| Autors: Kougioumtzidis, G. V., Poulkov, V. K., Zaharis, Z.D., Lazaridis, P.I. Title: A Survey on Multimedia Services QoE Assessment and Machine Learning-Based Prediction Keywords: Extended reality; machine learning; multimedia services; QoE Abstract: The groundbreaking evolution in mobile and wireless communication networks design in recent years, in combination with the advancement of mobile terminal equipment capabilities, has led in an exponential growth of mobile internet technologies, and arose an ever-growing demand for innovative multimedia services. The highly demanding in terms of network resources over-the-top media services, as well as the emergence of new and complex mobile multimedia services such as video gaming, ultra-high-definition video, and extended reality, requires the enhancement of end-users' perceived quality of experience (QoE). QoE has garnered much research interest in recent years, and has emerged as a key component in the evaluation of network services and operations. As a result, a QoE-aware network planning approach is getting increasingly favored, and novel design challenges, such as how to quantify and measure QoE, have arisen.. References Issue
Copyright IEEE |
Цитирания (Citation/s):
1. Om, K., Singh, R., Amandeep Kaur, S., Anureet Kaur, D., McGill, T., Dixon, M., Wong, K.W., Koutsakis, P., "Artificial intelligence – Based video traffic policing for next generation networks", Simulation Modelling Practice and Theory, vol. 121, 2022, DOI: 10.1016/j.simpat.2022.102650. - 2022 - в издания, индексирани в Scopus или Web of Science
2. Moinnereau, M.-A., Oliveira, A.A., Falk, T.H., "Instrumenting a virtual reality headset for at-home gamer experience monitoring and behavioural assessment", Frontiers in Virtual Reality, vol. 312, 2022, DOI: 10.3389/frvir.2022.971054. - 2022 - в издания, индексирани в Scopus или Web of Science
3. Nguyen, D., Ngoc, N.P., Thang, T.C., "QoE Models for Adaptive Streaming: A Comprehensive Evaluation", Future Internet, vol. 14, no. 5, 2022, DOI: 10.3390/fi14050151. - 2022 - в издания, индексирани в Scopus или Web of Science
4. Tan, K.H., Lim, H.S., Diong, K.S., "Modelling and Predicting Quality-of-Experience of Online Gaming Users in 5G Networks", International Journal of Technology, vol. 13, no. 5, pp. 1035-1044, 2022, DOI: 10.14716/ijtech.v13i5.5866. - 2022 - в издания, индексирани в Scopus или Web of Science
5. Kaczmarek, S., Wolff, M., "QoS Extensions for Flow-Awareness Networks", International Journal of Electronics and Telecommunications, vol. 68, no. 2, pp. 351-357, 2022, DOI: 10.24425-ijet.2022.139889/980. - 2022 - в издания, индексирани в Scopus или Web of Science
6. Huang, G., Ercetin, O., Gokcesu, H., Kalem, G., "Deep Learning-Based QoE Prediction for Streaming Services in Mobile Networks", International Conference on Wireless and Mobile Computing, Networking and Communications, vol. 2022-October, pp. 327-332, 2022, DOI: 10.1109/WiMob55322.2022.9941672. - 2022 - в издания, индексирани в Scopus или Web of Science
7. Mishra, N., Srivastava, S., Sharan, S.N., "DDPG with Transfer Learning and Meta Learning Framework for Resource Allocation in Underlay Cognitive Radio Network", Wireless Personal Communications, 2023, DOI: 10.1007/s11277-023-10307-5. - 2023 - в издания, индексирани в Scopus или Web of Science
8. Geuer, P., Palaios, A., Zhohov, R., "Cell- and Area-based ML Models: Unlocking High Precision Models for Radio Access Networks", IEEE Wireless Communications and Networking Conference, WCNC, vol. 2023-March, 2023, DOI: 10.1109/WCNC55385.2023.10118824. - 2023 - в издания, индексирани в Scopus или Web of Science
9. Kao, H.-W., Wu, E.H.-K., "QoE Sustainability on 5G and Beyond 5G Networks", IEEE Wireless Communications, vol. 30, no. 1, pp. 118-125, 2023, DOI: 10.1109/MWC.007.2200260. - 2023 - в издания, индексирани в Scopus или Web of Science
10. Blasco, R., Ferrante, G.C., Watermann, C., Palaios, A., "Predictive Quality of Service in Cellular Networks: Challenges, Framework, and Application in Vehicular Communications", IEEE Communications Magazine, vol. 61, no. 3, pp. 44-49, 2023, DOI: 10.1109/MCOM.004.2200180. - 2023 - в издания, индексирани в Scopus или Web of Science
11. Wang, H., Aguilar, A.P., Díaz Zayas, A., Madueño, G.C., Zhang, C., Hao, N., Yu, X., "A general QoE assessment framework for applications and services", Computer Networks, vol. 225, 2023, DOI: 10.1016/j.comnet.2023.109641. - 2023 - в издания, индексирани в Scopus или Web of Science
12. Tasaka, S., "Usefulness of QoS in Multidimensional QoE Prediction for Haptic-Audiovisual Communications", ACM Transactions on Multimedia Computing, Communications and Applications, vol. 20, no. 1, 2023, DOI: 10.1145/3613246. - 2023 - в издания, индексирани в Scopus или Web of Science
13. Nasralla, M.M., Khattak, S.B.A., Ur Rehman, I., Iqbal, M., "Exploring the Role of 6G Technology in Enhancing Quality of Experience for m-Health Multimedia Applications: A Comprehensive Survey †", Sensors, vol. 23, no. 13, 2023, DOI: 10.3390/s23135882. - 2023 - в издания, индексирани в Scopus или Web of Science
14. Nguyen, H.H.C., Grzonka, D., Khoa, B.T., Sagar, K.V.D., Abbasi, I.A., Mahaveerakannan, R., Alkhayyat, A., "New Trends in Over the Top Media Service (OTT) Web User Behaviour Analysis and Unethical User Prediction", Mobile Networks and Applications, 2023, DOI: 10.1007/s11036-023-02214-7. - 2023 - в издания, индексирани в Scopus или Web of Science
15. Huang, H.-S., Su, Y.-S., "A Practical Study of QoE on Cloud Gaming in 5G Networks", 2023 International Wireless Communications and Mobile Computing, IWCMC 2023, pp. 638-643, 2023, DOI: 10.1109/IWCMC58020.2023.10182439. - 2023 - в издания, индексирани в Scopus или Web of Science
16. Wehner, N., Seufert, A., Hossfeld, T., Seufert, M., "Explainable Data-Driven QoE Modelling with XAI", 2023 15th International Conference on Quality of Multimedia Experience, QoMEX 2023, pp. 7-12, 2023, DOI: 10.1109/QoMEX58391.2023.10178499. - 2023 - в издания, индексирани в Scopus или Web of Science
17. Weil, J., Alkhalili, Y., Tahir, A., Gruczyk, T., Meuser, T., Mu, M., Koeppl, H., Mauthe, A., "Modeling Quality of Experience for Compressed Point Cloud Sequences based on a Subjective Study", 2023 15th International Conference on Quality of Multimedia Experience, QoMEX 2023, pp. 135-140, 2023, DOI: 10.1109/QoMEX58391.2023.10178579. - 2023 - в издания, индексирани в Scopus или Web of Science
18. Carvalho, M., Soares, D., Macedo, D.F., "Transfer Learning-Based QoE Estimation for Different Cloud Gaming Contexts", 2023 IEEE 9th International Conference on Network Softwarization: Boosting Future Networks through Advanced Softwarization, NetSoft 2023 - Proceedings, pp. 71-79, 2023, DOI: 10.1109/NetSoft57336.2023.10175441. - 2023 - в издания, индексирани в Scopus или Web of Science
19. Pangarkar, S.C., Paigude, S., "Artificial intelligence based analysis of student's involvement in edtech industry", AIP Conference Proceedings, vol. 2930, no. 1, 2023, DOI: 10.1063/5.0175884. - 2023 - в издания, индексирани в Scopus или Web of Science
20. Carvalho, M., Macedo, D.F., "Container Scheduling in Co-Located Environments Using QoE Awareness", IEEE Transactions on Network and Service Management, vol. 20, no. 3, pp. 3247-3260, 2023, DOI: 10.1109/TNSM.2023.3244090. - 2023 - в издания, индексирани в Scopus или Web of Science
21. Prabhakaran, B., "Taking a 'Deep' Look at Multimedia Streaming", IEEE Multimedia, vol. 30, no. 3, pp. 5-7, 2023, DOI: 10.1109/MMUL.2023.3308401. - 2023 - в издания, индексирани в Scopus или Web of Science
22. Nguyen, M., Vats, S., Van Damme, S., Van Der Hooft, J., Vega, M.T., Wauters, T., De Turck, F., Timmerer, C., Hellwagner, H., "Characterization of the Quality of Experience and Immersion of Point Cloud Videos in Augmented Reality Through a Subjective Study", IEEE Access, vol. 11, pp. 128898-128910, 2023, DOI: 10.1109/ACCESS.2023.3326374. - 2023 - в издания, индексирани в Scopus или Web of Science
23. Khanna P.; Sehgal R.; Gupta A.; Dubey A.M.; Srivastava R., "Over-the-top (OTT) platforms: a review, synthesis and research directions", Marketing Intelligence and Planning, 2024, DOI: 10.1108/MIP-03-2023-0122. - 2024 - в издания, индексирани в Scopus или Web of Science
24. Carvalho M.; Soares D.; Macedo D.F., "A Human-in-the-Loop Based ML Framework to Estimate User's QoE on Cloud Gaming Using Active Learning", 2024 Joint European Conference on Networks and Communications and 6G Summit, EuCNC/6G Summit 2024, pp. 895-900, 2024, DOI: 10.1109/EuCNC/6GSummit60053.2024.10597003. - 2024 - в издания, индексирани в Scopus или Web of Science
25. Chmieliauskas D.; Paulikas S., "Real-Time Uplink Video Streaming over 4G and 5G: QoE and Network Metrics Dataset", Advances in Information, Electronic and Electrical Engineering - Proceedings of the 11th IEEE Workshop, AIEEE 2024, 2024, DOI: 10.1109/AIEEE62837.2024.10586711. - 2024 - в издания, индексирани в Scopus или Web of Science
26. Huang C.-J.; Cheng H.-W.; Lien Y.-H.; Jian M.-E., "A Survey on Video Streaming for Next-Generation Vehicular Networks", Electronics (Switzerland), vol. 13, no. 3, 2024, DOI: 10.3390/electronics13030649. - 2024 - в издания, индексирани в Scopus или Web of Science
27. Darwich M.; Khalil K.; Bayoumi M., "Smart Streaming: Deep Learning Applications in Video Streaming Optimization", Conference Proceedings - IEEE SOUTHEASTCON, pp. 22-27, 2024, DOI: 10.1109/SoutheastCon52093.2024.10500209. - 2024 - в издания, индексирани в Scopus или Web of Science
28. Oura J.; Wada A.; Ogawa M.; Yokoo K.; Kakuta J.; Ninomiya T., "QoE Estimation Method with Time-series Features Extracted from Packet Flows for Video Streaming", Proceedings - IEEE Consumer Communications and Networking Conference, CCNC, pp. 677-682, 2024, DOI: 10.1109/CCNC51664.2024.10454672. - 2024 - в издания, индексирани в Scopus или Web of Science
29. Arvind V.; Kumar A.; Kumar A.; Pal Y., "Decoding OTT: Uncovering Global Insights for Film Industry Advancement and Cultural Exchange", 2nd International Conference on Intelligent Data Communication Technologies and Internet of Things, IDCIoT 2024, pp. 1300-1309, 2024, DOI: 10.1109/IDCIoT59759.2024.10468048. - 2024 - в издания, индексирани в Scopus или Web of Science
30. Wang L.; Guo J.; Zhu J.; Jia X.; Gao H.; Tian Y., "Cross-Layer Wireless Resource Allocation Method Based on Environment-Awareness in High-Speed Mobile Networks", Electronics (Switzerland), vol. 13, no. 3, 2024, DOI: 10.3390/electronics13030499. - 2024 - в издания, индексирани в Scopus или Web of Science
31. Rust S.; Scheuermann B.; Zuber O.B., "Just a Drop: A Deadline-Based Approach to Minimize Delays in Video Streaming", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 15200 LNCS, pp. 140-153, 2024, DOI: 10.1007/978-3-031-71874-8_10. - 2024 - в издания, индексирани в Scopus или Web of Science
32. Zhang X.; Li L., "Assessing the quality of experience in wireless networks for multimedia applications: A comprehensive analysis utilizing deep learning-based techniques", Heliyon, vol. 10, no. 9, 2024, DOI: 10.1016/j.heliyon.2024.e30351. - 2024 - в издания, индексирани в Scopus или Web of Science
33. Horita T.; Yamamoto R.; Ohzahata S., "Preliminary Study of Data Augmentation for Video QoE Evaluation", 11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024, pp. 753-754, 2024, DOI: 10.1109/ICCE-Taiwan62264.2024.10674319. - 2024 - в издания, индексирани в Scopus или Web of Science
34. Moharana B.; Keighrey C.; Murray N., "Voices Unveiled: Quality of Experience in Collaborative VR via AssemblyAI and NASA-TLX Analysis", 2024 16th International Conference on Quality of Multimedia Experience, QoMEX 2024, pp. 15-21, 2024, DOI: 10.1109/QoMEX61742.2024.10598261. - 2024 - в издания, индексирани в Scopus или Web of Science
35. Wang L.; Wu X.; Delaney D.T., "QoE-Oriented Routing Mixing Application KPIs and Link Metrics Through Machine Learning", IEEE Access, vol. 12, pp. 101066-101080, 2024, DOI: 10.1109/ACCESS.2024.3390577. - 2024 - в издания, индексирани в Scopus или Web of Science
36. Mujawar M.; Manikandan S.; Kalbande M.; Aggarwal P.K.; Krishnaiah N.; Genc Y., "Optimizing connectivity: a novel AI approach to assess transmission levels in optical networks", Journal of Supercomputing, vol. 80, no. 18, pp. 26568-26588, 2024, DOI: 10.1007/s11227-024-06410-4. - 2024 - в издания, индексирани в Scopus или Web of Science
37. Mishra N.; Srivastava S.; Sharan S.N., "Underlay Cognitive Radio Resource Management with Hybrid Meta-Loss Learning", Iranian Journal of Science and Technology - Transactions of Electrical Engineering, vol. 48, no. 3, pp. 1435-1451, 2024, DOI: 10.1007/s40998-024-00733-x. - 2024 - в издания, индексирани в Scopus или Web of Science
38. Sakakibara K.; Ohzahata S.; Yamamoto R., "Deep Learning-Based No-Reference Video Streaming QoE Estimation Using WebRTC Statistics", 6th International Conference on Artificial Intelligence in Information and Communication, ICAIIC 2024, pp. 365-370, 2024, DOI: 10.1109/ICAIIC60209.2024.10463278. - 2024 - в издания, индексирани в Scopus или Web of Science
39. Schleicher J.; Wehner N.; Hoßfeld T.; Seufert M., "(Not) the Sum of Its Parts: Relating Individual Video and Browsing Stimuli to Web Session QoE", 2024 16th International Conference on Quality of Multimedia Experience, QoMEX 2024, pp. 104-110, 2024, DOI: 10.1109/QoMEX61742.2024.10598239. - 2024 - в издания, индексирани в Scopus или Web of Science
40. Ge Y.; Li H.; Shi K., "A self-attention sequential model for long-term prediction of video streams", Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, vol. 51, no. 3, pp. 88-102, 2024, DOI: 10.19665/j.issn1001-2400.20240202. - 2024 - в издания, индексирани в Scopus или Web of Science
41. Omar M.H.H.; Justin P K.; Windmi Jonathan M K.; Stanislas David Wendkouni T.; Oumarou Pr S., "Using QoE Metric as a Decision Criterion in Multimedia Heterogeneous Network Optimization: Challenges and Research Perspectives", Journal of Computer Networks and Communications, vol. 2024, 2024, DOI: 10.1155/2024/7864757. - 2024 - в издания, индексирани в Scopus или Web of Science
42. Ajeyprasaath K.B.; Vetrivelan P., "A Hybrid Machine Learning Approach for Improvised QoE in Video Services over 5G Wireless Networks", Computers, Materials and Continua, vol. 78, no. 3, pp. 3195-3213, 2024, DOI: 10.32604/cmc.2023.046911. - 2024 - в издания, индексирани в Scopus или Web of Science
43. Cristobo L.; Ibarrola E.; Casado-O’Mara I.; Zabala L., "Global Quality of Service (QoX) Management for Wireless Networks", Electronics (Switzerland), vol. 13, no. 16, 2024, DOI: 10.3390/electronics13163113. - 2024 - в издания, индексирани в Scopus или Web of Science
Вид: статия в списание, публикация в издание с импакт фактор, публикация в реферирано издание, индексирана в Scopus и Web of Science
