Ioan-Sorin Comsa

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