From nobody Wed Apr 6 14:14:22 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id 9943D12D174 for ; Wed, 6 Apr 2016 14:14:21 -0700 (PDT) X-Virus-Scanned: amavisd-new at amsl.com X-Spam-Flag: NO X-Spam-Score: -4.212 X-Spam-Level: X-Spam-Status: No, score=-4.212 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, RCVD_IN_DNSWL_MED=-2.3, RCVD_IN_MSPIKE_H2=-0.001, SPF_PASS=-0.001, T_RP_MATCHES_RCVD=-0.01] autolearn=ham autolearn_force=no Received: from mail.ietf.org ([4.31.198.44]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id 4_OvyQu3IYfy for ; Wed, 6 Apr 2016 14:14:18 -0700 (PDT) Received: from szxga02-in.huawei.com (szxga02-in.huawei.com [119.145.14.65]) (using TLSv1 with cipher RC4-SHA (128/128 bits)) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id D2A8812D0EB for ; Wed, 6 Apr 2016 14:14:17 -0700 (PDT) Received: from 172.24.1.36 (EHLO nkgeml411-hub.china.huawei.com) ([172.24.1.36]) by szxrg02-dlp.huawei.com (MOS 4.3.7-GA FastPath queued) with ESMTP id DET24302; Thu, 07 Apr 2016 05:14:14 +0800 (CST) Received: from NKGEML515-MBX.china.huawei.com ([fe80::a54a:89d2:c471:ff]) by nkgeml411-hub.china.huawei.com ([10.98.56.70]) with mapi id 14.03.0235.001; Thu, 7 Apr 2016 05:14:10 +0800 From: Sheng Jiang To: "nmlrg@irtf.org" Thread-Topic: NMLRG #2 meeting materials Thread-Index: AdGQSEjbJQ3iFhchRQmlgwcCArStbA== Date: Wed, 6 Apr 2016 21:14:10 +0000 Message-ID: <5D36713D8A4E7348A7E10DF7437A4B927C650588@NKGEML515-MBX.china.huawei.com> Accept-Language: en-GB, zh-CN, en-US Content-Language: en-GB X-MS-Has-Attach: X-MS-TNEF-Correlator: x-originating-ip: [10.212.197.31] Content-Type: text/plain; charset="us-ascii" Content-Transfer-Encoding: quoted-printable MIME-Version: 1.0 X-CFilter-Loop: Reflected X-Mirapoint-Virus-RAPID-Raw: score=unknown(0), refid=str=0001.0A020203.57057C27.0041, ss=1, re=0.000, recu=0.000, reip=0.000, cl=1, cld=1, fgs=0, ip=0.0.0.0, so=2013-06-18 04:22:30, dmn=2013-03-21 17:37:32 X-Mirapoint-Loop-Id: 6dc713d5205f9127ede1005c1704f178 Archived-At: Cc: Albert Cabellos Subject: [Nmlrg] NMLRG #2 meeting materials X-BeenThere: nmlrg@irtf.org X-Mailman-Version: 2.1.17 Precedence: list List-Id: Network Machine Learning Research Group List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Wed, 06 Apr 2016 21:14:21 -0000 Hi, all nmlrg, We have updated all slides for tomorrow's meeting. They can be accessed at= =20 https://datatracker.ietf.org/meeting/95/session/nmlrg/ Best regards, Sheng + Albert= From nobody Wed Apr 6 14:41:14 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id 8771C12D6C8 for ; Wed, 6 Apr 2016 14:41:12 -0700 (PDT) X-Virus-Scanned: amavisd-new at amsl.com X-Spam-Flag: NO X-Spam-Score: -4.231 X-Spam-Level: X-Spam-Status: No, score=-4.231 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, RCVD_IN_DNSWL_MED=-2.3, RCVD_IN_MSPIKE_H3=-0.01, RCVD_IN_MSPIKE_WL=-0.01, SPF_PASS=-0.001, T_RP_MATCHES_RCVD=-0.01] autolearn=ham autolearn_force=no Received: from mail.ietf.org ([4.31.198.44]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id llsk64_7r3_m for ; Wed, 6 Apr 2016 14:41:09 -0700 (PDT) Received: from szxga03-in.huawei.com (szxga03-in.huawei.com [119.145.14.66]) (using TLSv1 with cipher RC4-SHA (128/128 bits)) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id CD64512D0B0 for ; Wed, 6 Apr 2016 14:41:06 -0700 (PDT) Received: from 172.24.1.50 (EHLO NKGEML413-HUB.china.huawei.com) ([172.24.1.50]) by szxrg03-dlp.huawei.com (MOS 4.4.3-GA FastPath queued) with ESMTP id BZK26902; Thu, 07 Apr 2016 05:40:53 +0800 (CST) Received: from NKGEML515-MBX.china.huawei.com ([fe80::a54a:89d2:c471:ff]) by NKGEML413-HUB.china.huawei.com ([10.98.56.74]) with mapi id 14.03.0235.001; Thu, 7 Apr 2016 05:40:42 +0800 From: Sheng Jiang To: "nmlrg@irtf.org" Thread-Topic: Agenda for NMLRG #2 Thread-Index: AdGQShboqujuiH5uS1CrTfljfhON7w== Date: Wed, 6 Apr 2016 21:40:42 +0000 Message-ID: <5D36713D8A4E7348A7E10DF7437A4B927C6505B7@NKGEML515-MBX.china.huawei.com> Accept-Language: en-GB, zh-CN, en-US Content-Language: en-GB X-MS-Has-Attach: X-MS-TNEF-Correlator: x-originating-ip: [10.212.197.31] Content-Type: text/plain; charset="iso-8859-1" Content-Transfer-Encoding: quoted-printable MIME-Version: 1.0 X-CFilter-Loop: Reflected X-Mirapoint-Virus-RAPID-Raw: score=unknown(0), refid=str=0001.0A090202.57058265.009B, ss=1, re=0.000, recu=0.000, reip=0.000, cl=1, cld=1, fgs=0, ip=0.0.0.0, so=2013-05-26 15:14:31, dmn=2013-03-21 17:37:32 X-Mirapoint-Loop-Id: d14fbf1e2120ba7b276b49e5df8fc1f9 Archived-At: Subject: [Nmlrg] Agenda for NMLRG #2 X-BeenThere: nmlrg@irtf.org X-Mailman-Version: 2.1.17 Precedence: list List-Id: Network Machine Learning Research Group List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Wed, 06 Apr 2016 21:41:12 -0000 Hi, all nmlrg, This is the final agenda for nmlrg #2. We will have 6 + 1 standby presentat= ions in our 2.5-hour session. All slides have been uploaded.=20 https://www.ietf.org/proceedings/95/agenda/agenda-95-nmlrg https://datatracker.ietf.org/meeting/95/session/nmlrg/ Thursday (April 7th, 2016) 2.5-hour session: 10:00-12:30 Thursday Morning session I, Buen Ayre A 1. WG Dash - 5 min 10:00 - 10:05, by co-chairs 2. Meeting theme guidance - 10 min 10:05 - 10:15, by Sheng Jiang=20 3. HTTPS Traffic Classification - 25 min 10:15 - 10:40, by J=E9r=F4me Fran=E7ois 4. ML in the Router: Learn from and Act on Network Traffics - 25 min 10:40 - 11:05, by Bing Liu 5. Applications of Machine Learning to Flow-based Monitoring - 20 min 11:05 - 11:25, by Josep Sanjuas (Remote) 6. Malicious Domains: Automatic Detection with DNS Traffic Analysis - = 20 min 11:25 - 11:45, by Giovane Moura 7. Machine-learning based Policy Derivation and Evaluation in Broadban= d Networks - 20 min=20 11:45 - 12:05, Panagiotis Demestichas (Remote) 8. Predicting Interface Failures For Better Traffic Management - 20 mi= n=20 12:05 - 12:25 by Rudra Saha (Remote) 9. Summary & NMLRG Future Activities - 5 min 12:25 -12:30, by co-chairs =20 Standby presentation: Analytic Framework for NFV Orchestrator by Vic Liu = From nobody Thu Apr 7 04:33:40 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id 4387612D7E5 for ; Thu, 7 Apr 2016 04:33:39 -0700 (PDT) X-Virus-Scanned: amavisd-new at amsl.com X-Spam-Flag: NO X-Spam-Score: -2.619 X-Spam-Level: X-Spam-Status: No, score=-2.619 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, FREEMAIL_FROM=0.001, RCVD_IN_DNSWL_LOW=-0.7, RCVD_IN_MSPIKE_H3=-0.01, RCVD_IN_MSPIKE_WL=-0.01, SPF_PASS=-0.001, UNPARSEABLE_RELAY=0.001] autolearn=ham autolearn_force=no Received: from mail.ietf.org ([4.31.198.44]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id FDhSKtH7TJtO for ; Thu, 7 Apr 2016 04:33:37 -0700 (PDT) Received: from relais-inet.francetelecom.com (relais-ias91.francetelecom.com [193.251.215.91]) (using TLSv1.2 with cipher AECDH-AES256-SHA (256/256 bits)) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id 10F5912D7CC for ; Thu, 7 Apr 2016 04:33:37 -0700 (PDT) Received: from omfedm06.si.francetelecom.fr (unknown [xx.xx.xx.2]) by omfedm09.si.francetelecom.fr (ESMTP service) with ESMTP id 191682DC578; Thu, 7 Apr 2016 13:33:35 +0200 (CEST) Received: from Exchangemail-eme3.itn.ftgroup (unknown [10.114.50.52]) by omfedm06.si.francetelecom.fr (ESMTP service) with ESMTP id F065727C07F; Thu, 7 Apr 2016 13:33:34 +0200 (CEST) Received: from OPEXCNORM4D.corporate.adroot.infra.ftgroup ([fe80::604f:15da:866b:fd8b]) by OPEXCNORM54.corporate.adroot.infra.ftgroup ([fe80::d4c1:bb8:4040:a2bb%21]) with mapi id 14.03.0279.002; Thu, 7 Apr 2016 13:33:34 +0200 From: To: Sheng Jiang , "nmlrg@irtf.org" Thread-Topic: Agenda for NMLRG #2 Thread-Index: AdGQShboqujuiH5uS1CrTfljfhON7wAdsEBA Date: Thu, 7 Apr 2016 11:33:33 +0000 Message-ID: <4123_1460028815_5706458F_4123_627_1_852992ACEDF600469971A6DFB8426652C6CC28@OPEXCNORM4D.corporate.adroot.infra.ftgroup> References: <5D36713D8A4E7348A7E10DF7437A4B927C6505B7@NKGEML515-MBX.china.huawei.com> In-Reply-To: <5D36713D8A4E7348A7E10DF7437A4B927C6505B7@NKGEML515-MBX.china.huawei.com> Accept-Language: fr-FR, en-US Content-Language: fr-FR X-MS-Has-Attach: X-MS-TNEF-Correlator: x-originating-ip: [10.168.234.1] Content-Type: text/plain; charset="iso-8859-1" Content-Transfer-Encoding: quoted-printable MIME-Version: 1.0 X-PMX-Version: 6.2.1.2478543, Antispam-Engine: 2.7.2.2107409, Antispam-Data: 2016.3.14.165416 Archived-At: Subject: Re: [Nmlrg] Agenda for NMLRG #2 X-BeenThere: nmlrg@irtf.org X-Mailman-Version: 2.1.17 Precedence: list List-Id: Network Machine Learning Research Group List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Thu, 07 Apr 2016 11:33:39 -0000 Hi Sheng, All,=20 Thank you very much for the organization of this session.=20 Could you recall the meeting conf call connection details (telephone dialin= g number) please?=20 Thanks,=20 Stephane=20 -----Message d'origine----- De=A0: nmlrg [mailto:nmlrg-bounces@irtf.org] De la part de Sheng Jiang Envoy=E9=A0: mercredi 6 avril 2016 23:41 =C0=A0: nmlrg@irtf.org Objet=A0: [Nmlrg] Agenda for NMLRG #2 Hi, all nmlrg, This is the final agenda for nmlrg #2. We will have 6 + 1 standby presentat= ions in our 2.5-hour session. All slides have been uploaded.=20 https://www.ietf.org/proceedings/95/agenda/agenda-95-nmlrg https://datatracker.ietf.org/meeting/95/session/nmlrg/ Thursday (April 7th, 2016) 2.5-hour session: 10:00-12:30 Thursday Morning session I, Buen Ayre A 1. WG Dash - 5 min 10:00 - 10:05, by co-chairs 2. Meeting theme guidance - 10 min 10:05 - 10:15, by Sheng Jiang=20 3. HTTPS Traffic Classification - 25 min 10:15 - 10:40, by J=E9r=F4me Fran=E7ois 4. ML in the Router: Learn from and Act on Network Traffics - 25 min 10:40 - 11:05, by Bing Liu 5. Applications of Machine Learning to Flow-based Monitoring - 20 min 11:05 - 11:25, by Josep Sanjuas (Remote) 6. Malicious Domains: Automatic Detection with DNS Traffic Analysis - = 20 min 11:25 - 11:45, by Giovane Moura 7. Machine-learning based Policy Derivation and Evaluation in Broadban= d Networks - 20 min=20 11:45 - 12:05, Panagiotis Demestichas (Remote) 8. Predicting Interface Failures For Better Traffic Management - 20 mi= n=20 12:05 - 12:25 by Rudra Saha (Remote) 9. Summary & NMLRG Future Activities - 5 min 12:25 -12:30, by co-chairs =20 Standby presentation: Analytic Framework for NFV Orchestrator by Vic Liu _= ______________________________________________ nmlrg mailing list nmlrg@irtf.org https://www.irtf.org/mailman/listinfo/nmlrg ___________________________________________________________________________= ______________________________________________ Ce message et ses pieces jointes peuvent contenir des informations confiden= tielles ou privilegiees et ne doivent donc pas etre diffuses, exploites ou copies sans autorisation. Si vous avez recu= ce message par erreur, veuillez le signaler a l'expediteur et le detruire ainsi que les pieces jointes. Les messages el= ectroniques etant susceptibles d'alteration, Orange decline toute responsabilite si ce message a ete altere, deforme ou = falsifie. Merci. This message and its attachments may contain confidential or privileged inf= ormation that may be protected by law; they should not be distributed, used or copied without authorisation. If you have received this email in error, please notify the sender and dele= te this message and its attachments. As emails may be altered, Orange is not liable for messages that have been = modified, changed or falsified. Thank you. From nobody Thu Apr 7 05:26:30 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id 245C612D875 for ; Thu, 7 Apr 2016 05:26:29 -0700 (PDT) X-Virus-Scanned: amavisd-new at amsl.com X-Spam-Flag: NO X-Spam-Score: -1.918 X-Spam-Level: X-Spam-Status: No, score=-1.918 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, FREEMAIL_FROM=0.001, HTML_MESSAGE=0.001, RCVD_IN_MSPIKE_H3=-0.01, RCVD_IN_MSPIKE_WL=-0.01, SPF_PASS=-0.001, T_KAM_HTML_FONT_INVALID=0.01, T_RP_MATCHES_RCVD=-0.01, UNPARSEABLE_RELAY=0.001] autolearn=ham autolearn_force=no Received: from mail.ietf.org ([4.31.198.44]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id 8pVboho7pqAL for ; Thu, 7 Apr 2016 05:26:20 -0700 (PDT) Received: from relais-inet.orange.com (relais-nor35.orange.com [80.12.70.35]) (using TLSv1.2 with cipher AECDH-AES256-SHA (256/256 bits)) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id 4A57812D87A for ; Thu, 7 Apr 2016 05:26:20 -0700 (PDT) Received: from opfednr07.francetelecom.fr (unknown [xx.xx.xx.71]) by opfednr24.francetelecom.fr (ESMTP service) with ESMTP id C845840538; Thu, 7 Apr 2016 14:26:18 +0200 (CEST) Received: from Exchangemail-eme3.itn.ftgroup (unknown [xx.xx.50.62]) by opfednr07.francetelecom.fr (ESMTP service) with ESMTP id A4F491C007A; Thu, 7 Apr 2016 14:26:18 +0200 (CEST) Received: from OPEXCNORM4D.corporate.adroot.infra.ftgroup ([fe80::604f:15da:866b:fd8b]) by OPEXCNORM2E.corporate.adroot.infra.ftgroup ([fe80::c505:acb8:89e0:c6d6%21]) with mapi id 14.03.0279.002; Thu, 7 Apr 2016 14:26:18 +0200 From: To: Laurent Ciavaglia Thread-Topic: [Nmlrg] Agenda for NMLRG #2 Thread-Index: AdGQShboqujuiH5uS1CrTfljfhON7wAdsEBA///hbAD//9HyMA== Date: Thu, 7 Apr 2016 12:26:17 +0000 Message-ID: <28536_1460031978_570651EA_28536_198_1_852992ACEDF600469971A6DFB8426652C6DC9D@OPEXCNORM4D.corporate.adroot.infra.ftgroup> References: <5D36713D8A4E7348A7E10DF7437A4B927C6505B7@NKGEML515-MBX.china.huawei.com> <4123_1460028815_5706458F_4123_627_1_852992ACEDF600469971A6DFB8426652C6CC28@OPEXCNORM4D.corporate.adroot.infra.ftgroup> <5706473C.9040104@alcatel-lucent.com> In-Reply-To: <5706473C.9040104@alcatel-lucent.com> Accept-Language: fr-FR, en-US Content-Language: fr-FR X-MS-Has-Attach: X-MS-TNEF-Correlator: x-originating-ip: [10.168.234.1] Content-Type: multipart/alternative; boundary="_000_852992ACEDF600469971A6DFB8426652C6DC9DOPEXCNORM4Dcorpor_" MIME-Version: 1.0 Archived-At: Cc: "nmlrg@irtf.org" Subject: Re: [Nmlrg] Agenda for NMLRG #2 X-BeenThere: nmlrg@irtf.org X-Mailman-Version: 2.1.17 Precedence: list List-Id: Network Machine Learning Research Group List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Thu, 07 Apr 2016 12:26:30 -0000 --_000_852992ACEDF600469971A6DFB8426652C6DC9DOPEXCNORM4Dcorpor_ Content-Type: text/plain; charset="iso-8859-1" Content-Transfer-Encoding: quoted-printable Thank you very much Laurent. Stephane De : Laurent Ciavaglia [mailto:laurent.ciavaglia@nokia.com] Envoy=E9 : jeudi 7 avril 2016 13:41 =C0 : SENECAL Stephane IMT/OLN Objet : Re: [Nmlrg] Agenda for NMLRG #2 Hi St=E9phane, You can look for the NML RG session on this page: http://ietf95.conf.meetec= ho.com/ If you have a presentation, you should have registered with the Meetecho te= am and the NML RG chairs... Good luck, best regards, Laurent. On 07/04/2016 13:33, EXT stephane.senecal@orange.com wrote: Hi Sheng, All, Thank you very much for the organization of this session. Could you recall the meeting conf call connection details (telephone dialin= g number) please? Thanks, Stephane -----Message d'origine----- De : nmlrg [mailto:nmlrg-bounces@irtf.org] De la part de Sheng Jiang Envoy=E9 : mercredi 6 avril 2016 23:41 =C0 : nmlrg@irtf.org Objet : [Nmlrg] Agenda for NMLRG #2 Hi, all nmlrg, This is the final agenda for nmlrg #2. We will have 6 + 1 standby presentat= ions in our 2.5-hour session. All slides have been uploaded. https://www.ietf.org/proceedings/95/agenda/agenda-95-nmlrg https://datatracker.ietf.org/meeting/95/session/nmlrg/ Thursday (April 7th, 2016) 2.5-hour session: 10:00-12:30 Thursday Morning session I, Buen Ayre A 1. WG Dash - 5 min 10:00 - 10:05, by co-chairs 2. Meeting theme guidance - 10 min 10:05 - 10:15, by Sheng Jiang 3. HTTPS Traffic Classification - 25 min 10:15 - 10:40, by J=E9r=F4me Fran=E7ois 4. ML in the Router: Learn from and Act on Network Traffics - 25 min 10:40 - 11:05, by Bing Liu 5. Applications of Machine Learning to Flow-based Monitoring - 20 min 11:05 - 11:25, by Josep Sanjuas (Remote) 6. Malicious Domains: Automatic Detection with DNS Traffic Analysis - = 20 min 11:25 - 11:45, by Giovane Moura 7. Machine-learning based Policy Derivation and Evaluation in Broadban= d Networks - 20 min 11:45 - 12:05, Panagiotis Demestichas (Remote) 8. Predicting Interface Failures For Better Traffic Management - 20 min 12:05 - 12:25 by Rudra Saha (Remote) 9. Summary & NMLRG Future Activities - 5 min 12:25 -12:30, by co-chairs Standby presentation: Analytic Framework for NFV Orchestrator by Vic Liu _= ______________________________________________ nmlrg mailing list nmlrg@irtf.org https://www.irtf.org/mailman/listinfo/nmlrg ___________________________________________________________________________= ______________________________________________ Ce message et ses pieces jointes peuvent contenir des informations confiden= tielles ou privilegiees et ne doivent donc pas etre diffuses, exploites ou copies sans autorisation. Si vous avez recu= ce message par erreur, veuillez le signaler a l'expediteur et le detruire ainsi que les pieces jointes. Les messages el= ectroniques etant susceptibles d'alteration, Orange decline toute responsabilite si ce message a ete altere, deforme ou = falsifie. Merci. This message and its attachments may contain confidential or privileged inf= ormation that may be protected by law; they should not be distributed, used or copied without authorisation. If you have received this email in error, please notify the sender and dele= te this message and its attachments. As emails may be altered, Orange is not liable for messages that have been = modified, changed or falsified. Thank you. _______________________________________________ nmlrg mailing list nmlrg@irtf.org https://www.irtf.org/mailman/listinfo/nmlrg -- Laurent Ciavaglia Senior Research Manager Bell Labs, Nokia +33 160 402 636 Route de Villejust | 91620 Nozay | France LinkedIn: laurentciavaglia ___________________________________________________________________________= ______________________________________________ Ce message et ses pieces jointes peuvent contenir des informations confiden= tielles ou privilegiees et ne doivent donc pas etre diffuses, exploites ou copies sans autorisation. Si vous avez recu= ce message par erreur, veuillez le signaler a l'expediteur et le detruire ainsi que les pieces jointes. Les messages el= ectroniques etant susceptibles d'alteration, Orange decline toute responsabilite si ce message a ete altere, deforme ou = falsifie. Merci. This message and its attachments may contain confidential or privileged inf= ormation that may be protected by law; they should not be distributed, used or copied without authorisation. If you have received this email in error, please notify the sender and dele= te this message and its attachments. As emails may be altered, Orange is not liable for messages that have been = modified, changed or falsified. Thank you. --_000_852992ACEDF600469971A6DFB8426652C6DC9DOPEXCNORM4Dcorpor_ Content-Type: text/html; charset="iso-8859-1" Content-Transfer-Encoding: quoted-printable

Thank you very much Laurent.

Stephane

De : Laurent Ciavaglia [m= ailto:laurent.ciavaglia@nokia.com]
Envoy=E9 : jeudi 7 avril 2016 13:41
=C0 : SENECAL Stephane IMT/OLN
Objet : Re: [Nmlrg] Agenda for NMLRG #2

 

Hi St=E9phane,

You can look for the NML RG session on this page: http://ietf95.conf.meetecho.com/

If you have a presentation, you should have registered with the Meetecho te= am and the NML RG chairs...

Good luck, best regards, Laurent.

Hi Sheng, All, 
 
Thank you very much for the organization of this =
session. 
Could you recall the meeting conf call connection=
 details (telephone dialing number) please? 
 
Thanks, 
Stephane 
 
-----Message d'origine-----

De : nmlrg [mailto:nmlrg-bounces@irtf.org] De la part de Sheng Jiang=



Envoy=E9 : mercredi 6 avril 2016 23:41<=
/o:p>


=C0 : nmlr=
g@irtf.org


Objet : [Nmlrg] Agenda for NMLRG #2


 


Hi, all nmlrg,


 


This is the final agenda for nmlrg #2. We will ha=
ve 6 + 1 standby presentations in our 2.5-hour session. All slides have=
 been uploaded. 


 


https://www.ietf.org/proceedings/95/agenda/agenda-95-=
nmlrg


https://datatracker.ietf.org/meeting/95/session/nmlrg/


 


Thursday (April 7th, 2016) 2.5-hour session:=



10:00-12:30  Thursday Morning session I, Bue=
n Ayre A


 


1.      WG Dash - 5 min<=
o:p>


10:00 - 10:05, by co-chairs

 


2.      Meeting theme gu=
idance - 10 min


10:05 - 10:15, by Sheng Jiang <=
/pre>

 


3.      HTTPS Traffic Cl=
assification - 25 min


10:15 - 10:40, by J=E9r=F4me Fran=E7ois


 


4.      ML in the Router=
: Learn from and Act on Network Traffics - 25 min


10:40 - 11:05, by Bing Liu


 


5.      Applications of =
Machine Learning to Flow-based Monitoring - 20 min


11:05 - 11:25, by Josep Sanjuas (Remote)


 


6.      Malicious Domain=
s: Automatic Detection with DNS Traffic Analysis - 20 min=



11:25 - 11:45, by Giovane Moura=



 


7.      Machine-learning=
 based Policy Derivation and Evaluation in Broadband Networks - 20 min 


11:45 - 12:05, Panagiotis Demestichas (Remote)


 


8.      Predicting Inter=
face Failures For Better Traffic Management - 20 min 

12:05 - 12:25 by Rudra Saha (Remote)


 


9.      Summary & NM=
LRG Future Activities - 5 min


12:25 -12:30, by co-chairs


 


Standby presentation: Analytic Framework for NFV =
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--

Laurent Ciavaglia

Senior Research Manager

Bell Labs, Nokia

 

+33 160 402 63= 6

Route de Villejust | 91620 N= ozay | France

LinkedIn: lauren= tciavaglia

 

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--_000_852992ACEDF600469971A6DFB8426652C6DC9DOPEXCNORM4Dcorpor_-- From nobody Thu Apr 7 07:14:48 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id D270E12D103 for ; Thu, 7 Apr 2016 07:14:47 -0700 (PDT) X-Virus-Scanned: amavisd-new at amsl.com X-Spam-Flag: NO X-Spam-Score: -2.618 X-Spam-Level: X-Spam-Status: No, score=-2.618 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, FREEMAIL_FROM=0.001, HTML_MESSAGE=0.001, RCVD_IN_DNSWL_LOW=-0.7, RCVD_IN_MSPIKE_H3=-0.01, RCVD_IN_MSPIKE_WL=-0.01, SPF_PASS=-0.001, UNPARSEABLE_RELAY=0.001] autolearn=ham autolearn_force=no Received: from mail.ietf.org ([4.31.198.44]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id ZPbioPdDn2pG for ; Thu, 7 Apr 2016 07:14:46 -0700 (PDT) Received: from relais-inet.francetelecom.com (relais-ias92.francetelecom.com [193.251.215.92]) (using TLSv1.2 with cipher AECDH-AES256-SHA (256/256 bits)) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id 70DED12D19C for ; Thu, 7 Apr 2016 07:14:45 -0700 (PDT) Received: from omfedm06.si.francetelecom.fr (unknown [xx.xx.xx.2]) by omfedm14.si.francetelecom.fr (ESMTP service) with ESMTP id A373522C3F6; Thu, 7 Apr 2016 16:14:43 +0200 (CEST) Received: from Exchangemail-eme3.itn.ftgroup (unknown [10.114.50.58]) by omfedm06.si.francetelecom.fr (ESMTP service) with ESMTP id 7E8AC27C066; Thu, 7 Apr 2016 16:14:43 +0200 (CEST) Received: from OPEXCNORM4D.corporate.adroot.infra.ftgroup ([fe80::604f:15da:866b:fd8b]) by OPEXCNORM72.corporate.adroot.infra.ftgroup ([fe80::b14e:a56e:a38:474d%21]) with mapi id 14.03.0279.002; Thu, 7 Apr 2016 16:14:43 +0200 From: To: "leo.liubing@huawei.com" Thread-Topic: NMLRG session @ IETF / ref about reinforcement learning for network routing Thread-Index: AdGQ1u+gdHcMRBZ+RM6/lVqfl2ygKg== Date: Thu, 7 Apr 2016 14:14:42 +0000 Message-ID: <28040_1460038483_57066B53_28040_1075_2_852992ACEDF600469971A6DFB8426652C6DCF4@OPEXCNORM4D.corporate.adroot.infra.ftgroup> Accept-Language: fr-FR, en-US Content-Language: fr-FR X-MS-Has-Attach: X-MS-TNEF-Correlator: x-originating-ip: [10.168.234.1] Content-Type: multipart/alternative; boundary="_000_852992ACEDF600469971A6DFB8426652C6DCF4OPEXCNORM4Dcorpor_" MIME-Version: 1.0 X-PMX-Version: 6.2.1.2478543, Antispam-Engine: 2.7.2.2107409, Antispam-Data: 2016.3.14.165416 Archived-At: Cc: "nmlrg@irtf.org" Subject: [Nmlrg] NMLRG session @ IETF / ref about reinforcement learning for network routing X-BeenThere: nmlrg@irtf.org X-Mailman-Version: 2.1.17 Precedence: list List-Id: Network Machine Learning Research Group List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Thu, 07 Apr 2016 14:14:48 -0000 --_000_852992ACEDF600469971A6DFB8426652C6DCF4OPEXCNORM4Dcorpor_ Content-Type: text/plain; charset="us-ascii" Content-Transfer-Encoding: quoted-printable Hi Bing, All, Regarding your talk @ IETF, you may find this reference relevant/interestin= g for your work: http://citeseerx.ist.psu.edu/viewdoc/summary?doi=3D10.1.1.20.9394 Cheers, Stephane ___________________________________________________________________________= ______________________________________________ Ce message et ses pieces jointes peuvent contenir des informations confiden= tielles ou privilegiees et ne doivent donc pas etre diffuses, exploites ou copies sans autorisation. Si vous avez recu= ce message par erreur, veuillez le signaler a l'expediteur et le detruire ainsi que les pieces jointes. Les messages el= ectroniques etant susceptibles d'alteration, Orange decline toute responsabilite si ce message a ete altere, deforme ou = falsifie. Merci. This message and its attachments may contain confidential or privileged inf= ormation that may be protected by law; they should not be distributed, used or copied without authorisation. If you have received this email in error, please notify the sender and dele= te this message and its attachments. As emails may be altered, Orange is not liable for messages that have been = modified, changed or falsified. Thank you. --_000_852992ACEDF600469971A6DFB8426652C6DCF4OPEXCNORM4Dcorpor_ Content-Type: text/html; charset="us-ascii" Content-Transfer-Encoding: quoted-printable

Hi Bing, All,

 

Regarding your talk @ IETF= , you may find this reference relevant/interesting for your work:

 

http://citeseerx.ist.ps= u.edu/viewdoc/summary?doi=3D10.1.1.20.9394

 

Cheers,<= /p>

Stephane

  

______________________________________________________________________=
___________________________________________________

Ce message et ses pieces jointes peuvent contenir des informations confiden=
tielles ou privilegiees et ne doivent donc
pas etre diffuses, exploites ou copies sans autorisation. Si vous avez recu=
 ce message par erreur, veuillez le signaler
a l'expediteur et le detruire ainsi que les pieces jointes. Les messages el=
ectroniques etant susceptibles d'alteration,
Orange decline toute responsabilite si ce message a ete altere, deforme ou =
falsifie. Merci.

This message and its attachments may contain confidential or privileged inf=
ormation that may be protected by law;
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If you have received this email in error, please notify the sender and dele=
te this message and its attachments.
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--_000_852992ACEDF600469971A6DFB8426652C6DCF4OPEXCNORM4Dcorpor_-- From nobody Thu Apr 7 07:53:51 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id 84B5612D189 for ; Thu, 7 Apr 2016 07:53:50 -0700 (PDT) X-Virus-Scanned: amavisd-new at amsl.com X-Spam-Flag: NO X-Spam-Score: -2.618 X-Spam-Level: X-Spam-Status: No, score=-2.618 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, FREEMAIL_FROM=0.001, HTML_MESSAGE=0.001, RCVD_IN_DNSWL_LOW=-0.7, RCVD_IN_MSPIKE_H3=-0.01, RCVD_IN_MSPIKE_WL=-0.01, SPF_PASS=-0.001, UNPARSEABLE_RELAY=0.001] autolearn=ham autolearn_force=no Received: from mail.ietf.org ([4.31.198.44]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id iSCBc3kRT4Ve for ; Thu, 7 Apr 2016 07:53:47 -0700 (PDT) Received: from relais-inet.francetelecom.com (relais-ias91.francetelecom.com [193.251.215.91]) (using TLSv1.2 with cipher AECDH-AES256-SHA (256/256 bits)) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id 3A1B212D88D for ; Thu, 7 Apr 2016 07:41:22 -0700 (PDT) Received: from omfedm06.si.francetelecom.fr (unknown [xx.xx.xx.2]) by omfedm14.si.francetelecom.fr (ESMTP service) with ESMTP id ACD5722C8FF; Thu, 7 Apr 2016 16:41:20 +0200 (CEST) Received: from Exchangemail-eme3.itn.ftgroup (unknown [10.114.50.83]) by omfedm06.si.francetelecom.fr (ESMTP service) with ESMTP id 883F127C06F; Thu, 7 Apr 2016 16:41:20 +0200 (CEST) Received: from OPEXCNORM4D.corporate.adroot.infra.ftgroup ([fe80::604f:15da:866b:fd8b]) by OPEXCNORMAF.corporate.adroot.infra.ftgroup ([fe80::e1dd:62fe:d378:e3f8%21]) with mapi id 14.03.0279.002; Thu, 7 Apr 2016 16:41:20 +0200 From: To: "jsanjuas@polygraph.io" Thread-Topic: NMLRG session @ IETF / question to Josep Thread-Index: AdGQ2rESOHwbvEC6TVaosFXVXiUpzQ== Date: Thu, 7 Apr 2016 14:41:19 +0000 Message-ID: <28044_1460040080_57067190_28044_6967_1_852992ACEDF600469971A6DFB8426652C6DD48@OPEXCNORM4D.corporate.adroot.infra.ftgroup> Accept-Language: fr-FR, en-US Content-Language: fr-FR X-MS-Has-Attach: X-MS-TNEF-Correlator: x-originating-ip: [10.168.234.1] Content-Type: multipart/alternative; boundary="_000_852992ACEDF600469971A6DFB8426652C6DD48OPEXCNORM4Dcorpor_" MIME-Version: 1.0 X-PMX-Version: 6.2.1.2478543, Antispam-Engine: 2.7.2.2107409, Antispam-Data: 2016.4.7.140615 Archived-At: Cc: "nmlrg@irtf.org" Subject: [Nmlrg] NMLRG session @ IETF / question to Josep X-BeenThere: nmlrg@irtf.org X-Mailman-Version: 2.1.17 Precedence: list List-Id: Network Machine Learning Research Group List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Thu, 07 Apr 2016 14:53:50 -0000 --_000_852992ACEDF600469971A6DFB8426652C6DD48OPEXCNORM4Dcorpor_ Content-Type: text/plain; charset="us-ascii" Content-Transfer-Encoding: quoted-printable Hi Josep, All, You mentioned that the classifier model used in your solution is decision t= rees (C5.0 right?) . Have you tried other classifier models for your problem? Like random forests, support vector machines, neural networks... ? Thanks, cheers, Stephane ___________________________________________________________________________= ______________________________________________ Ce message et ses pieces jointes peuvent contenir des informations confiden= tielles ou privilegiees et ne doivent donc pas etre diffuses, exploites ou copies sans autorisation. Si vous avez recu= ce message par erreur, veuillez le signaler a l'expediteur et le detruire ainsi que les pieces jointes. Les messages el= ectroniques etant susceptibles d'alteration, Orange decline toute responsabilite si ce message a ete altere, deforme ou = falsifie. Merci. This message and its attachments may contain confidential or privileged inf= ormation that may be protected by law; they should not be distributed, used or copied without authorisation. If you have received this email in error, please notify the sender and dele= te this message and its attachments. As emails may be altered, Orange is not liable for messages that have been = modified, changed or falsified. Thank you. --_000_852992ACEDF600469971A6DFB8426652C6DD48OPEXCNORM4Dcorpor_ Content-Type: text/html; charset="us-ascii" Content-Transfer-Encoding: quoted-printable

Hi Josep, All,

 

You mentioned that the cla= ssifier model used in your solution is decision trees (C5.0 right?) .

Have you tried other class= ifier models for your problem?

Like random forests, suppo= rt vector machines, neural networks… ?

 

Thanks, cheers,=

Stephane  = 

______________________________________________________________________=
___________________________________________________

Ce message et ses pieces jointes peuvent contenir des informations confiden=
tielles ou privilegiees et ne doivent donc
pas etre diffuses, exploites ou copies sans autorisation. Si vous avez recu=
 ce message par erreur, veuillez le signaler
a l'expediteur et le detruire ainsi que les pieces jointes. Les messages el=
ectroniques etant susceptibles d'alteration,
Orange decline toute responsabilite si ce message a ete altere, deforme ou =
falsifie. Merci.

This message and its attachments may contain confidential or privileged inf=
ormation that may be protected by law;
they should not be distributed, used or copied without authorisation.
If you have received this email in error, please notify the sender and dele=
te this message and its attachments.
As emails may be altered, Orange is not liable for messages that have been =
modified, changed or falsified.
Thank you.
--_000_852992ACEDF600469971A6DFB8426652C6DD48OPEXCNORM4Dcorpor_-- From nobody Thu Apr 7 08:20:43 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id 03E9312D0B8 for ; Thu, 7 Apr 2016 08:20:39 -0700 (PDT) X-Virus-Scanned: amavisd-new at amsl.com X-Spam-Flag: NO X-Spam-Score: -4.211 X-Spam-Level: X-Spam-Status: No, score=-4.211 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, HTML_MESSAGE=0.001, RCVD_IN_DNSWL_MED=-2.3, RCVD_IN_MSPIKE_H2=-0.001, SPF_PASS=-0.001, T_RP_MATCHES_RCVD=-0.01] autolearn=ham autolearn_force=no Received: from mail.ietf.org ([4.31.198.44]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id YZYQaitDzzW5 for ; Thu, 7 Apr 2016 08:20:35 -0700 (PDT) Received: from szxga02-in.huawei.com (szxga02-in.huawei.com [119.145.14.65]) (using TLSv1 with cipher RC4-SHA (128/128 bits)) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id E1AC512D5B5 for ; Thu, 7 Apr 2016 08:09:25 -0700 (PDT) Received: from 172.24.1.60 (EHLO nkgeml411-hub.china.huawei.com) ([172.24.1.60]) by szxrg02-dlp.huawei.com (MOS 4.3.7-GA FastPath queued) with ESMTP id DEU38941; Thu, 07 Apr 2016 23:09:12 +0800 (CST) Received: from NKGEML514-MBX.china.huawei.com ([fe80::40a8:f0d:c0f3:2ca5]) by nkgeml411-hub.china.huawei.com ([10.98.56.70]) with mapi id 14.03.0235.001; Thu, 7 Apr 2016 23:09:01 +0800 From: "Liubing (Leo)" To: "stephane.senecal@orange.com" Thread-Topic: NMLRG session @ IETF / ref about reinforcement learning for network routing Thread-Index: AdGQ1u+gdHcMRBZ+RM6/lVqfl2ygKgABX0iA Date: Thu, 7 Apr 2016 15:09:01 +0000 Message-ID: <8AE0F17B87264D4CAC7DE0AA6C406F45C2D64227@nkgeml514-mbx.china.huawei.com> References: <28040_1460038483_57066B53_28040_1075_2_852992ACEDF600469971A6DFB8426652C6DCF4@OPEXCNORM4D.corporate.adroot.infra.ftgroup> In-Reply-To: <28040_1460038483_57066B53_28040_1075_2_852992ACEDF600469971A6DFB8426652C6DCF4@OPEXCNORM4D.corporate.adroot.infra.ftgroup> Accept-Language: en-US, zh-CN Content-Language: zh-CN X-MS-Has-Attach: X-MS-TNEF-Correlator: x-originating-ip: [10.212.197.2] Content-Type: multipart/alternative; boundary="_000_8AE0F17B87264D4CAC7DE0AA6C406F45C2D64227nkgeml514mbxchi_" MIME-Version: 1.0 X-CFilter-Loop: Reflected X-Mirapoint-Virus-RAPID-Raw: score=unknown(0), refid=str=0001.0A020204.57067819.0116, ss=1, re=0.000, recu=0.000, reip=0.000, cl=1, cld=1, fgs=0, ip=0.0.0.0, so=2013-06-18 04:22:30, dmn=2013-03-21 17:37:32 X-Mirapoint-Loop-Id: 6ef0423979df590a28984811db994364 Archived-At: Cc: "nmlrg@irtf.org" Subject: Re: [Nmlrg] NMLRG session @ IETF / ref about reinforcement learning for network routing X-BeenThere: nmlrg@irtf.org X-Mailman-Version: 2.1.17 Precedence: list List-Id: Network Machine Learning Research Group List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Thu, 07 Apr 2016 15:20:39 -0000 --_000_8AE0F17B87264D4CAC7DE0AA6C406F45C2D64227nkgeml514mbxchi_ Content-Type: text/plain; charset="us-ascii" Content-Transfer-Encoding: quoted-printable Hi Stephane, Thanks for the pointer. Reinforcement learning replacing traditional routing calculation is indeed = an interesting field to explore. Expecting more stuff in this field. However, from practical perspective, it is not an easy job to replace curre= nt massively mature routing systems. So, I'm also interested in ML-based ro= uting policy optimization (not the routing itself). Maybe it is a good pitc= hing-in to current systems. Best regards, Bing From: stephane.senecal@orange.com [mailto:stephane.senecal@orange.com] Sent: Thursday, April 07, 2016 11:15 AM To: Liubing (Leo) Cc: nmlrg@irtf.org Subject: NMLRG session @ IETF / ref about reinforcement learning for networ= k routing Hi Bing, All, Regarding your talk @ IETF, you may find this reference relevant/interestin= g for your work: http://citeseerx.ist.psu.edu/viewdoc/summary?doi=3D10.1.1.20.9394 Cheers, Stephane ___________________________________________________________________________= ______________________________________________ Ce message et ses pieces jointes peuvent contenir des informations confiden= tielles ou privilegiees et ne doivent donc pas etre diffuses, exploites ou copies sans autorisation. Si vous avez recu= ce message par erreur, veuillez le signaler a l'expediteur et le detruire ainsi que les pieces jointes. Les messages el= ectroniques etant susceptibles d'alteration, Orange decline toute responsabilite si ce message a ete altere, deforme ou = falsifie. Merci. This message and its attachments may contain confidential or privileged inf= ormation that may be protected by law; they should not be distributed, used or copied without authorisation. If you have received this email in error, please notify the sender and dele= te this message and its attachments. As emails may be altered, Orange is not liable for messages that have been = modified, changed or falsified. Thank you. --_000_8AE0F17B87264D4CAC7DE0AA6C406F45C2D64227nkgeml514mbxchi_ Content-Type: text/html; charset="us-ascii" Content-Transfer-Encoding: quoted-printable

Hi Stephane,

 

Thanks for the pointer.

Reinforcement learning replacing traditional routing calculation = is indeed an interesting field to explore. Expecting more stuff in this fie= ld.

 

However, from practical perspective, it is not an easy job to rep= lace current massively mature routing systems. So, I’m also intereste= d in ML-based routing policy optimization (not the routing itself). Maybe it is a good pitching-in  to current syste= ms.

 

Best regards,

Bing

 

From: stephane.senecal@orange.com [mailto:stephane.senecal@= orange.com]
Sent: Thursday, April 07, 2016 11:15 AM
To: Liubing (Leo)
Cc: nmlrg@irtf.org
Subject: NMLRG session @ IETF / ref about reinforcement learning for= network routing

 

Hi Bing, All,

 

Regarding your talk @ IETF= , you may find this reference relevant/interesting for your work:

 

http://citeseerx.ist.ps= u.edu/viewdoc/summary?doi=3D10.1.1.20.9394

 

Cheers,<= /p>

Stephane

  

____________________________________________________=
_____________________________________________________________________<=
/o:p>
 
Ce message et ses pieces jointes peuvent contenir de=
s informations confidentielles ou privilegiees et ne doivent donc
pas etre diffuses, exploites ou copies sans autorisa=
tion. Si vous avez recu ce message par erreur, veuillez le signaler
a l'expediteur et le detruire ainsi que les pieces j=
ointes. Les messages electroniques etant susceptibles d'alteration,
Orange decline toute responsabilite si ce message a =
ete altere, deforme ou falsifie. Merci.
 
This message and its attachments may contain confide=
ntial or privileged information that may be protected by law;
they should not be distributed, used or copied witho=
ut authorisation.
If you have received this email in error, please not=
ify the sender and delete this message and its attachments.
As emails may be altered, Orange is not liable for m=
essages that have been modified, changed or falsified.

Thank you.
--_000_8AE0F17B87264D4CAC7DE0AA6C406F45C2D64227nkgeml514mbxchi_-- From nobody Thu Apr 7 08:46:53 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id 4F5FB12D09A for ; Thu, 7 Apr 2016 08:46:53 -0700 (PDT) X-Virus-Scanned: amavisd-new at amsl.com X-Spam-Flag: NO X-Spam-Score: -1.928 X-Spam-Level: X-Spam-Status: No, score=-1.928 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, FREEMAIL_FROM=0.001, HTML_MESSAGE=0.001, RCVD_IN_MSPIKE_H3=-0.01, RCVD_IN_MSPIKE_WL=-0.01, SPF_PASS=-0.001, T_RP_MATCHES_RCVD=-0.01, UNPARSEABLE_RELAY=0.001] autolearn=ham autolearn_force=no Received: from mail.ietf.org ([4.31.198.44]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id 6bzRiTIiIuaO for ; Thu, 7 Apr 2016 08:46:51 -0700 (PDT) Received: from relais-inet.orange.com (relais-nor34.orange.com [80.12.70.34]) (using TLSv1.2 with cipher AECDH-AES256-SHA (256/256 bits)) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id 8EB8412D095 for ; Thu, 7 Apr 2016 08:46:51 -0700 (PDT) Received: from opfednr06.francetelecom.fr (unknown [xx.xx.xx.70]) by opfednr20.francetelecom.fr (ESMTP service) with ESMTP id 0DA1340258; Thu, 7 Apr 2016 17:46:50 +0200 (CEST) Received: from Exchangemail-eme3.itn.ftgroup (unknown [xx.xx.50.51]) by opfednr06.francetelecom.fr (ESMTP service) with ESMTP id E24D41A0075; Thu, 7 Apr 2016 17:46:49 +0200 (CEST) Received: from OPEXCNORM4D.corporate.adroot.infra.ftgroup ([fe80::604f:15da:866b:fd8b]) by OPEXCNORM53.corporate.adroot.infra.ftgroup ([fe80::c469:df6b:6d94:b4e1%21]) with mapi id 14.03.0279.002; Thu, 7 Apr 2016 17:46:49 +0200 From: To: "giovane.moura@sidn.nl" Thread-Topic: NMLRG session @ IETF / ref about malicious domains detection with time series Thread-Index: AdGQ3pBBOaX2p3baQtinGcBmbebLPw== Date: Thu, 7 Apr 2016 15:46:48 +0000 Message-ID: <26887_1460044009_570680E9_26887_384_3_852992ACEDF600469971A6DFB8426652C6DDC1@OPEXCNORM4D.corporate.adroot.infra.ftgroup> Accept-Language: fr-FR, en-US Content-Language: fr-FR X-MS-Has-Attach: X-MS-TNEF-Correlator: x-originating-ip: [10.168.234.1] Content-Type: multipart/alternative; boundary="_000_852992ACEDF600469971A6DFB8426652C6DDC1OPEXCNORM4Dcorpor_" MIME-Version: 1.0 Archived-At: Cc: "nmlrg@irtf.org" Subject: [Nmlrg] NMLRG session @ IETF / ref about malicious domains detection with time series X-BeenThere: nmlrg@irtf.org X-Mailman-Version: 2.1.17 Precedence: list List-Id: Network Machine Learning Research Group List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Thu, 07 Apr 2016 15:46:53 -0000 --_000_852992ACEDF600469971A6DFB8426652C6DDC1OPEXCNORM4Dcorpor_ Content-Type: text/plain; charset="us-ascii" Content-Transfer-Encoding: quoted-printable Hi Giovane, All, We worked in 2014-2015 on malicious domains detection with DNS traffic anal= ysis via time series models (for # of NXDOMAINs DNS answers) within a super= vised learning framework (with decision trees models). I am not enclosing o= ur paper and presentation slides (at RAID 2015 conference) related to these= works for unspamming purposes on the NMLRG reflector, but for those intere= sted, just drop me a line and I'll send the documents to you. Cheers, Stephane ___________________________________________________________________________= ______________________________________________ Ce message et ses pieces jointes peuvent contenir des informations confiden= tielles ou privilegiees et ne doivent donc pas etre diffuses, exploites ou copies sans autorisation. Si vous avez recu= ce message par erreur, veuillez le signaler a l'expediteur et le detruire ainsi que les pieces jointes. Les messages el= ectroniques etant susceptibles d'alteration, Orange decline toute responsabilite si ce message a ete altere, deforme ou = falsifie. Merci. This message and its attachments may contain confidential or privileged inf= ormation that may be protected by law; they should not be distributed, used or copied without authorisation. If you have received this email in error, please notify the sender and dele= te this message and its attachments. As emails may be altered, Orange is not liable for messages that have been = modified, changed or falsified. Thank you. --_000_852992ACEDF600469971A6DFB8426652C6DDC1OPEXCNORM4Dcorpor_ Content-Type: text/html; charset="us-ascii" Content-Transfer-Encoding: quoted-printable

Hi Giovane, All,

 

We worked in 2014-2015 on = malicious domains detection with DNS traffic analysis via time series model= s (for # of NXDOMAINs DNS answers) within a supervised learning framework (with decision trees models). I am not enclosing our paper and p= resentation slides (at RAID 2015 conference) related to these works for uns= pamming purposes on the NMLRG reflector, but for those interested, just dro= p me a line and I’ll send the documents to you.

 

Cheers,

Stephane   

______________________________________________________________________=
___________________________________________________

Ce message et ses pieces jointes peuvent contenir des informations confiden=
tielles ou privilegiees et ne doivent donc
pas etre diffuses, exploites ou copies sans autorisation. Si vous avez recu=
 ce message par erreur, veuillez le signaler
a l'expediteur et le detruire ainsi que les pieces jointes. Les messages el=
ectroniques etant susceptibles d'alteration,
Orange decline toute responsabilite si ce message a ete altere, deforme ou =
falsifie. Merci.

This message and its attachments may contain confidential or privileged inf=
ormation that may be protected by law;
they should not be distributed, used or copied without authorisation.
If you have received this email in error, please notify the sender and dele=
te this message and its attachments.
As emails may be altered, Orange is not liable for messages that have been =
modified, changed or falsified.
Thank you.
--_000_852992ACEDF600469971A6DFB8426652C6DDC1OPEXCNORM4Dcorpor_-- From nobody Thu Apr 7 11:20:29 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id 8E3DF12D623 for ; Thu, 7 Apr 2016 11:20:28 -0700 (PDT) X-Virus-Scanned: amavisd-new at amsl.com X-Spam-Flag: NO X-Spam-Score: -3.29 X-Spam-Level: X-Spam-Status: No, score=-3.29 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, DKIM_SIGNED=0.1, DKIM_VALID=-0.1, DKIM_VALID_AU=-0.1, MISSING_HEADERS=1.021, RCVD_IN_DNSWL_MED=-2.3, SPF_PASS=-0.001, T_RP_MATCHES_RCVD=-0.01] autolearn=ham autolearn_force=no Authentication-Results: ietfa.amsl.com (amavisd-new); dkim=pass (2048-bit key) header.d=sidn.nl Received: from mail.ietf.org ([4.31.198.44]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id jlvB49lL5_Th for ; Thu, 7 Apr 2016 11:20:24 -0700 (PDT) Received: from arn2-kamx.sidn.nl (kamx.sidn.nl [IPv6:2a00:d78:0:147:94:198:152:69]) (using TLSv1.2 with cipher ECDHE-RSA-AES256-SHA (256/256 bits)) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id 0392D12D5C2 for ; Thu, 7 Apr 2016 11:20:21 -0700 (PDT) DKIM-Signature: v=1; a=rsa-sha256; q=dns/txt; d=sidn.nl; s=sidn-nl; c=relaxed/relaxed; h=subject:references:cc:from:message-id:date:user-agent:mime-version:in-reply-to:content-type:content-transfer-encoding:x-originating-ip:x-clientproxiedby; bh=YTatEDm8dGEY73GcQY9npxR3nJomFj1IoyHuFdohxes=; b=VAuEcYW32ukAAInGgZT+tjaA9tdddcWX+fbF1G7yM5qdiuO8bsfICM9U8h5QQcVBMbdJK80Mojvb4R6qpSw7rXC0vHI9bWGcrBlSe+6HmMahovPe5xHP7oo+BcrxLHmJkVz8L0rnZlxzuxU+p8ZjgcjXTqkLYFsdul1+70Y1BbEQTEzMMtqEipC3f8znalIVeX0FzcOH7KvuSoCDniRD8pm8ATQmyxrPSFs/4jyZ4Ahcg6wRLMvoBONGzzMrA23uxcWbaZUFnV3522Uq9JZXuGCpuSmN52WBoSVrzTbktKb6WXpppOs5euYEdixkCW/XGKWBioxOX0WJavtHJz6m3Q== Received: from ka-mbx01.SIDN.local ([192.168.2.177]) by arn2-kamx.sidn.nl with ESMTP id u37IKJ2a018291-u37IKJ2c018291 (version=TLSv1.2 cipher=ECDHE-RSA-AES256-SHA bits=256 verify=CAFAIL) for ; Thu, 7 Apr 2016 20:20:19 +0200 Received: from [94.198.159.132] (94.198.159.132) by ka-mbx01.SIDN.local (192.168.2.177) with Microsoft SMTP Server (TLS) id 15.0.1130.7; Thu, 7 Apr 2016 20:20:23 +0200 References: <26887_1460044009_570680E9_26887_384_3_852992ACEDF600469971A6DFB8426652C6DDC1@OPEXCNORM4D.corporate.adroot.infra.ftgroup> CC: "nmlrg@irtf.org" From: "Giovane C. M. Moura" Message-ID: <5706A4DC.303@sidn.nl> Date: Thu, 7 Apr 2016 15:20:12 -0300 User-Agent: Mozilla/5.0 (X11; Linux x86_64; rv:38.0) Gecko/20100101 Icedove/38.5.0 MIME-Version: 1.0 In-Reply-To: <26887_1460044009_570680E9_26887_384_3_852992ACEDF600469971A6DFB8426652C6DDC1@OPEXCNORM4D.corporate.adroot.infra.ftgroup> Content-Type: text/plain; charset="windows-1252" Content-Transfer-Encoding: 8bit X-Originating-IP: [94.198.159.132] X-ClientProxiedBy: ka-hubcasn02.SIDN.local (192.168.2.172) To ka-mbx01.SIDN.local (192.168.2.177) X-FEAS-SPF: PASS / PASS, ip=94.198.159.132, helo=, mailFrom=giovane.moura@sidn.nl, headerFrom=giovane.moura@sidn.nl Archived-At: Subject: Re: [Nmlrg] NMLRG session @ IETF / ref about malicious domains detection with time series X-BeenThere: nmlrg@irtf.org X-Mailman-Version: 2.1.17 Precedence: list List-Id: Network Machine Learning Research Group List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Thu, 07 Apr 2016 18:20:28 -0000 Dear Stephane, all, Thanks for reaching out and sharing your paper, I'll read it carefully once I am back in the Netherlands. Just a couple of quick remarks (please correct if I'm wrong): 1. DNS server: the term DNS server sometimes is used to refer to DNS Resolvers and DNS Authoritative servers. The former are for example, servers such as 8.8.8.8 or you local ISP that recursively tries to resolver a name on your behalf. Consider the figure (simplified) below: an user's computer wants to resolve example.nl, it then contacts the resolvers on its ISP, which, on his/her behalf, contacts the .nl authoritative server. The authoritative servers, in turns ,is the one who has the records for example.nl ,and returns as response (Say an A record 192.168.1.1) -------- ------------------- ------------------ | user | <--> | DNS resolver (ISP)| <--> | .nl authoritative| ------- ------------------- ------------------ Q: example.nl Q: example.nl Res: 192.168.1.1 Your paper has used data from resolvers, right? We, on the other hand, run authoritative DNS servers for the .nl top-level domain (TLD), so we do not resolve names on behalf of the users, but respond to queries to .nl DNS requests we receive from resolvers. That is the type of dataset I use on nDEWS. This difference is important because the type of traffic each one sees is different: you see every single user's queries, we see a fraction of these which are sent by the resolver. This is because resolvers implement caches to improve performance, so if a 2nd user ask for example.nl after the first one, the resolver will respond without asking the authoritative server, given the value in the cache is not yet expired). I am just saying this is a remark since I'll have to consider that when doing time-series based analysis, since we do not have all data points. 2. Botnet DGA detection on the auth server: we actually have a project on that (by Marco Davids, who helped me with the answer on QNAME minimization): we detect DGAs on authoritative servers by analyzing query patterns on NXDOMAINS in our zone -- i.e., domains that do not exist under .nl. We have a paper on APWG ecrime2016 coming up on that (industry track) that I am happy to share in case you're interested. Thanks, /giovane On 04/07/2016 12:46 PM, stephane.senecal@orange.com wrote: > Hi Giovane, All, > > > > We worked in 2014-2015 on malicious domains detection with DNS traffic > analysis via time series models (for # of NXDOMAINs DNS answers) within > a supervised learning framework (with decision trees models). I am not > enclosing our paper and presentation slides (at RAID 2015 conference) > related to these works for unspamming purposes on the NMLRG reflector, > but for those interested, just drop me a line and I’ll send the > documents to you. > > > > Cheers, > > Stephane -- Giovane C. M. Moura, Ph.D. Data Scientist SIDN | Meander 501 | 6825 MD | Postbus 5022 | 6802 EA | ARNHEM, NL giovane.moura@sidn.nl | http://www.sidn.nl/ From nobody Fri Apr 15 02:02:56 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id E47A112E587 for ; Fri, 15 Apr 2016 02:02:54 -0700 (PDT) X-Virus-Scanned: amavisd-new at amsl.com X-Spam-Flag: NO X-Spam-Score: -5.217 X-Spam-Level: X-Spam-Status: No, score=-5.217 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, RCVD_IN_DNSWL_MED=-2.3, RCVD_IN_MSPIKE_H3=-0.01, RCVD_IN_MSPIKE_WL=-0.01, RP_MATCHES_RCVD=-0.996, SPF_PASS=-0.001] autolearn=ham autolearn_force=no Received: from mail.ietf.org ([4.31.198.44]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id CTnoVIQo1hws for ; Fri, 15 Apr 2016 02:02:52 -0700 (PDT) Received: from szxga01-in.huawei.com (szxga01-in.huawei.com [58.251.152.64]) (using TLSv1 with cipher RC4-SHA (128/128 bits)) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id 6EEBD12E58C for ; Fri, 15 Apr 2016 02:02:51 -0700 (PDT) Received: from 172.24.1.49 (EHLO nkgeml411-hub.china.huawei.com) ([172.24.1.49]) by szxrg01-dlp.huawei.com (MOS 4.3.7-GA FastPath queued) with ESMTP id DIV09239; Fri, 15 Apr 2016 17:02:46 +0800 (CST) Received: from NKGEML515-MBX.china.huawei.com ([fe80::a54a:89d2:c471:ff]) by nkgeml411-hub.china.huawei.com ([10.98.56.70]) with mapi id 14.03.0235.001; Fri, 15 Apr 2016 17:02:29 +0800 From: Sheng Jiang To: "nmlrg@irtf.org" Thread-Topic: Network-oriented Machine Learning work in ETSI NGP Thread-Index: AdGW9XMDpC0rueb7RvWo/biyUR+Kcw== Date: Fri, 15 Apr 2016 09:02:28 +0000 Message-ID: <5D36713D8A4E7348A7E10DF7437A4B927C6558AC@NKGEML515-MBX.china.huawei.com> Accept-Language: en-GB, zh-CN, en-US Content-Language: zh-CN X-MS-Has-Attach: X-MS-TNEF-Correlator: x-originating-ip: [10.111.99.197] Content-Type: text/plain; charset="utf-8" Content-Transfer-Encoding: base64 MIME-Version: 1.0 X-CFilter-Loop: Reflected X-Mirapoint-Virus-RAPID-Raw: score=unknown(0), refid=str=0001.0A020201.5710AE36.02CD, ss=1, re=0.000, recu=0.000, reip=0.000, cl=1, cld=1, fgs=0, ip=0.0.0.0, so=2013-06-18 04:22:30, dmn=2013-03-21 17:37:32 X-Mirapoint-Loop-Id: fe2d1c72fc155cdf5e43d3ccaaf9716d Archived-At: Subject: [Nmlrg] Network-oriented Machine Learning work in ETSI NGP X-BeenThere: nmlrg@irtf.org X-Mailman-Version: 2.1.17 Precedence: list List-Id: Network Machine Learning Research Group List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Fri, 15 Apr 2016 09:02:55 -0000 U2VuZGluZyB0aGlzIGFzIGFuIGluZGl2aWR1YWwuDQoNCkVUU0kgaGFzIGZvcm1lZCBhIG5ldyBJ bmR1c3RyeSBTcGVjaWZpY2F0aW9uIEdyb3VwOiBOR1AgKE5leHQgR2VuZXJhdGlvbiBQcm90b2Nv bCkgZWFybHkgdGhpcyB5ZWFyLiBPbmUgb2YgdGhlIHdvcmsgc3RhcnRzIHRoZXJlIGlzIFNlbGYt b3JnYW5pemluZyBDb250cm9sICYgTWFuYWdlbWVudCBQbGFuZXMgKHdvcmsgaXRlbSAjMikuIEl0 IGlzIG5vdyBjYWxsaW5nIGluZGl2aWR1YWwgY29udHJpYnV0aW9uL3BhcnRpY2lwYXRpb24gb24g YXV0b25vbWljIHdvcmsuIEl0IGFsc28gaW50cm9kdWNpbmcgbWFjaGluZSBsZWFybmluZyBhcyBt ZWNoYW5pc20gZm9yIGF1dG9ub21pYyBkZWNpc2lvbi4gVGhlIG5leHQgbWVldGluZyAoIzMpIHdp bGwgYmUgSnVseSAyNi0yNyBpbiBTb3BoaWEgQW50aXBvbGlzLCBGcmFuY2UsIGp1c3QgYWZ0ZXIg SUVURiA5NiBCZXJsaW4gbWVldGluZy4gVGhlcmUgd2lsbCBhbHNvIGJlIGEgY291cGxlIG9mIGNv bmYgY2FsbHMgYmVmb3JlIGl0IGZvY3VzaW5nIG9uIFdJMiBzZWxmLW9yZ2FuaXppbmcuDQoNCmh0 dHBzOi8vcG9ydGFsLmV0c2kub3JnL3RiLmFzcHg/dGJpZD04NDQmU3ViVEI9ODQ0DQoNCkJlc3Qg cmVnYXJkcywNCg0KU2hlbmcNCg== From nobody Mon Apr 18 01:13:22 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id 1CD9912E04C for ; 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Linux x86_64; rv:31.0) Gecko/20100101 Thunderbird/31.5.0 MIME-Version: 1.0 To: nmlrg@irtf.org References: <26887_1460044009_570680E9_26887_384_3_852992ACEDF600469971A6DFB8426652C6DDC1@OPEXCNORM4D.corporate.adroot.infra.ftgroup> <5706A4DC.303@sidn.nl> In-Reply-To: <5706A4DC.303@sidn.nl> Content-Type: text/plain; charset=windows-1252 Content-Transfer-Encoding: 7bit Archived-At: Subject: [Nmlrg] NMLRG at EuCNC X-BeenThere: nmlrg@irtf.org X-Mailman-Version: 2.1.17 Precedence: list List-Id: Network Machine Learning Research Group List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Mon, 18 Apr 2016 08:13:21 -0000 Hi, Looking at the programme of EuCNC, workshops are planned on Monday 27th. Is NMLRG#3 confirmed on Monday as well? Thanks, jerome From nobody Mon Apr 18 03:42:23 2016 Return-Path: X-Original-To: nmlrg@ietfa.amsl.com Delivered-To: nmlrg@ietfa.amsl.com Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id 30A2D12DF7D for ; Mon, 18 Apr 2016 03:42:21 -0700 (PDT) X-Virus-Scanned: amavisd-new at amsl.com X-Spam-Flag: NO X-Spam-Score: -5.197 X-Spam-Level: X-Spam-Status: No, score=-5.197 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, RCVD_IN_DNSWL_MED=-2.3, RP_MATCHES_RCVD=-0.996, SPF_PASS=-0.001] autolearn=ham autolearn_force=no Received: from mail.ietf.org ([4.31.198.44]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id ps2DSGRj02rp for ; Mon, 18 Apr 2016 03:42:19 -0700 (PDT) Received: from szxga02-in.huawei.com (szxga02-in.huawei.com [119.145.14.65]) (using TLSv1 with cipher RC4-SHA (128/128 bits)) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id CF38612DF78 for ; Mon, 18 Apr 2016 03:42:18 -0700 (PDT) Received: from 172.24.1.136 (EHLO nkgeml411-hub.china.huawei.com) ([172.24.1.136]) by szxrg02-dlp.huawei.com (MOS 4.3.7-GA FastPath queued) with ESMTP id DFM56261; Mon, 18 Apr 2016 17:56:02 +0800 (CST) Received: from NKGEML515-MBX.china.huawei.com ([fe80::a54a:89d2:c471:ff]) by nkgeml411-hub.china.huawei.com ([10.98.56.70]) with mapi id 14.03.0235.001; Mon, 18 Apr 2016 17:56:00 +0800 From: Sheng Jiang To: =?utf-8?B?SsOpcsO0bWUgRnJhbsOnb2lz?= , "nmlrg@irtf.org" Thread-Topic: [Nmlrg] NMLRG at EuCNC Thread-Index: AQHRmUo4a4zMsK1FykmSR0JOXa0s+5+PfPrQ Date: Mon, 18 Apr 2016 09:56:00 +0000 Message-ID: <5D36713D8A4E7348A7E10DF7437A4B927C656E28@NKGEML515-MBX.china.huawei.com> References: <26887_1460044009_570680E9_26887_384_3_852992ACEDF600469971A6DFB8426652C6DDC1@OPEXCNORM4D.corporate.adroot.infra.ftgroup> <5706A4DC.303@sidn.nl> <5714971C.8080504@inria.fr> In-Reply-To: <5714971C.8080504@inria.fr> Accept-Language: en-GB, zh-CN, en-US Content-Language: zh-CN X-MS-Has-Attach: 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