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Project Home Page
- http://www.ecode-project.eu/
Project summary
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The goal of the ECODE project is to develop, implement, and validate experimentally a cognitive routing system that can meet the challenges experienced by the Internet in terms of manageability and security, availability and accountability, as well as routing system scalability and quality. By combining both networking and machine learning research fields, the resulting cognitive routing system fundamentally revisits the capabilities of the Internet networking layer so as to address these challenges altogether.
For this purpose, the project investigates and elaborates novel semi-supervised, on line, and distributed machine learning techniques kernel of the cognitive routing system. During the building phase, the cognitive routing system is both designed and prototyped. In the second phase, three sets of use cases are experimented to evaluate the benefits of the developed machine learning techniques. The experimentation and the validation of these techniques are carried out on physical (iLAB) and virtual (e.g., OneLab) experimental facilities.
Project partners
- Alcatel-Lucent Bell, Antwerpen, Belgium (Co-ordinator)
- Université catholique de Louvain, Belgique
- Université de Liège, Belgium
- IBBT, Gent, Belgium
- INRIA, Sophia-Antipolis, France
- University of Lancaster, UK
- LAAS CNRS, Toulouse, France
Funding
- ECODE is a 3-year STREP project co-funded by the European Commission under the Framework Programme 7 (FP7), addressing the Strategic Objective ICT-2007-1.6 "New paradigms and experimental facilities". ECODE is one of the FIRE (Future Internet Research and Experimentation) projects of the 2nd call. Project reference: FP7-223936.
Schedule
- The project started on September 1st, 2008 for a duration of 3 years.
Publications
Rating Network Paths for Locality-Aware Overlay Construction and Routing
- W. Du, Y. Liao, N. Tao, P. Geurts, X. Fu and G. Leduc
- Keywords : matrix factorization, network inference, rating-based network measurement, recommender system
- IEEE/ACM Transactions on Networking, vol. 23, nb. 5, 2015, pp. 1661-1673
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DMFSGD: A Decentralized Matrix Factorization Algorithm for Network Distance Prediction
- Y. Liao, W. Du, P. Geurts and G. Leduc
- Read the abstract
- IEEE/ACM Transactions on Networking, vol. 21, nb. 5, Oct. 2013, pp. 1511-1524
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Editorial for Computer Networks special issue on “Measurement-based optimization of P2P networking and applications”
- X. Fu, Y. Chen, G. Leduc and L. Mathy
- Read the abstract
- Computer Networks, vol. 56, nb. 3, Feb. 2012, pp. 1077-1079
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Decentralized Prediction of End-to-End Network Performance Classes
- Y. Liao, W. Du, P. Geurts and G. Leduc
- Read the abstract
- Download the PDF document
- Proc. of The 7th International Conference on emerging Networking EXperiments and Technologies (CoNEXT), 6-9 Dec. 2011, Tokyo, Japan, ACM
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Finding Routing Shortcuts using an Internet Coordinate System
- F. Cantin and G. Leduc
- Keywords : Internet coordinate system, Networking, Overlay routing, Routing shortcuts, Vivaldi
- Read the abstract
- Download the PDF document
- Proc. of Fifth International Workshop on Self-Organizing Systems (IWSoS), 23-24 Feb. 2011, Karlsruhe, Germany, LNCS, Springer
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Network Distance Prediction Based on Decentralized Matrix Factorization
- Y. Liao, P. Geurts and G. Leduc
- Proc. of IFIP Networking 2010, 11-13 May 2010, Chennai, India, M. Crovella, L. Feeney, D. Rubenstein, S. V. Raghavan (eds.), LNCS, 6091, pp. 15-26, Springer
- (Acceptance ratio = 24/101 = 24%). Best paper award.
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Transformation non linéaire des distances : une solution au problème des violations d'inégalités triangulaires dans les systèmes de coordonnées ?
- F. Cantin, G. Leduc and B. Gueye
- Read the abstract
- Download the PDF document
- Actes de CFIP 2009, 12-15 Oct. 2009, Strasbourg, France
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Triangle Inequality Violation Avoidance in Internet Coordinate Systems
- Y. Liao and G. Leduc
- Trilogy Future Internet Summer School, 24-28 Aug. 2009, Louvain-la-Neuve, Belgium
- Poster
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Detecting Triangle Inequality Violations in Internet Coordinate Systems by Supervised Learning - Work in Progress
- Y. Liao, M. Kaafar, B. Gueye, F. Cantin, P. Geurts and G. Leduc
- Proc. of Networking 2009, 12-14 May 2009, Aachen, Germany, L. Fratta, H. Schulzrinne, Y. Takahashi, O. Spaniol (eds.), LNCS, 5550, pp. 352-363, Springer
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