Ioan-Sorin Comsa

30 papers A* 1B 3C 2Journal 17Unranked 7

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Detection of Disengagement From Voluntary Quizzes: An Explainable Machine Learning Approach in Higher Distance Education. IEEE Trans. Learn. Technol. Behnam Parsaeifard, Christof Imhof, Tansu Pancar, Ioan-Sorin Comsa, Martin Hlosta, Nicole Bergamin, Per Bergamin
2025	C	`conf`	COACT: Collaborative Objective AI-Assisted Clinical Team Assessment in Emergency Medicine. BSN Ioan-Sorin Comsa, Ivan Moser, Tanja Birrenbach, Thomas C. Sauter, Per Bergamin
2025	J	`jnl`	Detection of Disengagement from Voluntary Quizzes: An Explainable Machine Learning Approach in Higher Distance Education. CoRR Behnam Parsaeifard, Christof Imhof, Tansu Pancar, Ioan-Sorin Comsa, Martin Hlosta, Nicole Bergamin, Per Bergamin
2025	—	`conf`	Dynamic Reinforcement Learning-Driven Digital Twin for Optimised Multimedia Traffic Management in B5G SDN Core Networks. BMSB Ahmed Al-Jawad, Mahnoor Yaqoob, Purav Shah, Huan Xuan Nguyen, Ramona Trestian, Ioan-Sorin Comsa
2025	—	`conf`	FAIR-Q: Fairness and Adaptive Intelligent Resource Management with QoS Optimization in Dynamic 6G Radio Access Networks. BMSB Ioan-Sorin Comsa, Per Bergamin, Gabriel-Miro Muntean, Purav Shah, Ramona Trestian
2025	—	`conf`	Learning to Mine: Integrating Channel Quality Patterns for Enhanced AI-Assisted Scheduling Decisions in 6G Multimedia Networks. BMSB Ioan-Sorin Comsa, Per Bergamin, Gabriel-Miro Muntean, Purav Shah, Ramona Trestian
2025	—	`conf`	Leveraging Digital Twin Technology for Traffic Optimization: A Pathway to Sustainable Urban Transportation. BMSB Zaman Basheer, Sharan Karthick, Pichhika Hari Chandana, Raja Vara Prasad Yerra, Hrishikesh Venkataraman, Purav Shah, Giacomo Nalli, Ramona Trestian, Ioan-Sorin Comsa
2025	J	`jnl`	SCAR: State-Space Compression for AI-Driven Resource Management in 6G-Enabled Vehicular Infotainment Systems. CoRR Ioan-Sorin Comsa, Purav Shah, Karthik Vaidhyanathan, Deepak Gangadharan, Christof Imhof, Per Bergamin, Aryan Kaushik, Gabriel-Miro Muntean, Ramona Trestian
2025	J	`jnl`	WIND: A Wireless Intelligent Network Digital Twin for Federated Learning and Multi-Layer Optimization. IEEE Commun. Stand. Mag. Sameer Kumar Singh, Ioan-Sorin Comsa, Ramona Trestian, Lal Verda Çakir, Rohit Singh, Aryan Kaushik, Berk Canberk, Purav Shah, Brijesh Kumbhani, Sam Darshi
2023	J	`jnl`	Improved Quality of Online Education Using Prioritized Multi-Agent Reinforcement Learning for Video Traffic Scheduling. IEEE Trans. Broadcast. Ioan-Sorin Comsa, Andreea Molnar, Irina Tal, Christof Imhof, Per Bergamin, Gabriel-Miro Muntean, Cristina Hava Muntean, Ramona Trestian
2023	J	`jnl`	Multisensory 360° Videos Under Varying Resolution Levels Enhance Presence. IEEE Trans. Vis. Comput. Graph. Alexandra Covaci, Estêvão B. Saleme, Gebremariam Mesfin, Ioan-Sorin Comsa, Ramona Trestian, Celso A. S. Santos, George Ghinea
2023	J	`jnl`	Prediction of Dilatory Behavior in eLearning: A Comparison of Multiple Machine Learning Models. IEEE Trans. Learn. Technol. Christof Imhof, Ioan-Sorin Comsa, Martin Hlosta, Behnam Parsaeifard, Ivan Moser, Per Bergamin
2022	—	`conf`	LearnSDN: Optimizing Routing Over Multimedia-based 5G-SDN using Machine Learning. COMM Ahmed Al-Jawad, Ioan-Sorin Comsa, Purav Shah, Ramona Trestian
2022	J	`jnl`	Prediction of Dilatory Behavior in eLearning: A Comparison of Multiple Machine Learning Models. CoRR Christof Imhof, Ioan-Sorin Comsa, Martin Hlosta, Behnam Parsaeifard, Ivan Moser, Per Bergamin
2022	C	`conf`	Work-in-Progress-Motion Tracking Data as a Proxy for Cognitive Load in Immersive Learning. iLRN Ivan Moser, Ioan-Sorin Comsa, Behnam Parsaeifard, Per Bergamin
2021	J	`jnl`	A Machine Learning Resource Allocation Solution to Improve Video Quality in Remote Education. IEEE Trans. Broadcast. Ioan-Sorin Comsa, Andreea Molnar, Irina Tal, Per Bergamin, Gabriel-Miro Muntean, Cristina Hava Muntean, Ramona Trestian
2021	J	`jnl`	An Innovative Machine-Learning-Based Scheduling Solution for Improving Live UHD Video Streaming Quality in Highly Dynamic Network Environments. IEEE Trans. Broadcast. Ioan-Sorin Comsa, Gabriel-Miro Muntean, Ramona Trestian
2021	J	`jnl`	An Innovative Reinforcement Learning-Based Framework for Quality of Service Provisioning Over Multimedia-Based SDN Environments. IEEE Trans. Broadcast. Ahmed Al-Jawad, Ioan-Sorin Comsa, Purav Shah, Orhan Gemikonakli, Ramona Trestian
2021	—	`conf`	REDO: A Reinforcement Learning-based Dynamic Routing Algorithm Selection Method for SDN. NFV-SDN Ahmed Al-Jawad, Ioan-Sorin Comsa, Purav Shah, Orhan Gemikonakli, Ramona Trestian
2021	J	`jnl`	The influence of human factors on 360 Int. J. Hum. Comput. Stud. Estêvão B. Saleme, Alexandra Covaci, Gebremariam Assres, Ioan-Sorin Comsa, Ramona Trestian, Celso A. S. Santos, Gheorghita Ghinea
2020	J	`jnl`	5MART: A 5G SMART Scheduling Framework for Optimizing QoS Through Reinforcement Learning. IEEE Trans. Netw. Serv. Manag. Ioan-Sorin Comsa, Ramona Trestian, Gabriel-Miro Muntean, Gheorghita Ghinea
2020	J	`jnl`	Do I Smell Coffee? The Tale of a 360° Mulsemedia Experience. IEEE Multim. Ioan-Sorin Comsa, Estêvão Bissoli Saleme, Alexandra Covaci, Gebremariam Mesfin Assres, Ramona Trestian, Celso A. S. Santos, Gheorghita Ghinea
2020	B	`conf`	Performance Evaluation of Routing Strategies over Multimedia-based SDNs under Realistic Environments. NetSoft Ahmed Al-Jawad, Purav Shah, Orhan Gemikonakli, Ioan-Sorin Comsa, Ramona Trestian
2019	A*	`conf`	360° Mulsemedia: A Way to Improve Subjective QoE in 360° Videos. ACM Multimedia Alexandra Covaci, Ramona Trestian, Estêvão Bissoli Saleme, Ioan-Sorin Comsa, Gebremariam Assres, Celso A. S. Santos, Gheorghita Ghinea
2019	J	`jnl`	A Comparison of Reinforcement Learning Algorithms in Fairness-Oriented OFDMA Schedulers. Inf. Ioan-Sorin Comsa, Sijing Zhang, Mehmet Aydin, Pierre Kuonen, Ramona Trestian, Gheorghita Ghinea
2019	—	`conf`	Enhancing User Fairness in OFDMA Radio Access Networks Through Machine Learning. Wireless Days Ioan-Sorin Comsa, Sijing Zhang, Mehmet Aydin, Pierre Kuonen, Ramona Trestian, Gheorghita Ghinea
2018	B	`conf`	360° Mulsemedia Experience over Next Generation Wireless Networks - A Reinforcement Learning Approach. QoMEX Ioan-Sorin Comsa, Ramona Trestian, Gheorghita Ghinea
2018	J	`jnl`	Seamless Multimedia Delivery Within a Heterogeneous Wireless Networks Environment: Are We There Yet? IEEE Commun. Surv. Tutorials Ramona Trestian, Ioan-Sorin Comsa, Mehmet Fatih Tüysüz
2018	J	`jnl`	Towards 5G: A Reinforcement Learning-Based Scheduling Solution for Data Traffic Management. IEEE Trans. Netw. Serv. Manag. Ioan-Sorin Comsa, Sijing Zhang, Mehmet Emin Aydin, Pierre Kuonen, Yao Lu, Ramona Trestian, Gheorghita Ghinea
2017	B	`conf`	QoS-Driven Scheduling in 5G Radio Access Networks - A Reinforcement Learning Approach. GLOBECOM Ioan-Sorin Comsa, Antonio De Domenico, Dimitri Ktenas