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Publications

* A Lightweight Network Proximity Service Based On Neighborhood Models
Y. Liao, W. Du and G. Leduc
Proc. of 22nd IEEE Symposium on Communications and Vehicular Technology in the Benelux (SCVT), 24 Nov. 2015, Luxembourg, Luxembourg
* 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
* On the Potential of Recommendation Technologies for Efficient Content Delivery Networks
S. Berkovsky and B. Donnet
Keywords : CDN, Content Placement, Personalization, Recommendation Technologies
Computer Communication Review, vol. 43, nb. 3, Jun. 2013, pp. 74-77
* Outbound SPIT Filter with Optimal Performance Guarantees
T. Jung, S. Martin, M. Nassar, D. Ernst and G. Leduc
Read the abstract
Computer Networks, vol. 57, nb. 7, Feb. 2013, pp. 1630-1643
* 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
* Contextual Multi-armed Bandits for the Prevention of Spam in VoIP Networks
T. Jung, S. Martin, D. Ernst and G. Leduc
arXiv, nb. 1201.6181, 2012
* Contextual Multi-armed Bandits for Web Server Defense
T. Jung, S. Martin, D. Ernst and G. Leduc
Read the abstract
Proc. of the 2012 International Joint Conference on Neural Networks (IJCNN), 10-15 Jun. 2012, Brisbane, Australia, Hussein, Abbas (eds.), pp. 1-8, IEEE
* DISco: a Distributed Information Store for Network Challenges and Their Outcome
S. Martin, L. Chiarello and G. Leduc
Keywords : autonomic agents, distributed network management, peer-to-peer, resumenet
Mots-clés : agents autonomiques, gestion distribuée, ResumeNet, systèmes pair-à-pair
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Proc. of DANMS 2012, 16-20 Apr. 2012, Maui, Hawaii
* Decentralized Prediction of End-to-End Network Performance Classes
Y. Liao, W. Du, P. Geurts and G. Leduc
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Proc. of The 7th International Conference on emerging Networking EXperiments and Technologies (CoNEXT), 6-9 Dec. 2011, Tokyo, Japan, ACM
* Using Decision Trees for Generating Adaptive SPIT Signatures
M. Nassar, S. Martin, G. Leduc and O. Festor
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Proc. of 4th International Conference on Security of Information and Networks (SIN 2011), 14-19 Nov. 2011, Sydney, Australia
* Enhancement of TCP over wired/wireless networks with packet loss classifiers inferred by supervised learning
I. El Khayat, P. Geurts and G. Leduc
Wireless Networks, vol. 16, nb. 2, Feb. 2010, pp. 273-290
(ISI IF 2008 = 1.194)
* Machine-learnt versus analytical models of TCP throughput
I. El Khayat, P. Geurts and G. Leduc
Keywords : machine learning, TCP, throughput models
Download the PDF document
Computer Networks, vol. 51, nb. 10, Jul. 2007, pp. 2631-2644
(ISI IF 2007 = 0.829)
* Performing and Making Use of Mobility Prediction
J.-M. François
Doctoral Thesis, University of Liège
Collection des Publications de la Faculté des Sciences Appliquées de l'Université de Liège, nr. 263, 2007, 154 pp.
Download the PDF document
* Inferring Groups of Correlated Failures
J. Lepropre and G. Leduc
Keywords : clustering, failures, inference, SRLG
Mots-clés : clustering, inférence, pannes, SRLG
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Proc. of CoNext 2006, Student Workshop, 4-7 Dec. 2006, Lisbon, Portugal.
* Prédiction de mobilité par le mobile ou par le point d'accès: comparaison sur base de traces réelles
J.-M. François and G. Leduc
Keywords : Mobile Networks, Mobility prediction, QoS
Mots-clés : Prédiction de mobilité, QoS, Réseaux mobiles
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Lisez le résumé
Download the PDF document, the PostScript document or the compressed PostScript (gzip) document
Actes de Colloque Francophone sur l'Ingénierie des Protocoles (CFIP 2006), 30 Oct.-3 Nov. 2006, Tozeur, Tunisie
(Acceptance ratio = 28/75 = 37%)
* On the accuracy of analytical models of TCP throughput
I. El Khayat, P. Geurts and G. Leduc
Proc. of IFIP International Networking Conference, 15-19 May 2006, Coimbra, Portugal, LNCS, 3976, pp. 488-500
(Acceptance ratio = 88/440 = 20%, Best Paper Award)
* Entropy-based knowledge spreading and application to mobility prediction
J.-M. François and G. Leduc
Keywords : Entropy, Information Theory, Mobility Prediction, QoS
Mots-clés : Entropie, prédiction de mobilité, QoS, théorie de l'Information
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Download the PDF document or the compressed PostScript (gzip) document
Proc. of ACM International conference on Emerging Network Experiments and Technologies (Co-Next), 24-27 Oct. 2005, Toulouse, France, pp. 10-20, ACM Press
(Acceptance ratio = 21/110 = 19%)
* Improving TCP in wireless networks with an adaptive machine-learnt classifier of packet loss causes
I. El Khayat, P. Geurts and G. Leduc
Keywords : Machine Learning, TCP, Wireless
Mots-clés : Apprentissage automatique, Réseaux sans fil, TCP
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Proc. of IFIP International Networking Conference, 2-6 May 2005, Waterloo, Ontario, Canada, R. Boutaba, K. Almeroth, R. Puigjaner, S. Shen, J. Black (eds.), Networking 2005, LNCS, 3462, pp. 549-560, Springer-Verlag
(Acceptance ratio = 24%, ISI IF 2005 LNCS = 0.402)
* Mobility prediction's influence on QoS in wireless networks: a study on a call admission algorithm
J.-M. François and G. Leduc
Keywords : admission control, call blocking, mobility prediction
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Proc. of 3rd International Symposium on Modeling and Optimization in Mobile, Ad-hoc and Wireless Networks (WiOpt), 3-7 Apr. 2005, Trentino, Italy, Ravi R. Mazumdar, Ioannis Stavrakakis (eds.), pp. 238-247, IEEE press
(Acceptance ratio = 31 %)
* Enhancement of TCP over wired/wireless networks with packet loss classifiers inferred by supervised learning
I. El Khayat, P. Geurts and G. Leduc
Keywords : loss cause classification, machine learning, TCP, wireless links
Read the abstract
Download the PDF document
Technical Report, March 2004
* A Machine Learning Approach to Improve Congestion Control over Wireless Computer Networks
P. Geurts, I. El Khayat and G. Leduc
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Proc. of The Fourth IEEE International Conference on Data Mining (ICDM 2004), 1-4 Nov. 2004, Brighton, UK, R. Rastogi, K. Morik, M. Bramer et X. Wu (eds.), pp. 383-386, IEEE Press
* Learning movement patterns in mobile networks: a generic approach
J.-M. François, G. Leduc and S. Martin
Keywords : Hidden Markov Model, Mobility prediction
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Proc. of European Wireless 2004, 24-27 Feb. 2004, Barcelona, Spain, pp. 128-134
* Smoothing the TCP rate by learning the delay versus window size dependency
I. El Khayat and G. Leduc
Keywords : real-time streaming application, reinforcement learning, smoothing TCP rate, smoothness, TCP-Friendly
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Proc. of International Workshop on Multimedia Interactive Protocols and Systems, MIPS 2003, 18-21 Nov. 2003, Napoli, Italy, G. Ventre, R. Canonico (eds.), Interactive Multimedia on Next Generation Networks, LNCS, 2899, pp. 78-90, Springer-Verlag
(ISI IF 2002 LNCS = 0.515)
* Evaluation d'une méthode de prédiction des déplacements de terminaux dans les réseaux mobiles
J.-M. François, G. Leduc and S. Martin
Keywords : Hidden Markov Model, Mobility prediction
Mots-clés : Modèle de Markov caché, Prédiction de mobilité
Lisez le résumé
Download the PDF document or the compressed PostScript (gzip) document
Actes de Colloque Francophone sur l'Ingénierie des protocoles (CFIP'2003), 7-10 Oct. 2003, Paris, France, A. Cavalli, M. Riguidel, A. Serhrouchni (eds.), Ingénierie des protocoles - Réseaux mobiles et ad hoc, qualité de service, test et validation, ingénierie du trafic, pp. 189-202, Hermès Lavoisier

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