An ANFIS model of quality of experience prediction in education

Applied Soft Computing Journal

Volumn 34, Issue , 2015, Pages 129-138

  Vasileva Stojanovska, Tatjana ^a   Vasileva, Marina ^a   Malinovski, Toni ^a   Trajkovik, Vladimir ^a  

^a SS CYRIL AND METHODIUS UNIVERSITY   (Macedonia)

Author keywords

ANFIS; Learning style; Quality of Experience

Indexed keywords

COMPUTER AIDED INSTRUCTION; EDUCATION; EDUCATION COMPUTING; FUZZY INFERENCE; JITTER; STUDENTS; TEACHING;

ANFIS; BLENDED LEARNING ENVIRONMENTS; GAME-BASED LEARNING; LEARNING STYLE; MEASURABLE PARAMETERS; PERSONALITY TRAITS; QUALITY OF EXPERIENCE (QOE); REPUBLIC OF MACEDONIA;

QUALITY OF SERVICE;

EID: 84929624428     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2015.04.047     Document Type: Article

References (42)

1. Ž. Bele-Potočnik, D. Hadžiselimović, and M. Tušak HANES-Skala neuriticizma i ekstroverzije za decu i omladinu-Priručnik 1977 Zavod za produktivnost dela Ljubljana
2. V.V. Busato, F.J. Prins, J.J. Elshout, and C. Hamaker Intellectual ability, learning style, personality, achievement motivation and academic success of psychology students in higher education Personal. Individ. Differ. 29 6 2000 1057 1068
3. P. Calyam, M. Haffner, E. Ekici, and C.G. Lee Measuring Interaction QoE in Internet Videoconferencing in Real-Time Mobile Multimedia Services 2007 Springer Berlin, Heidelberg 14 25
4. T. Chamorro-Premuzic, and A. Furnham Personality traits and academic examination performance Eur. J. Personal. 17 3 2003 237 250
5. T. Chamorro-Premuzic, and A. Furnham Personality, intelligence and approaches to learning as predictors of academic performance Personal. Individ. Differ. 44 7 2008 1596 1603
6. H.P. Chow Exploring the predictors of educational experience and academic performance among university students in Regina Alberta J. Educ. Res. 49 1 2003 101 105
7. A. Duff, E. Boyle, K. Dunleavy, and J. Ferguson The relationship between personality, approach to learning and academic performance Personal. Individ. Differ. 36 8 2004 1907 1920
8. S. Egger, M. Ries, and P. Reichl Quality-of-experience beyond MOS: experiences with a holistic user test methodology for interactive video services Proc. of 21st ITC Specialist Seminar Miyazaki, Japan 2010 March
9. S.B. Eom, and J.B. Arbaugh Student Satisfaction and Learning Outcomes in e-Learning: An Introduction to Empirical Research 2011 Information Science Reference
10. H.J. Eysenck Dimensions of Personality 1947 Transaction Books
11. N. Fleming Teaching and Learning Styles - VARK Strategies 2006 Microfilm, Ltd. Christchurch, New Zealand 2006
12. A. Furnham, C.J. Jackson, and T. Miller Personality, learning style and work performance Personal. Individ. Differ. 27 6 1999 1113 1122
13. E. Giles, S. Pitre, and S. Womack Multiple intelligences and learning styles M. Orey, Emerging Perspectives on Learning, Teaching and Technology 2003
14. E. Gurpinar, M.K. Alimoglu, S. Mamakli, and M. Aktekin Can learning style predict student satisfaction with different instruction methods and academic achievement in medical education? Adv. Physiol. Educ. 34 4 2010 192 196
15. C. Hatting End-to-End QoS Network Design 2005 Cisco Press
16. International Telecommunication Union ITU-T IPTV Focus Group Proceedings 2008
17. A.F. Grasha Teaching With Style: A Practical Guide to Enhancing Learning by Understanding Teaching and Learning Styles 1996 Alliance Publishers
18. P.A. Havice, K.W. Foxx, T.T. Davis, and W.L. Havice The impact of rich media presentations on a distributed learning environment Q. Rev. Distance Educ. 11 1 2010 53
19. J.S.R.C. Jang, and T. Sun Neuro-fuzzy modeling and control Proceedings of the IEEE Issue Date: March 1995 1995 378 406
20. J.S. Jang Input selection for ANFIS learning Proceedings of the Fifth IEEE International Conference on Fuzzy Systems, FUZZ-IEEE'96 (vol. 2) 1996 September 1493 1499
21. A. Khan, L. Sun, and E. Ifeachor An ANFIS-based hybrid video quality prediction model for video streaming over wireless networks Proc. of 2nd IEEE Conference and Exhibition on Next Generation Mobile Application, Services and Technologies 2008
22. A. Khan, L. Sun, E. Jammeh, and E. Ifeachor Content classification-based and QoE-driven video send bitrate adaptation scheme Mobimedia '09 Proceedings of the 5th International ICST Mobile Multimedia Communications Conference ICST (Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering) 2009 ICST Brussels, Belgium
23. A. Khan, L. Sun, J.-O. Fajardoi, F. Liberal, and E. Ifeachor An ANFIS-based hybrid quality prediction model for H.264 video over UMTS networks Proc of IEEE CQR 8-10 June 2010, Vancouver, Canada 2010
24. J. Klaue, B. Rathke, and A. Wolisz EvalVid - a framework for video transmission and quality evaluation Proc. of the 13th International Conference on Modelling Techniques and Tools for Computer Performance Evaluation 2003
25. F. Kuipers, R. Kooij, D. De Vleeschauwer, and K. Brunnström Techniques for measuring quality of experience, in wired/wireless Internet communications Lecture Notes Comput. Sci. 6074 2010 216 227
26. R. Likert A technique for the measurement of attitudes Archives of Psychology 1931 Columbia University Press New York
27. Y. Liu, and D. Ginther Cognitive styles and distance education Online J. Distance Learn. Adm. 2 3 1999
28. S.H. Liu, H.L. Liao, and J.A. Pratt Impact of media richness and flow on e-learning technology acceptance Comput. Educ. 52 3 2009 599 607
29. T. Malinovski, M. Vasileva, and V. Trajkovik Integrating Computer Games in Primary Education for Increased Students' QoE ICT Innovations 2013 2014 Springer International Publishing 35 44
30. L.G. Martínez, A. Rodríguez-Díaz, G. Licea, and J.R. Castro Big five patterns for software engineering roles using an ANFIS learning approach with RAMSET Advances in Soft Computing 2010 Springer Berlin, Heidelberg 428 439
31. K. Mintauckis Empirical Studies of Quality of Experience (QoE): A Systematic Literature Survey 2010
32. S.T. Mustafa, and D. Chiang Dimensions of quality in higher education: how academic performance affects university students' teacher evaluations J. Am. Acad. Bus. 8 1 2006 294 303
33. A.S. Patrick, J. Singer, B. Corrie, S. Noel, K. El Khatib, B. Emond, and S. Marsh A QoE sensitive architecture for advanced collaborative environments Quality of Service in Heterogeneous Wired/Wireless Networks, 2004. QSHINE 2004 First International Conference on IEEE 2004 October 319 322
34. O. Samdal, B. Wold, and M. Bronis Relationship between students' perceptions of school environment, their satisfaction with school and perceived academic achievement: an international study School Eff. School Improv. 10 3 1999 296 320
35. M. Siller, and J. Woods Improving quality of experience for multimedia services by QoS arbitration on a QoE framework Proc. of the 13th Packed Video Workshop 2003 2003 April
36. P.-C. Sun, R.J. Tsai, G. Finger, Y.-Y. Chen, and D. Yeh What drives a successful e-learning? An empirical investigation of the critical factors influencing learner satisfaction, J. Comput. Educ. 50 May (4) 2008 1183 1202 2008
37. S. Trapmann, B. Hell, J.O.W. Hirn, and H. Schuler Meta-analysis of the relationship between the big five and academic success at university Z. Psychol. J. Psychol. 215 2 2007 132 151
38. T. Vasileva-Stojanovska, and V. Trajkovik Modeling a Quality of Experience aware distance educational system ICT Innovations 2013 2014 Springer International Publishing 45 55
39. M. Venkataraman, M. Chatterjee, and S. Chattopadhyay Evaluating quality of experience for streaming video in real time Global Telecommunications Conference, 2009. GLOBECOM 2009 IEEE 2009 November IEEE 1 6
40. W. Wu, A. Arefin, R. Rivas, K. Nahrstedt, R. Sheppard, and Z. Yang Quality of experience in distributed interactive multimedia environments: toward a theoretical framework Proceedings of the 17th ACM International Conference on Multimedia 2009 October ACM 481 490
41. P.A. Havice, T.T. Davis, K.W. Foxx, and W.L. Havice The impact of rich media presentations on a distributed learning environment Q. Rev. Distance Educ. 11 1 2010 53 58
42. P.T. Costa, and R.R. McCrae The revised neo personality inventory (neo-pi-r) SAGE Handbook of Personality Theory and Assessment vol. 2 2008 179 198