Cengis Hasan

Machine Learning Scientist

Luxembourg

Research Expertise

Game theory
Machine Learning
Optimization methods
Multiagent Systems
Wireless Networking
Hardware and Architecture
Computer Networks and Communications
Artificial Intelligence

About

I am a researcher and engineer with 15+ years experience having strong background in machine learning, optimization, game theory, wireless networks, and multiagent systems. <br> My overall agenda is to develop core algorithmic solutions and analysis for important problems. I am interested to work that has great impact, to both theoreticians and practitioners. I also believe that theory cannot stand alone, and that it must have relevance to real situations. In my future work, I hope to deal with challenging new problems, apply my work to interesting problems, and build up new interdisciplinary collaborations.

Publications

On LTE-WiFi coexistence and inter-operator spectrum sharing in unlicensed bands

Proceedings of the 17th ACM International Symposium on Mobile Ad Hoc Networking and Computing / Jul 05, 2016

Hasan, C., Marina, M. K., & Challita, U. (2016, July 5). On LTE-WiFi coexistence and inter-operator spectrum sharing in unlicensed bands: altruism, cooperation and fairness. Proceedings of the 17th ACM International Symposium on Mobile Ad Hoc Networking and Computing. https://doi.org/10.1145/2942358.2942382

Energy-Efficient Orchestration of Metro-Scale 5G Radio Access Networks

IEEE INFOCOM 2021 - IEEE Conference on Computer Communications / May 10, 2021

Singh, R., Hasan, C., Foukas, X., Fiore, M., Marina, M. K., & Wang, Y. (2021, May 10). Energy-Efficient Orchestration of Metro-Scale 5G Radio Access Networks. IEEE INFOCOM 2021 - IEEE Conference on Computer Communications. https://doi.org/10.1109/infocom42981.2021.9488786

Stochastic Geometric Models for Green Networking

IEEE Access / Jan 01, 2015

Altman, E., Hasan, C., Hanawal, M. K., Shamai Shitz, S., Gorce, J.-M., El-Azouzi, R., & Roullet, L. (2015). Stochastic Geometric Models for Green Networking. IEEE Access, 3, 2465–2474. https://doi.org/10.1109/access.2015.2503322

Partner selection for decode-and-forward cooperative relaying: A matching theoretic approach

2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC) / Sep 01, 2013

Hasan, C., Altman, E., & Gorce, J.-M. (2013, September). Partner selection for decode-and-forward cooperative relaying: A matching theoretic approach. 2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC). https://doi.org/10.1109/pimrc.2013.6666523

Cloud removal from satellite imagery using multispectral edge-filtered conditional generative adversarial networks

International Journal of Remote Sensing / Mar 04, 2022

Hasan, C., Horne, R., Mauw, S., & Mizera, A. (2022). Cloud removal from satellite imagery using multispectral edge-filtered conditional generative adversarial networks. International Journal of Remote Sensing, 43(5), 1881–1893. https://doi.org/10.1080/01431161.2022.2048915

An Incremental Relaying Approach for Superposition Modulated Cooperative Transmission

2009 IEEE Wireless Communications and Networking Conference / Apr 01, 2009

Hasan, C., & Aygolu, U. (2009, April). An Incremental Relaying Approach for Superposition Modulated Cooperative Transmission. 2009 IEEE Wireless Communications and Networking Conference. https://doi.org/10.1109/wcnc.2009.4917586

The coalitional switch-off game of service providers

2013 IEEE 9th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) / Oct 01, 2013

Hasan, C., Altman, E., & Gorce, J.-M. (2013, October). The coalitional switch-off game of service providers. 2013 IEEE 9th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob). https://doi.org/10.1109/wimob.2013.6673365

A coalition game approach to the association problem of mobiles in broadcast transmission

2011 International Symposium of Modeling and Optimization of Mobile, Ad Hoc, and Wireless Networks / May 01, 2011

Hasan, C., Altman, E., & Gorce, J.-M. (2011, May). A coalition game approach to the association problem of mobiles in broadcast transmission. 2011 International Symposium of Modeling and Optimization of Mobile, Ad Hoc, and Wireless Networks. https://doi.org/10.1109/wiopt.2011.5930021

Communication-Free Inter-Operator Interference Management in Shared Spectrum Small Cell Networks

IEEE Transactions on Cognitive Communications and Networking / Sep 01, 2019

Hasan, C., & Marina, M. K. (2019). Communication-Free Inter-Operator Interference Management in Shared Spectrum Small Cell Networks. IEEE Transactions on Cognitive Communications and Networking, 5(3), 661–677. https://doi.org/10.1109/tccn.2019.2925348

Communication-Free Inter-Operator Interference Management in Shared Spectrum Small Cell Networks

2018 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN) / Oct 01, 2018

Hasan, C., & Marina, M. K. (2018, October). Communication-Free Inter-Operator Interference Management in Shared Spectrum Small Cell Networks. 2018 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN). https://doi.org/10.1109/dyspan.2018.8610469

Deadline-Aware Energy Management in Data Centers

2016 IEEE International Conference on Cloud Computing Technology and Science (CloudCom) / Dec 01, 2016

Hasan, C., & Haas, Z. J. (2016, December). Deadline-Aware Energy Management in Data Centers. 2016 IEEE International Conference on Cloud Computing Technology and Science (CloudCom). https://doi.org/10.1109/cloudcom.2016.0027

Decoupled Uplink/Downlink User Association in HetNets

Proceedings of the 12th ACM Symposium on QoS and Security for Wireless and Mobile Networks / Nov 13, 2016

Kassem, M., Hasan, C., & Marina, M. (2016, November 13). Decoupled Uplink/Downlink User Association in HetNets: A Matching with Contracts Approach. Proceedings of the 12th ACM Symposium on QoS and Security for Wireless and Mobile Networks. https://doi.org/10.1145/2988272.3001838

Resource allocation optimization in heterogeneous wireless networks

Small Cell Networks / May 02, 2013

Tan, C. W. (2013). Resource allocation optimization in heterogeneous wireless networks. In Small Cell Networks (pp. 280–310). Cambridge University Press. https://doi.org/10.1017/cbo9781139061421.014

Continual Model-Based Reinforcement Learning for Data Efficient Wireless Network Optimisation

Lecture Notes in Computer Science / Jan 01, 2023

Hasan, C., Agapitos, A., Lynch, D., Castagna, A., Cruciata, G., Wang, H., & Milenovic, A. (2023). Continual Model-Based Reinforcement Learning for Data Efficient Wireless Network Optimisation. In Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo Track (pp. 295–311). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-43427-3_18

Energy-Efficient User Association in Broadcast Transmission

Static & Dynamic Game Theory: Foundations & Applications / Jan 01, 2017

Hasan, C., & Marina, M. K. (2017). Energy-Efficient User Association in Broadcast Transmission. In Network Games, Control, and Optimization (pp. 135–145). Springer International Publishing. https://doi.org/10.1007/978-3-319-51034-7_13

Coalition formation games for superposition modulated cooperative transmission in multiuser wireless networks

2012 20th Signal Processing and Communications Applications Conference (SIU) / Apr 01, 2012

Hasan, C., Altman, E., Gorce, J.-M., & Aygolu, U. (2012, April). Coalition formation games for superposition modulated cooperative transmission in multiuser wireless networks. 2012 20th Signal Processing and Communications Applications Conference (SIU). https://doi.org/10.1109/siu.2012.6204474

Education

Ph.D., Computer Science / August, 2013

Istanbul Technical University

MSc, Computer Science and Networking / 2009

Istanbul
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