Recent Publications in Data Mining

Zeydan, E., E. Baştuğ, M. Bennis, and M. Debbah, "A Proactive and Big data-enabled Caching Analysis Perspective", Wireless Edge Caching: Modelling, Analysis, and Optimization: Cambridge University Press, Submitted.
Zappone, A., M. Di Renzo, and M. Debbah, "Wireless Networks Design in the Era of Deep Learning: Model-Based, AI-Based, or Both?", IEEE Transactions on Communications, Submitted.
Baştuğ, E., M. Bennis, M. Médard, and M. Debbah, "The Benefits of Caching and Computing for Wireless Virtual Reality", 2017 IEEE Communication Theory Workshop, Natadola, Fiji, 06/2017.
Baştuğ, E., M. Bennis, M. Médard, and M. Debbah, "Towards Interconnected Virtual Reality: Opportunities, Challenges and Enablers", IEEE Communications Magazine, vol. 55, issue 6, pp. 110 - 117, 06/2017.
Baştuğ, E., M. Bennis, and M. Debbah, "Proactive Caching in 5G Small Cell Networks", Towards 5G: Applications, Requirements and Candidate Technologies: Wiley, 2015, 2016.
Zeydan, E., E. Baştuğ, M. Bennis, M. Abdel Kader, A. Karatepe, A. Salih Er, and M. Debbah, "Big Data Caching for Networking: Moving from Cloud to Edge", IEEE Communications Magazine, vol. 54, issue 9, pp. 36 - 42, 09/2016.
Paschos, G., E. Baştuğ, I. Land, G. Caire, and M. Debbah, "Wireless Caching: Technical Misconceptions and Business Barriers", IEEE Communications Magazine, vol. 54, no. 8, pp. 16-22, 2016.
Ali, H. Tiomoko, and R. Couillet, "Random matrix improved community detection in heterogeneous networks", ASILOMAR 2016, 2016.
Baştuğ, E., M. Bennis, and M. Debbah, "A Transfer Learning Approach for Cache-Enabled Wireless Networks", International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt'15), Mumbai, India, 2015.
Morales-Jimenez, D.., R. Couillet, and M. McKay, "Large dimensional analysis of Maronna’s M-estimator with outliers", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP'15), Brisbane, Australia, 2015.
Baştuğ, E., M. Bennis, E. Zeydan, M. Abdel Kader, A. Karatepe, A. Salih Er, and M. Debbah, "Big Data Meets Telcos: A Proactive Caching Perspective", IEEE/KICS Journal of Communications and Networks, Special Issue on Big Data Networking-Challenges and Applications, vol. 17, no. 6, pp. 549-557, 12/2015.
Kader, M. Abdel, E. Baştuğ, M. Bennis, E. Zeydan, A. Karatepe, A. Salih Er, and M. Debbah, "Leveraging Big Data Analytics for Cache-Enabled Wireless Networks", IEEE Global Communications Conference (GLOBECOM) Workshop, San Diego, CA, USA, 2015.
Baştuğ, E., "Distributed Caching Methods in Small Cell Networks", CentraleSupélec, Université Paris-Saclay, vol. PhD, pp. 170, 12/2015.
Bianchi, P., W. Hachem, and F. Iutzeler, "A Stochastic Coordinate Descent Primal-Dual Algorithm And Applications", IEEE International Workshop on Machine Learning for Signal Processing (MLSP) , 2014.
Baştuğ, E., M. Bennis, and M. Debbah, "Anticipatory Caching in Small Cell Networks: A Transfer Learning Approach", 1st KuVS Workshop on Anticipatory Networks, Stuttgart, Germany, 09/2014.
katz, G., P. Piantanida, R. Couillet, and M. Debbah, "Joint Estimation and Detection Against Independence", Fifty-second Allerton Conference on Communication, Control, and Computing, Allerton, IL, USA, 2014, 2014.
Couillet, R., and M. McKay, "Large Dimensional Analysis and Optimization of Robust Shrinkage Covariance Matrix Estimators", Journal of Multivariate Analysis, vol. 131, pp. 99-120, 2014.
Chitour, Y., R. Couillet, and F. Pascal, "On the convergence of Maronna's M-estimators of scatter", IEEE Signal Processing Letters, vol. 22, issue 6, pp. 709-712, 2014.
Yang, L., R. Couillet, and M. McKay, "Minimum variance portfolio optimization with robust shrinkage covariance estimation", Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, 2014.
Baştuğ, E., M. Bennis, and M. Debbah, "Living on the Edge: The role of Proactive Caching in 5G Wireless Networks", IEEE Communications Magazine, vol. 52, no. 8, pp. 82 - 89, 2014.