp/diffuse/openwrt/
>(earlier work on statistical traffic classification:
>http://caia.swin.edu.au/urp/dstc)
>
>Some academic papers that might be of interest:
>
>Thuy T. T. Nguyen, Grenville Armitage, Philip Branch and Sebastian Zander.
>Timely and Continuous Machine-Learning-Based Classification for Interactive
>IP Traffic
>IEEE/ACM Transactions on Networking, vol. 20 no. 6 pp. 1880-1894,
>December 2012
>http://dx.doi.org/10.1109/TNET.2012.2187305
>
>Thuy Nguyen and Grenville Armitage.
>A Survey of Techniques for Internet Traffic Classification using Machine
>Learning
>IEEE Communications Surveys & Tutorials, vol. 10 no. 4 pp. 56-76, 2008
>http://dx.doi.org/10.1109/SURV.2008.080406
>
>cheers,
>gja
>--
>Professor Grenville Armitage
>Director, Centre for Advanced Internet Architectures
>School of Software and Electrical Engineering
>Faculty of Science, Engineering and Technology
>Swinburne University of Technology, Australia
>http://caia.swin.edu.au
>
>_______________________________________________
>nmlrg mailing list
>nmlrg@irtf.org
>https://www.irtf.org/mailman/listinfo/nmlrg

[Nmlrg] Uses case for ML -- automating traffic pr… grenville armitage
Re: [Nmlrg] Uses case for ML -- automating traffi… Sheng Jiang
Re: [Nmlrg] Uses case for ML -- automating traffi… grenville armitage
Re: [Nmlrg] Uses case for ML -- automating traffi… Sheng Jiang
Re: [Nmlrg] Uses case for ML -- automating traffi… Liubing (Leo)