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Erschienen in: Universal Access in the Information Society 4/2021

14.08.2020 | Review Paper

Individual differences and personalized learning: a review and appraisal

verfasst von: Sherry Y. Chen, Jen-Han Wang

Erschienen in: Universal Access in the Information Society | Ausgabe 4/2021

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Abstract

Personalized learning allows students to pursue individual learning goals at their own pace. Such a benefit is achieved by understanding each individual’s needs. Hence, it is important to implement personalized learning to accommodate students’ individual differences. Due to such importance, research into this issue has increased over the past decade. Accordingly, this paper presents a state-of-the art review of the current research that investigates relationships between individual differences and personalized learning. The main results from past research include that: (1) learning style is a major individual difference considered in works on personalized learning; (2) current works shift to address multiple individual differences, instead of a single difference; (3) learner models are widely applied to deal with multiple individual differences in the development of personalized learning; (4) learning styles, prior knowledge, preferences and ability levels are frequently considered together, and (5) it is a current trend to consider emotion recognition in the context of personalized learning. In addition to reviewing existing empirical studies, this paper also does an appraisal to identify directions for future research.

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Literatur
1.
Zurück zum Zitat Akputu, O.K., Seng, K.P., Lee, Y., Ang, L.M.: Emotion recognition using multiple kernel learning toward E-learning applications. ACM Trans. Multimed. Comput. Commun. Appl. (TOMM) 14(1), 15 (2018) Akputu, O.K., Seng, K.P., Lee, Y., Ang, L.M.: Emotion recognition using multiple kernel learning toward E-learning applications. ACM Trans. Multimed. Comput. Commun. Appl. (TOMM) 14(1), 15 (2018)
2.
Zurück zum Zitat Aleahmad, T., Aleven, V., Kraut, R.: Creating a corpus of targeted learning resources with a web-based open authoring tool. IEEE Trans. Learn. Technol. 2(1), 3–9 (2009)CrossRef Aleahmad, T., Aleven, V., Kraut, R.: Creating a corpus of targeted learning resources with a web-based open authoring tool. IEEE Trans. Learn. Technol. 2(1), 3–9 (2009)CrossRef
3.
Zurück zum Zitat Allen, L.K.: Who Do You Think I Am? Modeling Individual Differences for More Adaptive and Effective Instruction. International Educational Data Mining Society, Uruguay (2015) Allen, L.K.: Who Do You Think I Am? Modeling Individual Differences for More Adaptive and Effective Instruction. International Educational Data Mining Society, Uruguay (2015)
4.
Zurück zum Zitat Allioui, Y.E.: Advanced prediction of learner’s profile based on Felder–Silverman learning styles using web usage mining approach and fuzzy c-means algorithm. Int. J. Comput. Aided Eng. Technol. 11(4–5), 495–512 (2019)CrossRef Allioui, Y.E.: Advanced prediction of learner’s profile based on Felder–Silverman learning styles using web usage mining approach and fuzzy c-means algorithm. Int. J. Comput. Aided Eng. Technol. 11(4–5), 495–512 (2019)CrossRef
5.
Zurück zum Zitat Anitha, D., Deisy, C.: Proposing a novel approach for classification and sequencing of learning objects in E-learning systems based on learning style. J. Intell. Fuzzy Syst. 29(2), 539–552 (2015)CrossRef Anitha, D., Deisy, C.: Proposing a novel approach for classification and sequencing of learning objects in E-learning systems based on learning style. J. Intell. Fuzzy Syst. 29(2), 539–552 (2015)CrossRef
6.
Zurück zum Zitat Ayvaz, U., Gürüler, H., Devrim, M.O.: Use of facial emotion recognition in e-learning systems. Inf. Technol. Learn. Tools 60(4), 95–104 (2017) Ayvaz, U., Gürüler, H., Devrim, M.O.: Use of facial emotion recognition in e-learning systems. Inf. Technol. Learn. Tools 60(4), 95–104 (2017)
7.
Zurück zum Zitat Baker, R.: Using learning analytics in personalized learning. In: Murphy, M., Redding, S., Twyman, J.S. (eds.) Handbook on Personalized Learning for States, Districts, and Schools, pp. 165–174. Temple University, Center on Innovations in Learning, Philadelphia, PA (2016) Baker, R.: Using learning analytics in personalized learning. In: Murphy, M., Redding, S., Twyman, J.S. (eds.) Handbook on Personalized Learning for States, Districts, and Schools, pp. 165–174. Temple University, Center on Innovations in Learning, Philadelphia, PA (2016)
8.
Zurück zum Zitat Barria-Pineda, J., Guerra-Hollstein, J., Brusilovsky, P.: A fine-grained open learner model for an introductory programming course. In: Proceedings of the 26th Conference on User Modeling, Adaptation and Personalization, pp. 53–61. ACM (2018) Barria-Pineda, J., Guerra-Hollstein, J., Brusilovsky, P.: A fine-grained open learner model for an introductory programming course. In: Proceedings of the 26th Conference on User Modeling, Adaptation and Personalization, pp. 53–61. ACM (2018)
9.
Zurück zum Zitat Behaz, A., Djoudi, M.: Ontological representation models for adaptive hypermedia construction. Int. Rev. Comput. Softw. 6(2), 199–205 (2011) Behaz, A., Djoudi, M.: Ontological representation models for adaptive hypermedia construction. Int. Rev. Comput. Softw. 6(2), 199–205 (2011)
10.
Zurück zum Zitat Benhamdi, S., Babouri, A., Chiky, R.: Personalized recommender system for e-learning environment. Educ. Inf. Technol. 22(4), 1455–1477 (2017)CrossRef Benhamdi, S., Babouri, A., Chiky, R.: Personalized recommender system for e-learning environment. Educ. Inf. Technol. 22(4), 1455–1477 (2017)CrossRef
11.
Zurück zum Zitat Benigno, V., Capuano, N., Mangione, G.R.: A web-based knowledge hub for special and inclusive education. Int. J. Emerg. Technol. Learn. 10(7), 5–13 (2015)CrossRef Benigno, V., Capuano, N., Mangione, G.R.: A web-based knowledge hub for special and inclusive education. Int. J. Emerg. Technol. Learn. 10(7), 5–13 (2015)CrossRef
12.
Zurück zum Zitat Bhalli, M.A., Khan, I.A., Sattar, A.: Learning style of medical students and its correlation with preferred teaching methodologies and academic achievement. J. Ayub Med. Coll. Abbottabad 27(4), 837–842 (2016) Bhalli, M.A., Khan, I.A., Sattar, A.: Learning style of medical students and its correlation with preferred teaching methodologies and academic achievement. J. Ayub Med. Coll. Abbottabad 27(4), 837–842 (2016)
13.
Zurück zum Zitat Bourges-Waldegg, P., Moreno, L., Rojano, T.: The role of usability on the implementation and evaluation of educational technology. In: Proceedings of the 33rd Annual Hawaii International Conference on System Sciences, 2000, p. 7. IEEE (2000) Bourges-Waldegg, P., Moreno, L., Rojano, T.: The role of usability on the implementation and evaluation of educational technology. In: Proceedings of the 33rd Annual Hawaii International Conference on System Sciences, 2000, p. 7. IEEE (2000)
14.
Zurück zum Zitat Bourkoukou, O., El Bachari, E.: E-learning personalization based on collaborative filtering and learner’s preference. J. Eng. Sci. Technol. 11(11), 1565–1581 (2016) Bourkoukou, O., El Bachari, E.: E-learning personalization based on collaborative filtering and learner’s preference. J. Eng. Sci. Technol. 11(11), 1565–1581 (2016)
15.
Zurück zum Zitat Brom, C., Hannemann, T., Stárková, T., Bromová, E., Děchtěrenko, F.: The role of cultural background in the personalization principle: five experiments with Czech learners. Comput. Educ. 112, 37–68 (2017)CrossRef Brom, C., Hannemann, T., Stárková, T., Bromová, E., Děchtěrenko, F.: The role of cultural background in the personalization principle: five experiments with Czech learners. Comput. Educ. 112, 37–68 (2017)CrossRef
16.
Zurück zum Zitat Brown, E.J., Brailsford, T.J., Fisher, T., Moore, A.: Evaluating learning style personalization in adaptive systems: quantitative methods and approaches. IEEE Trans. Learn. Technol. 2(1), 10–22 (2009)CrossRef Brown, E.J., Brailsford, T.J., Fisher, T., Moore, A.: Evaluating learning style personalization in adaptive systems: quantitative methods and approaches. IEEE Trans. Learn. Technol. 2(1), 10–22 (2009)CrossRef
17.
Zurück zum Zitat Buzzi, M.C., Buzzi, M., Perrone, E., Senette, C.: Personalized technology-enhanced training for people with cognitive impairment. Univ. Access Inf. Soc. 18(4), 891–907 (2019)CrossRef Buzzi, M.C., Buzzi, M., Perrone, E., Senette, C.: Personalized technology-enhanced training for people with cognitive impairment. Univ. Access Inf. Soc. 18(4), 891–907 (2019)CrossRef
18.
Zurück zum Zitat Cabada, R.Z., Estrada, M.L.B., García, C.A.R.: EDUCA: a web 2.0 authoring tool for developing adaptive and intelligent tutoring systems using a Kohonen network. Expert Syst. Appl. 38(8), 9522–9529 (2011)CrossRef Cabada, R.Z., Estrada, M.L.B., García, C.A.R.: EDUCA: a web 2.0 authoring tool for developing adaptive and intelligent tutoring systems using a Kohonen network. Expert Syst. Appl. 38(8), 9522–9529 (2011)CrossRef
19.
Zurück zum Zitat Cahyani, A.D., Basuki, A., Rohman, E.M.S., Kustiyahningsih, Y.: Design an adaptive e-learning application architecture based on IEEE LTSA reference model. Telecommun. Comput. Electron. Control 13(1), 284–289 (2015) Cahyani, A.D., Basuki, A., Rohman, E.M.S., Kustiyahningsih, Y.: Design an adaptive e-learning application architecture based on IEEE LTSA reference model. Telecommun. Comput. Electron. Control 13(1), 284–289 (2015)
20.
Zurück zum Zitat Çakıroğlu, Ü.: Analyzing the effect of learning styles and study habits of distance learners on learning performances: a case of an introductory programming course. Int. Rev. Res. Open Distrib. Learn. 15(4), 161–185 (2014) Çakıroğlu, Ü.: Analyzing the effect of learning styles and study habits of distance learners on learning performances: a case of an introductory programming course. Int. Rev. Res. Open Distrib. Learn. 15(4), 161–185 (2014)
21.
Zurück zum Zitat Chatti, M.A., Muslim, A.: The PERLA framework: blending personalization and learning analytics. Int. Rev. Res. Open Distrib. Learn. 20(1), 243–261 (2019) Chatti, M.A., Muslim, A.: The PERLA framework: blending personalization and learning analytics. Int. Rev. Res. Open Distrib. Learn. 20(1), 243–261 (2019)
22.
Zurück zum Zitat Chen, C.H., Chang, S.W.: Effectiveness of adaptive assessment versus learner control in a multimedia learning system. J. Educ. Multimed. Hypermedia 24(4), 321–341 (2015) Chen, C.H., Chang, S.W.: Effectiveness of adaptive assessment versus learner control in a multimedia learning system. J. Educ. Multimed. Hypermedia 24(4), 321–341 (2015)
23.
Zurück zum Zitat Chen, C.M., Sun, Y.C.: Assessing the effects of different multimedia materials on emotions and learning performance for visual and verbal style learners. Comput. Educ. 59(4), 1273–1285 (2012)CrossRef Chen, C.M., Sun, Y.C.: Assessing the effects of different multimedia materials on emotions and learning performance for visual and verbal style learners. Comput. Educ. 59(4), 1273–1285 (2012)CrossRef
24.
Zurück zum Zitat Chen, C.M., Wang, H.P.: Using emotion recognition technology to assess the effects of different multimedia materials on learning emotion and performance. Libr. Inf. Sci. Res. 33(3), 244–255 (2011)CrossRef Chen, C.M., Wang, H.P.: Using emotion recognition technology to assess the effects of different multimedia materials on learning emotion and performance. Libr. Inf. Sci. Res. 33(3), 244–255 (2011)CrossRef
25.
Zurück zum Zitat Chen, S.Y., Huang, P.R., Shih, Y.C., Chang, L.P.: Investigation of multiple human factors in personalized learning. Interact. Learn. Environ. 24(1), 119–141 (2016)CrossRef Chen, S.Y., Huang, P.R., Shih, Y.C., Chang, L.P.: Investigation of multiple human factors in personalized learning. Interact. Learn. Environ. 24(1), 119–141 (2016)CrossRef
26.
Zurück zum Zitat Chiu, M.C., Ko, L.W.: Develop a personalized intelligent music selection system based on heart rate variability and machine learning. Multimed. Tools Appl. 76(14), 15607–15639 (2017)CrossRef Chiu, M.C., Ko, L.W.: Develop a personalized intelligent music selection system based on heart rate variability and machine learning. Multimed. Tools Appl. 76(14), 15607–15639 (2017)CrossRef
27.
Zurück zum Zitat Christudas, B.C.L., Kirubakaran, E., Thangaiah, P.R.J.: An evolutionary approach for personalization of content delivery in e-learning systems based on learner behavior forcing compatibility of learning materials. Telemat. Inform. 35(3), 520–533 (2018)CrossRef Christudas, B.C.L., Kirubakaran, E., Thangaiah, P.R.J.: An evolutionary approach for personalization of content delivery in e-learning systems based on learner behavior forcing compatibility of learning materials. Telemat. Inform. 35(3), 520–533 (2018)CrossRef
28.
Zurück zum Zitat Cocea, M., Magoulas, G.D.: Participatory learner modelling design: a methodology for iterative learner models development. Inf. Sci. 321, 48–70 (2015)CrossRef Cocea, M., Magoulas, G.D.: Participatory learner modelling design: a methodology for iterative learner models development. Inf. Sci. 321, 48–70 (2015)CrossRef
29.
Zurück zum Zitat Conati, C., Kardan, S.: Student modeling: supporting personalized instruction, from problem solving to exploratory open ended activities. AI Mag. 34(3), 13–26 (2013) Conati, C., Kardan, S.: Student modeling: supporting personalized instruction, from problem solving to exploratory open ended activities. AI Mag. 34(3), 13–26 (2013)
30.
Zurück zum Zitat Daniel, B.: Big Data and analytics in higher education: opportunities and challenges. Br. J. Educ. Technol. 46(5), 904–920 (2015)CrossRef Daniel, B.: Big Data and analytics in higher education: opportunities and challenges. Br. J. Educ. Technol. 46(5), 904–920 (2015)CrossRef
31.
Zurück zum Zitat Dantas, M.L.: Building teacher competency to work with diverse learners in the context of international education. Teach. Educ. Q. 34, 75–94 (2007) Dantas, M.L.: Building teacher competency to work with diverse learners in the context of international education. Teach. Educ. Q. 34, 75–94 (2007)
32.
Zurück zum Zitat DeArmond, M., Maas, T.: Leading Personalized Learning. Center for Inventing Public Education, Seattle, WA (2018) DeArmond, M., Maas, T.: Leading Personalized Learning. Center for Inventing Public Education, Seattle, WA (2018)
33.
Zurück zum Zitat Dorça, F.A., Lima, L.V., Fernandes, M.A., Lopes, C.R.: Automatic student modeling in adaptive educational systems through probabilistic learning style combinations: a qualitative comparison between two innovative stochastic approaches. J. Braz. Comput. Soc. 19(1), 43–58 (2013)CrossRef Dorça, F.A., Lima, L.V., Fernandes, M.A., Lopes, C.R.: Automatic student modeling in adaptive educational systems through probabilistic learning style combinations: a qualitative comparison between two innovative stochastic approaches. J. Braz. Comput. Soc. 19(1), 43–58 (2013)CrossRef
34.
Zurück zum Zitat Drissi, S., Amirat, A.: An adaptive E-learning system based on student’s learning styles: an empirical study. Int. J. Distance Educ. Technol. (IJDET) 14(3), 34–51 (2016)CrossRef Drissi, S., Amirat, A.: An adaptive E-learning system based on student’s learning styles: an empirical study. Int. J. Distance Educ. Technol. (IJDET) 14(3), 34–51 (2016)CrossRef
35.
Zurück zum Zitat Duo, S., Song, L.X.: An e-learning system based on affective computing. Phys. Procedia 24, 1893–1898 (2012)CrossRef Duo, S., Song, L.X.: An e-learning system based on affective computing. Phys. Procedia 24, 1893–1898 (2012)CrossRef
36.
Zurück zum Zitat Dwivedi, P., Bharadwaj, K.K.: Effective trust-aware e-learning recommender system based on learning styles and knowledge levels. Educ. Technol. Soc. 16(4), 201–216 (2013) Dwivedi, P., Bharadwaj, K.K.: Effective trust-aware e-learning recommender system based on learning styles and knowledge levels. Educ. Technol. Soc. 16(4), 201–216 (2013)
37.
Zurück zum Zitat El Bouhdidi, J., Ghailani, M., Fennan, A.: An intelligent architecture for generating evolutionary personalized learning paths based on learner profiles. J. Theor. Appl. Inf. Technol. 57(2), 294–304 (2013) El Bouhdidi, J., Ghailani, M., Fennan, A.: An intelligent architecture for generating evolutionary personalized learning paths based on learner profiles. J. Theor. Appl. Inf. Technol. 57(2), 294–304 (2013)
38.
Zurück zum Zitat El Bouhdidi, J., Ghailani, M., Fennan, A.: A probabilistic approach for the generation of learning sessions tailored to the learning styles of learners. Int. J. Emerg. Technol. Learn. 8(6), 42–49 (2013)CrossRef El Bouhdidi, J., Ghailani, M., Fennan, A.: A probabilistic approach for the generation of learning sessions tailored to the learning styles of learners. Int. J. Emerg. Technol. Learn. 8(6), 42–49 (2013)CrossRef
39.
Zurück zum Zitat El-Bishouty, M.M., Aldraiweesh, A., Alturki, U., Tortorella, R., Yang, J., Chang, T.W., Graf, S.: Use of Felder and Silverman learning style model for online course design. Educ. Technol. Res. Dev. 67(1), 161–177 (2019)CrossRef El-Bishouty, M.M., Aldraiweesh, A., Alturki, U., Tortorella, R., Yang, J., Chang, T.W., Graf, S.: Use of Felder and Silverman learning style model for online course design. Educ. Technol. Res. Dev. 67(1), 161–177 (2019)CrossRef
40.
Zurück zum Zitat Fatahi, S., Moradi, H., Kashani-Vahid, L.: A survey of personality and learning styles models applied in virtual environments with emphasis on e-learning environments. Artif. Intell. Rev. 46(3), 413–429 (2016)CrossRef Fatahi, S., Moradi, H., Kashani-Vahid, L.: A survey of personality and learning styles models applied in virtual environments with emphasis on e-learning environments. Artif. Intell. Rev. 46(3), 413–429 (2016)CrossRef
41.
Zurück zum Zitat Feffer, M., Picard, R.W.: A mixture of personalized experts for human affect estimation. In: International Conference on Machine Learning and Data Mining in Pattern Recognition, pp. 316–330. Springer, Cham (2018) Feffer, M., Picard, R.W.: A mixture of personalized experts for human affect estimation. In: International Conference on Machine Learning and Data Mining in Pattern Recognition, pp. 316–330. Springer, Cham (2018)
42.
Zurück zum Zitat Felder, R.M., Brent, R.: Understanding student differences. J. Eng. Educ. 94(1), 57–72 (2005)CrossRef Felder, R.M., Brent, R.: Understanding student differences. J. Eng. Educ. 94(1), 57–72 (2005)CrossRef
43.
Zurück zum Zitat Felder, R.M., Silverman, L.K.: Learning and teaching styles in engineering education. Eng. Educ. 78(7), 674–681 (1988) Felder, R.M., Silverman, L.K.: Learning and teaching styles in engineering education. Eng. Educ. 78(7), 674–681 (1988)
45.
Zurück zum Zitat Fonseca, D., Conde, M.Á., García-Peñalvo, F.J.: Improving the information society skills: is knowledge accessible for all? Univ. Access Inf. Soc. 17(2), 229–245 (2018)CrossRef Fonseca, D., Conde, M.Á., García-Peñalvo, F.J.: Improving the information society skills: is knowledge accessible for all? Univ. Access Inf. Soc. 17(2), 229–245 (2018)CrossRef
46.
Zurück zum Zitat Franzoni, A.L., Assar, S.: Student learning styles adaptation method based on teaching strategies and electronic media. Educ. Technol. Soc. 12(4), 15–29 (2009) Franzoni, A.L., Assar, S.: Student learning styles adaptation method based on teaching strategies and electronic media. Educ. Technol. Soc. 12(4), 15–29 (2009)
47.
Zurück zum Zitat Friend, B., Patrick, S., Schneider, C., Vander Ark, T.: What’s Possible with Personalized Learning? An Overview of Personalized Learning for Schools, Families and Communities. International Association for K-12 Online Learning, Vienna (2017) Friend, B., Patrick, S., Schneider, C., Vander Ark, T.: What’s Possible with Personalized Learning? An Overview of Personalized Learning for Schools, Families and Communities. International Association for K-12 Online Learning, Vienna (2017)
48.
Zurück zum Zitat Gamrat, C., Zimmerman, H.T., Dudek, J., Peck, K.: Personalized workplace learning: an exploratory study on digital badging within a teacher professional development program. Br. J. Educ. Technol. 45(6), 1136–1148 (2014)CrossRef Gamrat, C., Zimmerman, H.T., Dudek, J., Peck, K.: Personalized workplace learning: an exploratory study on digital badging within a teacher professional development program. Br. J. Educ. Technol. 45(6), 1136–1148 (2014)CrossRef
49.
Zurück zum Zitat Ghadirli, H.M., Rastgarpour, M., Hashemi, S.M., Pedram, M.M.: Effectiveness of learning style in popularity of personalized mobile intelligent tutoring system from view of learners. Indian J. Sci. Technol. 9(31), 1–8 (2016) Ghadirli, H.M., Rastgarpour, M., Hashemi, S.M., Pedram, M.M.: Effectiveness of learning style in popularity of personalized mobile intelligent tutoring system from view of learners. Indian J. Sci. Technol. 9(31), 1–8 (2016)
50.
Zurück zum Zitat Godbole, R., Burad, S.: Face expression detection using CNN. Int. J. Innov. Res. Technol. 5(12), 16–18 (2019) Godbole, R., Burad, S.: Face expression detection using CNN. Int. J. Innov. Res. Technol. 5(12), 16–18 (2019)
51.
Zurück zum Zitat Graf, S., Liu, T.C., Kinshuk, : Analysis of learners’ navigational behaviour and their learning styles in an online course. J. Comput. Assist. Learn. 26(2), 116–131 (2010)CrossRef Graf, S., Liu, T.C., Kinshuk, : Analysis of learners’ navigational behaviour and their learning styles in an online course. J. Comput. Assist. Learn. 26(2), 116–131 (2010)CrossRef
52.
Zurück zum Zitat Graf, S., Yang, G., Liu, T.C., Kinshuk, D.: Automatic, global and dynamic student modeling in a ubiquitous learning environment. Knowl. Manag. E-Learning Int. J. (KM&EL) 1(1), 18–35 (2009) Graf, S., Yang, G., Liu, T.C., Kinshuk, D.: Automatic, global and dynamic student modeling in a ubiquitous learning environment. Knowl. Manag. E-Learning Int. J. (KM&EL) 1(1), 18–35 (2009)
53.
Zurück zum Zitat Grasha, A.F., Riechmann, S.W.: A rational to developing and assessing the construct validity of a student learning styles scale instrument. J. Psychol. 87(2), 213–223 (1974)CrossRef Grasha, A.F., Riechmann, S.W.: A rational to developing and assessing the construct validity of a student learning styles scale instrument. J. Psychol. 87(2), 213–223 (1974)CrossRef
54.
Zurück zum Zitat Guerra, J., Hosseini, R., Somyurek, S., Brusilovsky, P.: An intelligent interface for learning content: combining an open learner model and social comparison to support self-regulated learning and engagement. In: Proceedings of the 21st International Conference on Intelligent User Interfaces, pp. 152–163. ACM (2016) Guerra, J., Hosseini, R., Somyurek, S., Brusilovsky, P.: An intelligent interface for learning content: combining an open learner model and social comparison to support self-regulated learning and engagement. In: Proceedings of the 21st International Conference on Intelligent User Interfaces, pp. 152–163. ACM (2016)
55.
Zurück zum Zitat Halimi, K., Seridi-Bouchelaghem, H.: Semantic web based learning styles identification for social learning environments personalization. Web Intell. 13(1), 3–29 (2015)CrossRef Halimi, K., Seridi-Bouchelaghem, H.: Semantic web based learning styles identification for social learning environments personalization. Web Intell. 13(1), 3–29 (2015)CrossRef
56.
Zurück zum Zitat Hassel, B.B.C., Hassel, E.A., Impact, P.: Teachers in the age of digital instruction. Educ. Reform Digit. Era 11, 33 (2012) Hassel, B.B.C., Hassel, E.A., Impact, P.: Teachers in the age of digital instruction. Educ. Reform Digit. Era 11, 33 (2012)
57.
Zurück zum Zitat Hewett, B.L., Martini, R.H.: Educating online writing instructors using the jungian personality types. Comput. Compos. 47, 34–58 (2018)CrossRef Hewett, B.L., Martini, R.H.: Educating online writing instructors using the jungian personality types. Comput. Compos. 47, 34–58 (2018)CrossRef
58.
Zurück zum Zitat Honey, P., Mumford, A.: The Manual of Learning Styles. Peter Honey, Maidenhead (1982) Honey, P., Mumford, A.: The Manual of Learning Styles. Peter Honey, Maidenhead (1982)
59.
Zurück zum Zitat Hosseini, S., Tawil, A.R., Jahankhani, H., Yarandi, M.: Towards an ontological learners’ modelling approach for personalised e-learning. Int. J. Emerg. Technol. Learn. 8(2), 4–10 (2013)CrossRef Hosseini, S., Tawil, A.R., Jahankhani, H., Yarandi, M.: Towards an ontological learners’ modelling approach for personalised e-learning. Int. J. Emerg. Technol. Learn. 8(2), 4–10 (2013)CrossRef
60.
Zurück zum Zitat Hsieh, C.W., Chen, S.Y.: A cognitive style perspective to handheld devices: customization vs. personalization. Int. Rev. Res. Open Distrib. Learn. 17(1), 1–22 (2016)MathSciNet Hsieh, C.W., Chen, S.Y.: A cognitive style perspective to handheld devices: customization vs. personalization. Int. Rev. Res. Open Distrib. Learn. 17(1), 1–22 (2016)MathSciNet
61.
Zurück zum Zitat Hsu, C.K., Hwang, G.J., Chang, C.K.: A personalized recommendation-based mobile learning approach to improving the reading performance of EFL students. Comput. Educ. 63, 327–336 (2013)CrossRef Hsu, C.K., Hwang, G.J., Chang, C.K.: A personalized recommendation-based mobile learning approach to improving the reading performance of EFL students. Comput. Educ. 63, 327–336 (2013)CrossRef
62.
Zurück zum Zitat Huang, E.Y., Lin, S.W., Huang, T.K.: What type of learning style leads to online participation in the mixed-mode e-learning environment? A study of software usage instruction. Comput. Educ. 58(1), 338–349 (2012)CrossRef Huang, E.Y., Lin, S.W., Huang, T.K.: What type of learning style leads to online participation in the mixed-mode e-learning environment? A study of software usage instruction. Comput. Educ. 58(1), 338–349 (2012)CrossRef
63.
Zurück zum Zitat Huang, Y.M., Hwang, J.P., Chen, S.Y.: Matching/mismatching in web-based learning: a perspective based on cognitive styles and physiological factors. Interact. Learn. Environ. 24(6), 1198–1214 (2016)CrossRef Huang, Y.M., Hwang, J.P., Chen, S.Y.: Matching/mismatching in web-based learning: a perspective based on cognitive styles and physiological factors. Interact. Learn. Environ. 24(6), 1198–1214 (2016)CrossRef
64.
Zurück zum Zitat Huang, Z., Shi, X., Chen, Y.: Intelligent cloud learning model for online overseas Chinese education. Int. J. Emerg. Technol. Learn. 10(1), 55–59 (2015)CrossRef Huang, Z., Shi, X., Chen, Y.: Intelligent cloud learning model for online overseas Chinese education. Int. J. Emerg. Technol. Learn. 10(1), 55–59 (2015)CrossRef
65.
Zurück zum Zitat Hung, L.P., Hsieh, N.C., Ho, C.L., Chen, C.L.: Building a personalized multidimensional intelligent learning system. Int. Sch. Sci. Res. Innov. 4(7), 1753–1756 (2010) Hung, L.P., Hsieh, N.C., Ho, C.L., Chen, C.L.: Building a personalized multidimensional intelligent learning system. Int. Sch. Sci. Res. Innov. 4(7), 1753–1756 (2010)
66.
Zurück zum Zitat Hung, Y.C.: The effect of teaching methods and learning style on learning program design in web-based education systems. J. Educ. Comput. Res. 47(4), 409–427 (2012)CrossRef Hung, Y.C.: The effect of teaching methods and learning style on learning program design in web-based education systems. J. Educ. Comput. Res. 47(4), 409–427 (2012)CrossRef
67.
Zurück zum Zitat Hwang, G.J., Sung, H.Y., Hung, C.M., Huang, I., Tsai, C.C.: Development of a personalized educational computer game based on students’ learning styles. Educ. Technol. Res. Dev. 60(4), 623–638 (2012)CrossRef Hwang, G.J., Sung, H.Y., Hung, C.M., Huang, I., Tsai, C.C.: Development of a personalized educational computer game based on students’ learning styles. Educ. Technol. Res. Dev. 60(4), 623–638 (2012)CrossRef
68.
Zurück zum Zitat Iatrellis, O., Kameas, A., Fitsilis, P.: EDUC8: self-evolving and personalized learning pathways utilizing semantics. In: 2018 IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS). IEEE (2018) Iatrellis, O., Kameas, A., Fitsilis, P.: EDUC8: self-evolving and personalized learning pathways utilizing semantics. In: 2018 IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS). IEEE (2018)
69.
Zurück zum Zitat Jeong, H.Y., Hong, B.H.: A practical use of learning system using user preference in ubiquitous computing environment. Multimed. Tools Appl. 64(2), 491–504 (2013)CrossRef Jeong, H.Y., Hong, B.H.: A practical use of learning system using user preference in ubiquitous computing environment. Multimed. Tools Appl. 64(2), 491–504 (2013)CrossRef
70.
Zurück zum Zitat Jovanovic, D., Jovanovic, S.: An adaptive e-learning system for Java programming course, based on Dokeos LE. Comput. Appl. Eng. Educ. 23(3), 337–343 (2015)CrossRef Jovanovic, D., Jovanovic, S.: An adaptive e-learning system for Java programming course, based on Dokeos LE. Comput. Appl. Eng. Educ. 23(3), 337–343 (2015)CrossRef
71.
Zurück zum Zitat Jovanovic, D., Milosevic, D., Zizovic, M.: INDeLER: eLearning personalization by mapping student’s learning style and preference to metadata. Int. J. Emerg. Technol. Learn. 3(4), 41–50 (2008)CrossRef Jovanovic, D., Milosevic, D., Zizovic, M.: INDeLER: eLearning personalization by mapping student’s learning style and preference to metadata. Int. J. Emerg. Technol. Learn. 3(4), 41–50 (2008)CrossRef
72.
Zurück zum Zitat Juskeviciene, A., Jasute, E., Kurilovas, E., Mamcenko, J.: Application of 1:1 mobile learning scenarios in computer engineering education. Int. J. Eng. Educ. 32(3), 1087–1096 (2016) Juskeviciene, A., Jasute, E., Kurilovas, E., Mamcenko, J.: Application of 1:1 mobile learning scenarios in computer engineering education. Int. J. Eng. Educ. 32(3), 1087–1096 (2016)
73.
Zurück zum Zitat Kalinic, Z., Arsovski, S., Arsovski, Z., Rankovic, V.: The effectiveness and students’ perception of an adaptive mobile learning system based on personalized content and mobile web. New Educ. Rev. 37(3), 43–53 (2014) Kalinic, Z., Arsovski, S., Arsovski, Z., Rankovic, V.: The effectiveness and students’ perception of an adaptive mobile learning system based on personalized content and mobile web. New Educ. Rev. 37(3), 43–53 (2014)
74.
Zurück zum Zitat Kerkiri, T., Konetas, D., Paleologou, A.M., Mavridis, I.: Semantic web technologies anchored in learning styles as catalysts towards personalising the learning process. Int. J. Learn. Intellect. Cap. 8(2), 179–205 (2011)CrossRef Kerkiri, T., Konetas, D., Paleologou, A.M., Mavridis, I.: Semantic web technologies anchored in learning styles as catalysts towards personalising the learning process. Int. J. Learn. Intellect. Cap. 8(2), 179–205 (2011)CrossRef
75.
Zurück zum Zitat Khamparia, A., Pandey, B.: Effects of visual map embedded approach on students learning performance using Briggs-Myers learning style in word puzzle gaming course. Comput. Electr. Eng. 66, 531–540 (2018)CrossRef Khamparia, A., Pandey, B.: Effects of visual map embedded approach on students learning performance using Briggs-Myers learning style in word puzzle gaming course. Comput. Electr. Eng. 66, 531–540 (2018)CrossRef
76.
Zurück zum Zitat Khenissi, M.A., Essalmi, F., Jemni, M., Kinshuk, Graf, S., Chen, N.S.: Relationship between learning styles and genres of games. Comput. Educ. 101, 1–14 (2016)CrossRef Khenissi, M.A., Essalmi, F., Jemni, M., Kinshuk, Graf, S., Chen, N.S.: Relationship between learning styles and genres of games. Comput. Educ. 101, 1–14 (2016)CrossRef
77.
Zurück zum Zitat Kim, K., Choi, Y.J., Kim, M., Lee, J.W., Park, D.S., Moon, N.: Teaching–learning activity modeling based on data analysis. Symmetry 7(1), 206–219 (2015)CrossRef Kim, K., Choi, Y.J., Kim, M., Lee, J.W., Park, D.S., Moon, N.: Teaching–learning activity modeling based on data analysis. Symmetry 7(1), 206–219 (2015)CrossRef
78.
Zurück zum Zitat Klašnja-Milićević, A., Vesin, B., Ivanović, M., Budimac, Z.: E-learning personalization based on hybrid recommendation strategy and learning style identification. Comput. Educ. 56(3), 885–899 (2011)CrossRef Klašnja-Milićević, A., Vesin, B., Ivanović, M., Budimac, Z.: E-learning personalization based on hybrid recommendation strategy and learning style identification. Comput. Educ. 56(3), 885–899 (2011)CrossRef
79.
Zurück zum Zitat Kolb, D.A.: Experiential Learning: Experience as the Source of Learning and Development. Prentice-Hall, Englewood Cliffs, NJ (1984) Kolb, D.A.: Experiential Learning: Experience as the Source of Learning and Development. Prentice-Hall, Englewood Cliffs, NJ (1984)
80.
Zurück zum Zitat Krátky, P., Tvarožek, J., Chudá, D.: Big five personality in online learning and games: analysis of student activity. Int. J. Hum. Cap. Inf. Technol. Prof. (IJHCITP) 7(3), 33–46 (2016) Krátky, P., Tvarožek, J., Chudá, D.: Big five personality in online learning and games: analysis of student activity. Int. J. Hum. Cap. Inf. Technol. Prof. (IJHCITP) 7(3), 33–46 (2016)
81.
Zurück zum Zitat Kuk, K., Jovanovic, D.: Design and implementation of CoAeLearn modules for personalized game based-learning within computer architecture course. Int. J. Eng. Educ. 29(3), 620–633 (2013) Kuk, K., Jovanovic, D.: Design and implementation of CoAeLearn modules for personalized game based-learning within computer architecture course. Int. J. Eng. Educ. 29(3), 620–633 (2013)
82.
Zurück zum Zitat Kumar, M.S., Prabhu, J.: Recent development in big data analytics: research perspective. In: Applications of Security, Mobile, Analytic, and Cloud (SMAC) Technologies for Effective Information Processing and Management, pp. 233–257. IGI Global (2018) Kumar, M.S., Prabhu, J.: Recent development in big data analytics: research perspective. In: Applications of Security, Mobile, Analytic, and Cloud (SMAC) Technologies for Effective Information Processing and Management, pp. 233–257. IGI Global (2018)
83.
Zurück zum Zitat Landis, J.R., Koch, G.G.: An application of hierarchical kappa-type statistics in the assessment of majority agreement among multiple observers. Biometrics 33, 363–374 (1977)MATHCrossRef Landis, J.R., Koch, G.G.: An application of hierarchical kappa-type statistics in the assessment of majority agreement among multiple observers. Biometrics 33, 363–374 (1977)MATHCrossRef
84.
Zurück zum Zitat Latham, A., Crockett, K., McLean, D.: An adaptation algorithm for an intelligent natural language tutoring system. Comput. Educ. 71, 97–110 (2014)CrossRef Latham, A., Crockett, K., McLean, D.: An adaptation algorithm for an intelligent natural language tutoring system. Comput. Educ. 71, 97–110 (2014)CrossRef
85.
Zurück zum Zitat Lau, W.W., Yuen, A.H., Chan, A.: Variable-centered and person-centered approaches to studying the VARK learning style inventory. In: Ma, W., Yuen, A., Park, J., Lau, W., Deng, L. (eds.) New Media, Knowledge Practices and Multiliteracies, pp. 207–216. Springer, Singapore (2015) Lau, W.W., Yuen, A.H., Chan, A.: Variable-centered and person-centered approaches to studying the VARK learning style inventory. In: Ma, W., Yuen, A., Park, J., Lau, W., Deng, L. (eds.) New Media, Knowledge Practices and Multiliteracies, pp. 207–216. Springer, Singapore (2015)
86.
Zurück zum Zitat Levin, S., Fulginiti, A.: Teaching note—developing an online blended learning course on psychiatric diagnosis. J. Soc. Work Educ. 53(3), 560–567 (2017)CrossRef Levin, S., Fulginiti, A.: Teaching note—developing an online blended learning course on psychiatric diagnosis. J. Soc. Work Educ. 53(3), 560–567 (2017)CrossRef
87.
Zurück zum Zitat Li, D., Xu, X., Li, Y., Wang, J.: Personalised learning resources based on learning style. World Trans. Eng. Technol. Educ. 14(1), 107–112 (2016) Li, D., Xu, X., Li, Y., Wang, J.: Personalised learning resources based on learning style. World Trans. Eng. Technol. Educ. 14(1), 107–112 (2016)
88.
Zurück zum Zitat Limongelli, C., Sciarrone, F., Vaste, G.: Personalized e-learning in Moodle: the Moodle_LS System. J. E-Learning Knowl. Soc. 7(1), 49–58 (2011) Limongelli, C., Sciarrone, F., Vaste, G.: Personalized e-learning in Moodle: the Moodle_LS System. J. E-Learning Knowl. Soc. 7(1), 49–58 (2011)
89.
Zurück zum Zitat Limongelli, C., Sciarrone, F., Temperini, M., Vaste, G.: Adaptive learning with the LS-plan system: a field evaluation. IEEE Trans. Learn. Technol. 2(3), 203–215 (2009)CrossRef Limongelli, C., Sciarrone, F., Temperini, M., Vaste, G.: Adaptive learning with the LS-plan system: a field evaluation. IEEE Trans. Learn. Technol. 2(3), 203–215 (2009)CrossRef
90.
Zurück zum Zitat Lin, C.F., Yeh, Y.C., Hung, Y.H., Chang, R.I.: Data mining for providing a personalized learning path in creativity: an application of decision trees. Comput. Educ. 68, 199–210 (2013)CrossRef Lin, C.F., Yeh, Y.C., Hung, Y.H., Chang, R.I.: Data mining for providing a personalized learning path in creativity: an application of decision trees. Comput. Educ. 68, 199–210 (2013)CrossRef
91.
Zurück zum Zitat Lin, H.C.K., Wu, C.H., Hsueh, Y.P.: The influence of using affective tutoring system in accounting remedial instruction on learning performance and usability. Comput. Hum. Behav. 41, 514–522 (2014)CrossRef Lin, H.C.K., Wu, C.H., Hsueh, Y.P.: The influence of using affective tutoring system in accounting remedial instruction on learning performance and usability. Comput. Hum. Behav. 41, 514–522 (2014)CrossRef
92.
Zurück zum Zitat Lin, J.: Optimization of personalized learning pathways based on competencies and outcome. In: 2016 IEEE 16th International Conference on Advanced Learning Technologies (ICALT), pp. 49–51. IEEE (2016) Lin, J.: Optimization of personalized learning pathways based on competencies and outcome. In: 2016 IEEE 16th International Conference on Advanced Learning Technologies (ICALT), pp. 49–51. IEEE (2016)
93.
Zurück zum Zitat Long, Y., Aleven, V.: Enhancing learning outcomes through self-regulated learning support with an open learner model. User Model. User Adapt. Interact. 27(1), 55–88 (2017)CrossRef Long, Y., Aleven, V.: Enhancing learning outcomes through self-regulated learning support with an open learner model. User Model. User Adapt. Interact. 27(1), 55–88 (2017)CrossRef
94.
Zurück zum Zitat Lu, Y., Chen, C., Chen, P., Chen, X., Zhuang, Z.: Smart learning partner: an interactive robot for education. In: International Conference on Artificial Intelligence in Education, pp. 447–451. Springer, Cham (2018) Lu, Y., Chen, C., Chen, P., Chen, X., Zhuang, Z.: Smart learning partner: an interactive robot for education. In: International Conference on Artificial Intelligence in Education, pp. 447–451. Springer, Cham (2018)
95.
Zurück zum Zitat Mangione, G.R., Orciuoli, F., Pierri, A., Salerno, S.: Competence management in e-Learning systems: a possible approach. J. e-Learn. Knowl. Soc. 5(3), 69–77 (2009) Mangione, G.R., Orciuoli, F., Pierri, A., Salerno, S.: Competence management in e-Learning systems: a possible approach. J. e-Learn. Knowl. Soc. 5(3), 69–77 (2009)
96.
Zurück zum Zitat Mao, Y., Yang, S., Li, Z., Li, Y.: Personality trait and group emotion contagion based crowd simulation for emergency evacuation. Multimed. Tools Appl. 7, 1–28 (2018) Mao, Y., Yang, S., Li, Z., Li, Y.: Personality trait and group emotion contagion based crowd simulation for emergency evacuation. Multimed. Tools Appl. 7, 1–28 (2018)
97.
Zurück zum Zitat Martínez-Villaseñor, M.D.L., González-Mendoza, M., Danvila Del Valle, I.: Enrichment of learner profile with ubiquitous user model interoperability. Comput. Sist. 18(2), 359–374 (2014) Martínez-Villaseñor, M.D.L., González-Mendoza, M., Danvila Del Valle, I.: Enrichment of learner profile with ubiquitous user model interoperability. Comput. Sist. 18(2), 359–374 (2014)
98.
Zurück zum Zitat Mašić, A., Polz, E., Bećirović, S.: The relationship between learning styles, GPA, school level and gender. Eur. Res. 11(1), 51–60 (2020) Mašić, A., Polz, E., Bećirović, S.: The relationship between learning styles, GPA, school level and gender. Eur. Res. 11(1), 51–60 (2020)
99.
Zurück zum Zitat Medina-Medina, N., Molina-Ortiz, F., García-Cabrera, L.: Adaptation and user modeling in hypermedia learning environments using the SEM-HP model and the JSEM-HP tool. Knowl. Inf. Syst. 29(3), 629–656 (2011)CrossRef Medina-Medina, N., Molina-Ortiz, F., García-Cabrera, L.: Adaptation and user modeling in hypermedia learning environments using the SEM-HP model and the JSEM-HP tool. Knowl. Inf. Syst. 29(3), 629–656 (2011)CrossRef
100.
Zurück zum Zitat Melzer, P., Schoop, M.: The Effects of personalised negotiation training on learning and performance in electronic negotiations. Group Decis. Negot. 25(6), 1189–1210 (2016)CrossRef Melzer, P., Schoop, M.: The Effects of personalised negotiation training on learning and performance in electronic negotiations. Group Decis. Negot. 25(6), 1189–1210 (2016)CrossRef
101.
Zurück zum Zitat Méndez, N.D.D., Morales, V.T., Vicari, R.M.: Learning object metadata mapping with learning styles as a strategy for improving usability of educational resource repositories. IEEE Rev. Iberoam. Tecnol. Aprendiz. 11(2), 101–106 (2016) Méndez, N.D.D., Morales, V.T., Vicari, R.M.: Learning object metadata mapping with learning styles as a strategy for improving usability of educational resource repositories. IEEE Rev. Iberoam. Tecnol. Aprendiz. 11(2), 101–106 (2016)
102.
Zurück zum Zitat Millán, E., Loboda, T., Pérez-de-la-Cruz, J.L.: Bayesian networks for student model engineering. Comput. Educ. 55(4), 1663–1683 (2010)CrossRef Millán, E., Loboda, T., Pérez-de-la-Cruz, J.L.: Bayesian networks for student model engineering. Comput. Educ. 55(4), 1663–1683 (2010)CrossRef
103.
Zurück zum Zitat Moridis, C.N., Economides, A.A.: Mood recognition during online self-assessment tests. IEEE Trans. Learn. Technol. 2(1), 50–61 (2009)CrossRef Moridis, C.N., Economides, A.A.: Mood recognition during online self-assessment tests. IEEE Trans. Learn. Technol. 2(1), 50–61 (2009)CrossRef
104.
Zurück zum Zitat Muntean, C.H., Muntean, G.M.: Open corpus architecture for personalised ubiquitous e-learning. Pers. Ubiquit. Comput. 13(3), 197–205 (2009)CrossRef Muntean, C.H., Muntean, G.M.: Open corpus architecture for personalised ubiquitous e-learning. Pers. Ubiquit. Comput. 13(3), 197–205 (2009)CrossRef
105.
Zurück zum Zitat Muruganandam, S., Srinivasan, N.: Appraisal of Felder-Silverman learning style model with discrete data sets. Indian J. Sci. Technol. 9(10), 1–4 (2016)CrossRef Muruganandam, S., Srinivasan, N.: Appraisal of Felder-Silverman learning style model with discrete data sets. Indian J. Sci. Technol. 9(10), 1–4 (2016)CrossRef
106.
Zurück zum Zitat Myers, I.B., Myers, P.B.: Gifts Differing: Understanding Personality Type. Davies-Black Publishing, Mountain View, CA (1995) Myers, I.B., Myers, P.B.: Gifts Differing: Understanding Personality Type. Davies-Black Publishing, Mountain View, CA (1995)
107.
Zurück zum Zitat Nainwal, M., Joshi, B., Bajwa, S., Prasad, M., Samadhiya, D.: Ontology engineering: semantic web technology in aspect of software engineering. In: 3rd International Conference on Computer Technology and Development (ICCTD 2011). ASME Press (2011) Nainwal, M., Joshi, B., Bajwa, S., Prasad, M., Samadhiya, D.: Ontology engineering: semantic web technology in aspect of software engineering. In: 3rd International Conference on Computer Technology and Development (ICCTD 2011). ASME Press (2011)
108.
Zurück zum Zitat Nakic, J., Granic, A., Glavinic, V.: Anatomy of student models in adaptive learning systems: a systematic literature review of individual differences from 2001 to 2013. J. Educ. Comput. Res. 51(4), 459–489 (2015)CrossRef Nakic, J., Granic, A., Glavinic, V.: Anatomy of student models in adaptive learning systems: a systematic literature review of individual differences from 2001 to 2013. J. Educ. Comput. Res. 51(4), 459–489 (2015)CrossRef
109.
Zurück zum Zitat Narciss, S., Sosnovsky, S., Schnaubert, L., Andrès, E., Eichelmann, A., Goguadze, G., Melis, E.: Exploring feedback and student characteristics relevant for personalizing feedback strategies. Comput. Educ. 71, 56–76 (2014)CrossRef Narciss, S., Sosnovsky, S., Schnaubert, L., Andrès, E., Eichelmann, A., Goguadze, G., Melis, E.: Exploring feedback and student characteristics relevant for personalizing feedback strategies. Comput. Educ. 71, 56–76 (2014)CrossRef
110.
Zurück zum Zitat Parashar, R., Hulke, S., Pakhare, A.: Learning styles for medical students: role of VARK modality [Response to Letter]. Adv. Med. Educ. Pract. 10, 401 (2019)CrossRef Parashar, R., Hulke, S., Pakhare, A.: Learning styles for medical students: role of VARK modality [Response to Letter]. Adv. Med. Educ. Pract. 10, 401 (2019)CrossRef
112.
Zurück zum Zitat Peter, S.E., Bacon, E., Dastbaz, M.: Adaptable, personalised e-learning incorporating learning styles. Campus Wide Inf. Syst. 27(2), 91–100 (2010)CrossRef Peter, S.E., Bacon, E., Dastbaz, M.: Adaptable, personalised e-learning incorporating learning styles. Campus Wide Inf. Syst. 27(2), 91–100 (2010)CrossRef
113.
Zurück zum Zitat Pukkhem, N., Vatanawood, W.: Personalised learning object based on multi-agent model and learners’ learning styles. Maejo Int. J. Sci. Technol. 5(3), 292–311 (2011) Pukkhem, N., Vatanawood, W.: Personalised learning object based on multi-agent model and learners’ learning styles. Maejo Int. J. Sci. Technol. 5(3), 292–311 (2011)
114.
Zurück zum Zitat Qin, J., Zheng, Q., Li, H.: A study of learner-oriented negative emotion compensation in e-learning. Educ. Technol. Soc. 17(4), 420–431 (2014) Qin, J., Zheng, Q., Li, H.: A study of learner-oriented negative emotion compensation in e-learning. Educ. Technol. Soc. 17(4), 420–431 (2014)
115.
Zurück zum Zitat Radenković, B., Despotović, M., Bogdanović, Z., Barać, D.: Creating adaptive environment for e-learning courses. J. Inf. Organ. Sci. 33(1), 179–189 (2009) Radenković, B., Despotović, M., Bogdanović, Z., Barać, D.: Creating adaptive environment for e-learning courses. J. Inf. Organ. Sci. 33(1), 179–189 (2009)
116.
Zurück zum Zitat Rajendran, R., Iyer, S., Murthy, S.: Personalized affective feedback to address students frustration in ITS. IEEE Trans. Learn. Technol. 12, 87–97 (2018)CrossRef Rajendran, R., Iyer, S., Murthy, S.: Personalized affective feedback to address students frustration in ITS. IEEE Trans. Learn. Technol. 12, 87–97 (2018)CrossRef
117.
Zurück zum Zitat Rajper, S., Shaikh, N.A., Shaikh, Z.A., Mallah, G.A.: Automatic detection of learning styles on learning management systems using data mining technique. Indian J. Sci. Technol. 9(15), 1–5 (2016)CrossRef Rajper, S., Shaikh, N.A., Shaikh, Z.A., Mallah, G.A.: Automatic detection of learning styles on learning management systems using data mining technique. Indian J. Sci. Technol. 9(15), 1–5 (2016)CrossRef
118.
Zurück zum Zitat Rani, M., Nayak, R., Vyas, O.P.: An ontology-based adaptive personalized e-learning system, assisted by software agents on cloud storage. Knowl. Based Syst. 90, 33–48 (2015)CrossRef Rani, M., Nayak, R., Vyas, O.P.: An ontology-based adaptive personalized e-learning system, assisted by software agents on cloud storage. Knowl. Based Syst. 90, 33–48 (2015)CrossRef
119.
Zurück zum Zitat Rastegarmoghadam, M., Ziarati, K.: Improved modeling of intelligent tutoring systems using ant colony optimization. Educ. Inf. Technol. 22(3), 1067–1087 (2017)CrossRef Rastegarmoghadam, M., Ziarati, K.: Improved modeling of intelligent tutoring systems using ant colony optimization. Educ. Inf. Technol. 22(3), 1067–1087 (2017)CrossRef
120.
Zurück zum Zitat Ray, A., Chakrabarti, A.: Design and implementation of affective e-learning strategy based on facial emotion recognition. In: Proceedings of the International Conference on Information Systems Design and Intelligent Applications 2012 (INDIA 2012), pp. 613–622. Springer, Berlin (2012) Ray, A., Chakrabarti, A.: Design and implementation of affective e-learning strategy based on facial emotion recognition. In: Proceedings of the International Conference on Information Systems Design and Intelligent Applications 2012 (INDIA 2012), pp. 613–622. Springer, Berlin (2012)
121.
Zurück zum Zitat Reategui, E., Boff, E., Campbell, J.A.: Personalization in an interactive learning environment through a virtual character. Comput. Educ. 51(2), 530–544 (2008)CrossRef Reategui, E., Boff, E., Campbell, J.A.: Personalization in an interactive learning environment through a virtual character. Comput. Educ. 51(2), 530–544 (2008)CrossRef
122.
Zurück zum Zitat Rodrigues, J., João, P., Vaidya, B.: EduTutor: an intelligent tutor system for a learning management system. Int. J. Distance Educ. Technol. 8(4), 66–80 (2010)CrossRef Rodrigues, J., João, P., Vaidya, B.: EduTutor: an intelligent tutor system for a learning management system. Int. J. Distance Educ. Technol. 8(4), 66–80 (2010)CrossRef
123.
Zurück zum Zitat Sabitha, A.S., Mehrotra, D., Bansal, A.: Delivery of learning knowledge objects using fuzzy clustering. Educ. Inf. Technol. 21(5), 1329–1349 (2016)CrossRef Sabitha, A.S., Mehrotra, D., Bansal, A.: Delivery of learning knowledge objects using fuzzy clustering. Educ. Inf. Technol. 21(5), 1329–1349 (2016)CrossRef
124.
Zurück zum Zitat Saneiro, M., Santos, O.C., Salmeron-Majadas, S., Boticario, J.G.: Towards emotion detection in educational scenarios from facial expressions and body movements through multimodal approaches. Sci. World J. 2014, article ID 484873 (2014)CrossRef Saneiro, M., Santos, O.C., Salmeron-Majadas, S., Boticario, J.G.: Towards emotion detection in educational scenarios from facial expressions and body movements through multimodal approaches. Sci. World J. 2014, article ID 484873 (2014)CrossRef
125.
Zurück zum Zitat Sani, S.M., Aris, T.N.M., Mustapha, N., Sulaiman, M.N.: A fuzzy logic approach to manage uncertainty and improve the prediction accuracy in student model design. J. Theor. Appl. Inf. Technol. 82(3), 366–377 (2015) Sani, S.M., Aris, T.N.M., Mustapha, N., Sulaiman, M.N.: A fuzzy logic approach to manage uncertainty and improve the prediction accuracy in student model design. J. Theor. Appl. Inf. Technol. 82(3), 366–377 (2015)
126.
Zurück zum Zitat Sato, T.: The S-P Chart and The Caution Index, NEC Educational Information Bulletin 80–1, C&C Systems Research Laboratories. Nippon Electic Co., Ltd., Tokyo (1980) Sato, T.: The S-P Chart and The Caution Index, NEC Educational Information Bulletin 80–1, C&C Systems Research Laboratories. Nippon Electic Co., Ltd., Tokyo (1980)
127.
Zurück zum Zitat Sawyer, R., Smith, A., Rowe, J., Azevedo, R., Lester, J.: Enhancing student models in game-based learning with facial expression recognition. In: Proceedings of the 25th Conference on User Modeling, Adaptation and Personalization, pp. 192–201. ACM (2017) Sawyer, R., Smith, A., Rowe, J., Azevedo, R., Lester, J.: Enhancing student models in game-based learning with facial expression recognition. In: Proceedings of the 25th Conference on User Modeling, Adaptation and Personalization, pp. 192–201. ACM (2017)
128.
Zurück zum Zitat Schiaffino, S., Garcia, P., Amandi, A.: eTeacher: providing personalized assistance to e-learning students. Comput. Educ. 51(4), 1744–1754 (2008)CrossRef Schiaffino, S., Garcia, P., Amandi, A.: eTeacher: providing personalized assistance to e-learning students. Comput. Educ. 51(4), 1744–1754 (2008)CrossRef
129.
Zurück zum Zitat Seyal, A.H., Rahman, M.N.A.: Understanding learning styles, attitudes and intentions in using e-learning system: evidence from Brunei. World J. Educ. 5(3), 61 (2015)CrossRef Seyal, A.H., Rahman, M.N.A.: Understanding learning styles, attitudes and intentions in using e-learning system: evidence from Brunei. World J. Educ. 5(3), 61 (2015)CrossRef
130.
Zurück zum Zitat Shaw, C., Larson, R., Sibdari, S.: An asynchronous, personalized learning platform eGuided learning pathways. In: Sixth International Conference of MIT’s Learning International Networks Consortium (LINC), June 16 e 19, Cambridge, MA (2013) Shaw, C., Larson, R., Sibdari, S.: An asynchronous, personalized learning platform eGuided learning pathways. In: Sixth International Conference of MIT’s Learning International Networks Consortium (LINC), June 16 e 19, Cambridge, MA (2013)
131.
Zurück zum Zitat Shaw, R.S.: The learning performance of different knowledge map construction methods and learning styles moderation for programming language learning. J. Educ. Comput. Res. 56, 1407–1429 (2019)CrossRef Shaw, R.S.: The learning performance of different knowledge map construction methods and learning styles moderation for programming language learning. J. Educ. Comput. Res. 56, 1407–1429 (2019)CrossRef
132.
Zurück zum Zitat Shen, L., Wang, M., Shen, R.: Affective e-learning: using “emotional” data to improve learning in pervasive learning environment. Educ. Technol. Soc. 12(2), 176–189 (2009) Shen, L., Wang, M., Shen, R.: Affective e-learning: using “emotional” data to improve learning in pervasive learning environment. Educ. Technol. Soc. 12(2), 176–189 (2009)
133.
Zurück zum Zitat Siddique, A., Durrani, Q.S., Naqvi, H.A.: Developing adaptive e-learning environment using cognitive and noncognitive parameters. J. Educ. Comput. Res. 57, 811–845 (2019)CrossRef Siddique, A., Durrani, Q.S., Naqvi, H.A.: Developing adaptive e-learning environment using cognitive and noncognitive parameters. J. Educ. Comput. Res. 57, 811–845 (2019)CrossRef
134.
Zurück zum Zitat Smith, R.G., Nolan, B.: Emotional facial expressions in synthesised sign language avatars: a manual evaluation. Univ. Access Inf. Soc. 15(4), 567–576 (2016)CrossRef Smith, R.G., Nolan, B.: Emotional facial expressions in synthesised sign language avatars: a manual evaluation. Univ. Access Inf. Soc. 15(4), 567–576 (2016)CrossRef
135.
Zurück zum Zitat Soloman, B.A., Felder, R.M.: Index of Learning Styles Questionnaire. NC State University, Raleigh (2005) Soloman, B.A., Felder, R.M.: Index of Learning Styles Questionnaire. NC State University, Raleigh (2005)
136.
Zurück zum Zitat Stefanovic, N., Stefanovic, D., Arsovic, B.: Adaptivity in e-learning LMS platform. Metal. Int. 18(3), 156–162 (2013) Stefanovic, N., Stefanovic, D., Arsovic, B.: Adaptivity in e-learning LMS platform. Metal. Int. 18(3), 156–162 (2013)
137.
Zurück zum Zitat Sumadyo, M., Santoso, H.B., Sensuse, D.I.: Metacognitive components in smart learning environment. J. Phys. Conf. Ser. 978(1), 012025 (2018)CrossRef Sumadyo, M., Santoso, H.B., Sensuse, D.I.: Metacognitive components in smart learning environment. J. Phys. Conf. Ser. 978(1), 012025 (2018)CrossRef
138.
Zurück zum Zitat Sun, Y., Li, Z.P., Kuang, T.F.: Research on intelligent tutoring systems based on multi-agent and knowledge maps. J. Huazhong Univ. Sci. Technol. (Nat. Sci. Ed.) 39, 56–59 (2011) Sun, Y., Li, Z.P., Kuang, T.F.: Research on intelligent tutoring systems based on multi-agent and knowledge maps. J. Huazhong Univ. Sci. Technol. (Nat. Sci. Ed.) 39, 56–59 (2011)
139.
Zurück zum Zitat Sunkara, V.M., Kurra, R.R.: A learner-centric personalized and adaptive e-learning framework for higher education. Int. J. Adv. Res. Comput. Sci. 8(5), 1–6 (2017) Sunkara, V.M., Kurra, R.R.: A learner-centric personalized and adaptive e-learning framework for higher education. Int. J. Adv. Res. Comput. Sci. 8(5), 1–6 (2017)
140.
Zurück zum Zitat Sweta, S., Lal, K.: Adaptive and personalized intelligent learning interface in e-learning system. Int. J. Appl. Eng. Res. 10(21), 42488–42492 (2015) Sweta, S., Lal, K.: Adaptive and personalized intelligent learning interface in e-learning system. Int. J. Appl. Eng. Res. 10(21), 42488–42492 (2015)
141.
Zurück zum Zitat Sweta, S., Lal, K.: Personalized adaptive learner model in e-learning system using FCM and fuzzy inference system. Int. J. Fuzzy Syst. 19(4), 1249–1260 (2017)CrossRef Sweta, S., Lal, K.: Personalized adaptive learner model in e-learning system using FCM and fuzzy inference system. Int. J. Fuzzy Syst. 19(4), 1249–1260 (2017)CrossRef
142.
Zurück zum Zitat Talhi, S., Behaz, A.: Using learning styles MBTI model to adapt learning. In: Proceedings of the International Conference on Computing for Engineering and Sciences, pp. 92–95 (2017) Talhi, S., Behaz, A.: Using learning styles MBTI model to adapt learning. In: Proceedings of the International Conference on Computing for Engineering and Sciences, pp. 92–95 (2017)
143.
Zurück zum Zitat Taylor, R., Gebre, A.: Teacher–student relationships and personalized learning: Implications of personal and contextual variables. In: Murphy, M., Redding, S., Twyman, J. (eds.) Handbook on Personalized Learning for States, Districts, and Schools, pp. 205–220. Temple University, Center on Innovations in Learning, Philadelphia, PA (2016) Taylor, R., Gebre, A.: Teacher–student relationships and personalized learning: Implications of personal and contextual variables. In: Murphy, M., Redding, S., Twyman, J. (eds.) Handbook on Personalized Learning for States, Districts, and Schools, pp. 205–220. Temple University, Center on Innovations in Learning, Philadelphia, PA (2016)
144.
Zurück zum Zitat Thanyaphongphat, J., Panjaburee, P.: Effects of online learning with matching learning styles and preferred digital media types on university students’ perceptions. In: 2017 6th IIAI International Congress on Advanced Applied Informatics (IIAI-AAI), pp. 552–555. IEEE (2017) Thanyaphongphat, J., Panjaburee, P.: Effects of online learning with matching learning styles and preferred digital media types on university students’ perceptions. In: 2017 6th IIAI International Congress on Advanced Applied Informatics (IIAI-AAI), pp. 552–555. IEEE (2017)
145.
Zurück zum Zitat Tlili, A., Denden, M., Essalmi, F., Jemni, M., Chen, N.S., Huang, R.: Does providing a personalized educational game based on personality matter? A case study. IEEE Access 7, 119566–119575 (2019)CrossRef Tlili, A., Denden, M., Essalmi, F., Jemni, M., Chen, N.S., Huang, R.: Does providing a personalized educational game based on personality matter? A case study. IEEE Access 7, 119566–119575 (2019)CrossRef
146.
Zurück zum Zitat Tortorella, R.A., Graf, S.: Considering learning styles and context-awareness for mobile adaptive learning. Educ. Inf. Technol. 22(1), 297–315 (2017)CrossRef Tortorella, R.A., Graf, S.: Considering learning styles and context-awareness for mobile adaptive learning. Educ. Inf. Technol. 22(1), 297–315 (2017)CrossRef
147.
Zurück zum Zitat Truong, H.M.: Integrating learning styles and adaptive e-learning system: current developments, problems and opportunities. Comput. Hum. Behav. 55, 1185–1193 (2016)CrossRef Truong, H.M.: Integrating learning styles and adaptive e-learning system: current developments, problems and opportunities. Comput. Hum. Behav. 55, 1185–1193 (2016)CrossRef
148.
Zurück zum Zitat US Department of Education: Office of Educational Technology: National Education Technology Plan Update. US Department of Education, Washington (2017) US Department of Education: Office of Educational Technology: National Education Technology Plan Update. US Department of Education, Washington (2017)
149.
Zurück zum Zitat Vesin, B., Klašnja-Milićević, A., Ivanović, M., Budimac, Z.: Applying recommender systems and adaptive hypermedia for e-Learning personalizatio. Comput. Inform. 32(3), 629–659 (2013) Vesin, B., Klašnja-Milićević, A., Ivanović, M., Budimac, Z.: Applying recommender systems and adaptive hypermedia for e-Learning personalizatio. Comput. Inform. 32(3), 629–659 (2013)
150.
Zurück zum Zitat Wanapu, S., Fung, C.C., Kerdprasop, N., Chamnongsri, N., Niwattanakul, S.: An investigation on the correlation of learner styles and learning objects characteristics in a proposed learning objects management model (LOMM). Educ. Inf. Technol. 21(5), 1113–1134 (2016)CrossRef Wanapu, S., Fung, C.C., Kerdprasop, N., Chamnongsri, N., Niwattanakul, S.: An investigation on the correlation of learner styles and learning objects characteristics in a proposed learning objects management model (LOMM). Educ. Inf. Technol. 21(5), 1113–1134 (2016)CrossRef
151.
Zurück zum Zitat Wang, T.I., Wang, K.T., Huang, Y.M.: Using a style-based ant colony system for adaptive learning. Expert Syst. Appl. 34(4), 2449–2464 (2008)CrossRef Wang, T.I., Wang, K.T., Huang, Y.M.: Using a style-based ant colony system for adaptive learning. Expert Syst. Appl. 34(4), 2449–2464 (2008)CrossRef
152.
Zurück zum Zitat Weibelzahl, S:. Evaluation of adaptive systems. In: International Conference on User Modeling, pp. 292–294. Springer, Berlin (2001) Weibelzahl, S:. Evaluation of adaptive systems. In: International Conference on User Modeling, pp. 292–294. Springer, Berlin (2001)
153.
Zurück zum Zitat Wu, C.H., Tzeng, Y.L., Huang, Y.M.: Understanding the relationship between physiological signals and digital game-based learning outcome. J. Comput. Educ. 1(1), 81–97 (2014)CrossRef Wu, C.H., Tzeng, Y.L., Huang, Y.M.: Understanding the relationship between physiological signals and digital game-based learning outcome. J. Comput. Educ. 1(1), 81–97 (2014)CrossRef
154.
Zurück zum Zitat Wu, C.H., Tzeng, Y.L., Kuo, B.C., Tzeng, G.H.: Integration of affective computing techniques and soft computing for developing a human affective recognition system for U-learning systems. Int. J. Mob. Learn. Organ. 8(1), 50–66 (2014)CrossRef Wu, C.H., Tzeng, Y.L., Kuo, B.C., Tzeng, G.H.: Integration of affective computing techniques and soft computing for developing a human affective recognition system for U-learning systems. Int. J. Mob. Learn. Organ. 8(1), 50–66 (2014)CrossRef
155.
Zurück zum Zitat Wu, G.F., Li, S.Q., Tang, H.R.: Design and application of remote-learner’s affective testing in human–computer interaction. Open Cybern. Syst. J. 9, 1762–1768 (2015)CrossRef Wu, G.F., Li, S.Q., Tang, H.R.: Design and application of remote-learner’s affective testing in human–computer interaction. Open Cybern. Syst. J. 9, 1762–1768 (2015)CrossRef
156.
Zurück zum Zitat Xie, H., Zou, D., Zhang, R., Wang, M., Kwan, R.: Personalized word learning for university students: a profile-based method for e-learning systems. J. Comput. High. Educ. 31, 1–17 (2019)CrossRef Xie, H., Zou, D., Zhang, R., Wang, M., Kwan, R.: Personalized word learning for university students: a profile-based method for e-learning systems. J. Comput. High. Educ. 31, 1–17 (2019)CrossRef
157.
Zurück zum Zitat Yang, J., Huang, Z.X., Gao, Y.X., Liu, H.T.: Dynamic learning style prediction method based on a pattern recognition technique. IEEE Trans. Learn. Technol. 7(2), 165–177 (2014)CrossRef Yang, J., Huang, Z.X., Gao, Y.X., Liu, H.T.: Dynamic learning style prediction method based on a pattern recognition technique. IEEE Trans. Learn. Technol. 7(2), 165–177 (2014)CrossRef
158.
Zurück zum Zitat Yang, T.C., Hwang, G.J., Yang, S.J.H.: Development of an adaptive learning system with multiple perspectives based on students’ learning styles and cognitive styles. Educ. Technol. Soc. 16(4), 185–200 (2013) Yang, T.C., Hwang, G.J., Yang, S.J.H.: Development of an adaptive learning system with multiple perspectives based on students’ learning styles and cognitive styles. Educ. Technol. Soc. 16(4), 185–200 (2013)
159.
Zurück zum Zitat Yarandi, M., Jahankhani, H., Tawil, A.R.H.: A personalized adaptive e-learning approach based on semantic web technology. Webology 10(2), 110 (2013) Yarandi, M., Jahankhani, H., Tawil, A.R.H.: A personalized adaptive e-learning approach based on semantic web technology. Webology 10(2), 110 (2013)
160.
Zurück zum Zitat Yih, J.M., Lin, Y.H.: Concept structure based on response pattern detection of SP chart with application in algebra learning. Learning 100(8), 847–856 (2010) Yih, J.M., Lin, Y.H.: Concept structure based on response pattern detection of SP chart with application in algebra learning. Learning 100(8), 847–856 (2010)
161.
Zurück zum Zitat Yung, C.P., Tien, D.T.K., Al-Obaidi, A.S.M.: Delivering holistic education using engineering curriculum through personalized learning, pedagogy, technology and space. J. Eng. Sci. Technol. 11, 27–45 (2016) Yung, C.P., Tien, D.T.K., Al-Obaidi, A.S.M.: Delivering holistic education using engineering curriculum through personalized learning, pedagogy, technology and space. J. Eng. Sci. Technol. 11, 27–45 (2016)
162.
Zurück zum Zitat Zeng, R., Wang, Y.Y.: Research of personalized Web-based intelligent collaborative learning. J. Softw. 7(4), 904–912 (2012)CrossRef Zeng, R., Wang, Y.Y.: Research of personalized Web-based intelligent collaborative learning. J. Softw. 7(4), 904–912 (2012)CrossRef
163.
Zurück zum Zitat Zhang, H.: Accommodating different learning styles in the teaching of economics: with emphasis on Fleming and Mills’s sensory-based learning style typology. Appl. Econ. Finance 4(1), 72–83 (2016)CrossRef Zhang, H.: Accommodating different learning styles in the teaching of economics: with emphasis on Fleming and Mills’s sensory-based learning style typology. Appl. Econ. Finance 4(1), 72–83 (2016)CrossRef
Metadaten
Titel
Individual differences and personalized learning: a review and appraisal
verfasst von
Sherry Y. Chen
Jen-Han Wang
Publikationsdatum
14.08.2020
Verlag
Springer Berlin Heidelberg
Erschienen in
Universal Access in the Information Society / Ausgabe 4/2021
Print ISSN: 1615-5289
Elektronische ISSN: 1615-5297
DOI
https://doi.org/10.1007/s10209-020-00753-4

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