An Innovative Reinforcement Learning-Based Framework for Quality of Service Provisioning Over Multimedia-Based SDN Environments
Al-Jawad, Ahmed, Comsa, Ioan-Sorin, Shah, Purav, Gemikonakli, Orhan, Trestian, Ramona
Published in IEEE transactions on broadcasting (01.12.2021)
Published in IEEE transactions on broadcasting (01.12.2021)
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Journal Article
Towards 5G: A Reinforcement Learning-Based Scheduling Solution for Data Traffic Management
Comsa, Ioan-Sorin, Zhang, Sijing, Aydin, Mehmet Emin, Kuonen, Pierre, Lu, Yao, Trestian, Ramona, Ghinea, Gheorghita
Published in IEEE eTransactions on network and service management (01.12.2018)
Published in IEEE eTransactions on network and service management (01.12.2018)
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Journal Article
Multisensory 360° Videos Under Varying Resolution Levels Enhance Presence
Covaci, Alexandra, Saleme, Estevao B., Mesfin, Gebremariam, Comsa, Ioan-Sorin, Trestian, Ramona, Santos, Celso A. S., Ghinea, George
Published in IEEE transactions on visualization and computer graphics (01.04.2023)
Published in IEEE transactions on visualization and computer graphics (01.04.2023)
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Journal Article
Improved Quality of Online Education Using Prioritized Multi-Agent Reinforcement Learning for Video Traffic Scheduling
Comsa, Ioan-Sorin, Molnar, Andreea, Tal, Irina, Imhof, Christof, Bergamin, Per, Muntean, Gabriel-Miro, Muntean, Cristina Hava, Trestian, Ramona
Published in IEEE transactions on broadcasting (01.06.2023)
Published in IEEE transactions on broadcasting (01.06.2023)
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Journal Article
Adaptive data aggregation with probabilistic routing in wireless sensor networks
Lu, Yao, Comsa, Ioan-Sorin, Kuonen, Pierre, Hirsbrunner, Beat
Published in Wireless networks (01.11.2016)
Published in Wireless networks (01.11.2016)
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Journal Article
A Comparison of Reinforcement Learning Algorithms in Fairness-Oriented OFDMA Schedulers
Comșa, Ioan-Sorin, Zhang, Sijing, Aydin, Mehmet, Kuonen, Pierre, Trestian, Ramona, Ghinea, Gheorghiță
Published in Information (Basel) (01.10.2019)
Published in Information (Basel) (01.10.2019)
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Journal Article
LearnSDN: Optimizing Routing Over Multimedia-based 5G-SDN using Machine Learning
Al-Jawad, Ahmed, Comsa, Ioan-Sorin, Shah, Purav, Trestian, Ramona
Published in 2022 14th International Conference on Communications (COMM) (16.06.2022)
Published in 2022 14th International Conference on Communications (COMM) (16.06.2022)
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Conference Proceeding
REDO: A Reinforcement Learning-based Dynamic Routing Algorithm Selection Method for SDN
Al-Jawad, Ahmed, Comsa, Ioan-Sorin, Shah, Purav, Gemikonakli, Orhan, Trestian, Ramona
Published in 2021 IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) (09.11.2021)
Published in 2021 IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) (09.11.2021)
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Conference Proceeding
QoS-Driven Scheduling in 5G Radio Access Networks - A Reinforcement Learning Approach
Comsa, Ioan-Sorin, De-Domenico, Antonio, Ktenas, Dimitri
Published in GLOBECOM 2017 - 2017 IEEE Global Communications Conference (01.12.2017)
Published in GLOBECOM 2017 - 2017 IEEE Global Communications Conference (01.12.2017)
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Conference Proceeding
Performance Evaluation of Routing Strategies over Multimedia-based SDNs under Realistic Environments
Al-Jawad, Ahmed, Shah, Purav, Gemikonakli, Orhan, Comsa, Ioan-Sorin, Trestian, Ramona
Published in 2020 6th IEEE Conference on Network Softwarization (NetSoft) (01.06.2020)
Published in 2020 6th IEEE Conference on Network Softwarization (NetSoft) (01.06.2020)
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Conference Proceeding
Enhancing User Fairness in OFDMA Radio Access Networks Through Machine Learning
Comsa, Ioan-Sorin, Zhang, Sijing, Aydin, Mehmet, Kuonen, Pierre, Trestian, Ramona, Ghinea, Gheorghita
Published in 2019 Wireless Days (WD) (01.04.2019)
Published in 2019 Wireless Days (WD) (01.04.2019)
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Conference Proceeding
Scheduling policies based on dynamic throughput and fairness tradeoff control in LTE-A networks
Comsa, Ioan Sorin, Aydin, Mehmet, Sijing Zhang, Kuonen, Pierre, Wagen, Jean-Frederic, Yao Lu
Published in 39th Annual IEEE Conference on Local Computer Networks (01.09.2014)
Published in 39th Annual IEEE Conference on Local Computer Networks (01.09.2014)
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Conference Proceeding