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The Semantically Rich Learning Environments: A Systematic Literature Review | ||
| International Journal of Digital Content Management | ||
| مقاله 7، دوره 2، شماره 2، فروردین 2021، صفحه 99-125 اصل مقاله (738.19 K) | ||
| نوع مقاله: Original Article | ||
| شناسه دیجیتال (DOI): 10.22054/dcm.2021.13067 | ||
| نویسندگان | ||
| Hamidreza Rostami* 1؛ Shaban Elahi1؛ Ali Moeini1؛ Alireza Hassanzadeh2 | ||
| 1Department of Information Technology Management, Tarbiat Modares University, Tehran, Iran | ||
| 2Department of Information Technology Management, Tarbiat Modares **** University, Tehran, Iran | ||
| چکیده | ||
| Purpose: The research is intended to extract repetitive themes in the field of semantic-rich learning and to express the basic opportunities and challenges therein. Method: The method applied was to review the articles published in the WOS database, during the years 2000 to 2020 by using the paradigm funnel technique; moreover the Nvivo software was used for document analysis and theme extraction. Findings: In the study, it was found that establishing access to appropriate educational content, proper analysis and representation of knowledge, human capabilities enhancement, personalization of learning, and improving the quality of assessment, are the most important positive effects of using STs in learning; Also, in this study, nine themes and seven major challenges in the field of semantic-rich learning were identified. Conclusion: personalization and adaptation, and the development of various ontologies, are the most cited themes; and access to learning content and concerns about the design and development of learning systems are the most important challenges facing semantic-rich learning environments. We believe that in order to overcome the enumerated challenges, the combination of STs with other emerging cognitive and communication technologies, such as IoT, is necessary and could be the subject of future research in this field. | ||
| کلیدواژهها | ||
| Semantic technology؛ e-Learning؛ Educational semantic technology؛ Semantic Web؛ Ontology | ||
| مراجع | ||
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Abbas, M. A., Ahmad, W. F. W., & Kalid, K. S. (2014). Semantic Web Technologies for Pre-School Cognitive Skills Tutoring System. Journal of Information Science and Engineering, 30(3), 835-851. Retrieved from <Go to ISI>://WOS:000340075300018 Akin, N. T. A., & Gokturk, M. (2019). Comparison of the Theory of Mind Tests on the Paper, 2D Touch Screen and Augmented Reality Environments on the Students With Neurodevelopmental Disorders. IEEE Access, 7, 52390-52404. doi:10.1109/access.2019.2902836 Anshari, M., Alas, Y., & Guan, L. S. (2015). Pervasive Knowledge, Social Networks, and Cloud Computing: E-Learning 2.0. Eurasia Journal of Mathematics Science and Technology Education, 11(5), 909-921. Retrieved from <Go to ISI>://WOS:000366174600001 Aroyo, L., & Dicheva, D. (2004). The new challenges for e-learning: The Educational Semantic Web. Educational Technology & Society, 7(4), 59-69. Retrieved from <Go to ISI>://WOS:000224855500005 Aroyo, L., Dolog, P., Houben, G. J., Kravcik, M., Naeve, A., Nilsson, M., & Wild, F. (2006). Interoperability in personalized adaptive learning. Educational Technology & Society, 9(2), 4-18. Retrieved from <Go to ISI>://WOS:000238974000002 Bajenaru, L., Smeureanu, I., & Balog, A. (2016). An Ontology-Based E-Learning Framework for Healthcare Human Resource Management. Studies in Informatics and Control, 25(1), 99-108. Retrieved from <Go to ISI>://WOS:000372945700011 Baldoni, M., Baroglio, C., Brunkhorst, I., Henze, N., Marengo, E., & Patti, V. (2011). Constraint modeling for curriculum planning and validation. Interactive Learning Environments, 19(1), 81- 123. doi:10.1080/10494820.2011.528893 Berthon, P., Nairn, A., & Money, A. (2003). Through the Paradigm Funnel: A Conceptual Tool for Literature Analysis (Vol. 13). Borges, P. R. S., & Silveira, I. F. (2019). Adding and Segmenting Educational Videos: Experiences of Teacher Users in an Educational Portal. IEEE Access, 7, 87996-88011. doi:10.1109/access.2019.2924946 Canales-Cruz, A., Sanchez-Arias, V. G., Cervantes-Perez, F., & Peredo-Valderrama, R. (2009). Multi-agent system for the 119The semantically rich learning environments … making of intelligence and interactive decisions wit hin the learner's learning process in a web-based education environment. Journal of Applied Research and Technology, 7(3), 310-322. Retrieved from <Go to ISI>://WOS:000272541300005 Caravantes, A., & Galan, R. (2011). Generic Educational Knowledge Representation for Adaptive and Cognitive Systems. Educational Technology & Society, 14(3), 252-266. Retrieved from <Go to ISI>://WOS:000294410900021 Carmichael, P. (2011). RESEARCH CAPACITY BUILDING IN EDUCATION: THE ROLE OF DIGITAL ARCHIVES. British Journal of Educational Studies, 59(3), 323-339. doi:10.1080/00071005.2011.599788 Carmichael, P., & Jordan, K. (2012). Semantic web technologies for education - time for a 'turn to practice'? INTRODUCTION. Technology Pedagogy and Education, 21(2), 153-169. doi:10.1080/1475939x.2012.696788 Carmichael, P., & Tscholl, M. (2013). Cases, simulacra, and Semantic Web technologies. Journal of Computer Assisted Learning, 29(1), 31-42. doi:10.1111/j.1365-2729.2011.00459.x Castellanos-Nieves, D., Fernandez-Breis, J. T., Valencia-Garcia, R., Martinez-Bejar, R., & Iniesta-Moreno, M. (2011). Semantic Web Technologies for supporting learning assessment. Information Sciences, 181(9), 1517-1537. doi:10.1016/j.ins.2011.01.010 Chang, C. J., Tseng, J. M., & Liu, C. C. (2013). The effect of semantic technologies on the exploration of the web of knowledge by female and male users. Electronic Library, 31(3), 376-398. doi:10.1108/el-08-2011-0122 Chi, Y. L. (2009). Ontology-based curriculum content sequencing system with semantic rules. Expert Systems with Applications, 36(4), 7838-7847. doi:10.1016/j.eswa.2008.11.048 Coccoli, M., & Torre, I. (2014). Interacting with annotated objects in a Semantic Web of Things application. Journal of Visual Languages and Computing, 25(6), 1012-1020. doi:10.1016/j.jvlc.2014.09.008 Cuong, N. D. H., Arch-Int, N., & Arch-Int, S. (2018). FUSE: A Fuzzy-Semantic Framework for Personalizing Learning Recommendations. International Journal of Information International Journal of Digital Content Management / Vol. 2, No. 2, Winter & Spring 2021120 Technology & Decision Making, 17(4), 1173-1201. doi:10.1142/s0219622018500220 Dagiene, V., Gudoniene, D., & Burbaite, R. (2015). Semantic Web Technologies for e-Learning: Models and Implementation. Informatica, 26(2), 221-240. doi:10.15388/Informatica.2015.46 Dascalu, M. I., Bodea, C. N., Mihailescu, M. N., Tanase, E. A., & de Pablos, P. O. (2016). Educational recommender systems and their application in lifelong learning. Behaviour & Information Technology, 35(4), 290-297. doi:10.1080/0144929x.2015.1128977 Dascalu, M. I., Bodea, C. N., Tesila, B., Moldoveanu, A., & de Pablos, P. O. (2017). How social and semantic technologies can sustain employability through knowledge development and positive behavioral changes. Computers in Human Behavior, 70, 507-517. doi:10.1016/j.chb.2017.01.026 Devedzic, V. B. (2003). Key issues in next-generation Web-based education. Ieee Transactions on Systems Man and Cybernetics Part C-Applications and Reviews, 33(3), 339-349. doi:10.1109/tsmcc.2003.817361 Dietze, S., Kaldoudi, E., Dovrolis, N., Giordano, D., Spampinato, C., Hendrix, M., . . . Yu, H. Q. (2013). Socio-semantic Integration of Educational Resources - the Case of the mEducator Project. Journal of Universal Computer Science, 19(11), 1543-1569. Retrieved from <Go to ISI>://WOS:000327375100004 Dietze, S., Sanchez-Alonso, S., Ebner, H., Yu, H. Q., Giordano, D., Marenzi, I., & Nunes, B. P. (2013). Interlinking educational resources and the web of data A survey of challenges and approaches. Program-Electronic Library and Information Systems, 47(1), 60-91. doi:10.1108/00330331211296312 Dzbor, M., Stutt, A., Motta, E., & Collins, T. (2007). Representations for semantic learning webs: Semantic Web technology in learning support. Journal of Computer Assisted Learning, 23(1), 69-82. doi:10.1111/j.1365-2729.2007.00202.x Edwards, R., & Carmichael, P. (2012). Secret codes: the hidden curriculum of semantic web technologies. Discourse-Studies in the Cultural Politics of Education, 33(4), 575-590. doi:10.1080/01596306.2012.692963 Fernandez-Breis, J. T., Castellanos-Nieves, D., Hernandez-Franco, J., Soler-Segovia, C., Robles-Redondo, M. D., Gonzalez-Martinez, 121The semantically rich learning environments … R., & Prendes-Espinosa, M. P. (2012). A semantic platform for the management of the educative curriculum. Expert Systems with Applications, 39(5), 6011-6019. doi:10.1016/j.eswa.2011.11.123 Friesen, N., & Anderson, T. (2004). Interaction for lifelong learning. British Journal of Educational Technology, 35(6), 679-687. doi:10.1111/j.1467-8535.2004.00426.x Gaeta, M., Mangione, G. R., Orciuoli, F., & Salerno, S. (2013). Ambient e-Learning: a metacognitive approach. Journal of Ambient Intelligence and Humanized Computing, 4(1), 141-154. doi:10.1007/s12652-012-0111-5 Gasevic, D., Zouaq, A., Torniai, C., Jovanovic, J., & Hatala, M. (2011). An Approach to Folksonomy-Based Ontology Maintenance for Learning Environments. Ieee Transactions on Learning Technologies, 4(4), 301-314. doi:10.1109/tlt.2011.21 Halimi, K., & Seridi-Bouchelaghem, H. (2019). A Web3.0-based Intelligent Learning System Supporting Education in the 21st Century. Journal of Universal Computer Science, 25(10), 1373- 1393. Retrieved from <Go to ISI>://WOS:000499089000009 Halimi, K., Seridi-Bouchelaghem, H., & Faron-Zucker, C. (2014). An enhanced personal learning environment using social semantic web technologies. Interactive Learning Environments, 22(2), 165-187. doi:10.1080/10494820.2013.788032 Harchay, A., Cheniti-Belcadhi, L., & Braham, R. (2015). A Context- aware Approach for Personalized Mobile Self-Assessment. Journal of Universal Computer Science, 21(8), 1061-1085. Retrieved from <Go to ISI>://WOS:000365385300005 Henze, N., Dolog, P., & Nejdl, W. (2004). Reasoning and ontologies for personalized e-Learning in the semantic web. Educational Technology & Society, 7(4), 82-97. Retrieved from <Go to ISI>://WOS:000224855500007 Iatrellis, O., Kameas, A., & Fitsilis, P. (2019). EDUC8 ontology: semantic modeling of multi-facet learning pathways. Education and Information Technologies, 24(4), 2371-2390. doi:10.1007/s10639-019-09877-4 Jeremic, Z., Jovanovic, J., & Gasevic, D. (2013). Personal learning environments on the Social Semantic Web. Semantic Web, 4(1), 23-51. doi:10.3233/sw-2012-0058 International Journal of Digital Content Management / Vol. 2, No. 2, Winter & Spring 2021122 Jia, B. X., Huang, X., & Jiao, S. (2018). Application of Semantic Similarity Calculation Based on Knowledge Graph for Personalized Study Recommendation Service. Educational Sciences-Theory & Practice, 18(6), 2958-2966. doi:10.12738/estp.2018.6.195 Jovanovic, J., Gasevic, D., Torniai, C., Bateman, S., & Hatala, M. (2009). The Social Semantic Web in Intelligent Learning Environments: state of the art and future challenges. Interactive Learning Environments, 17(4), 273-309. doi:10.1080/10494820903195140 Kim, P., Ng, C. K., & Lim, G. (2010). When cloud computing meets with Semantic Web: A new design for e-portfolio systems in the social media era. British Journal of Educational Technology, 41(6), 1018-1028. doi:10.1111/j.1467-8535.2010.01055.x Kim, Y., Jung, S., Ji, S., Hwang, E., & Rho, S. (2019). IoT-based personalized NIE content recommendation system. Multimedia Tools and Applications, 78(3), 3009-3043. doi:10.1007/s11042- 018-5610-8 Kohlhase, A., & Kohlhase, M. (2008). Semantic knowledge management for education. Proceedings of the IEEE, 96(6), 970-989. doi:10.1109/jproc.2008.921606 Lafuente, M. (2017). Getting looped in to the web: characterizing learning processes and educational responses. Interactive Learning Environments, 25(1), 72-84. doi:10.1080/10494820.2015.1116014 Lozano, E., Gracia, J., Corcho, O., Noble, R. A., & Gomez-Perez, A. (2015). Problem-based learning supported by semantic techniques. Interactive Learning Environments, 23(1), 37-54. doi:10.1080/10494820.2012.745431 Martinez-Garcia, A., & Corti, L. (2012). Supporting student research with semantic technologies and digital archives. Technology Pedagogy and Education, 21(2), 273-288. doi:10.1080/1475939x.2012.704320 Martinez-Garcia, A., Morris, S., Tscholl, M., Tracy, F., & Carmichael, P. (2012). Case-Based Learning, Pedagogical Innovation, and Semantic Web Technologies. Ieee Transactions on Learning Technologies, 5(2), 104-116. doi:10.1109/tlt.2011.34 Moreale, E., & Vargas-Vera, M. (2004). Semantic services in e- Learning: an argumentation case study. Educational Technology 123The semantically rich learning environments … & Society, 7(4), 112-128. Retrieved from <Go to ISI>://WOS:000224855500009 Nguyen, C. D. H., Arch-Int, N., & Arch-Int, S. (2017). SEMAG: A NOVEL SEMANTIC-AGENT LEARNING RECOMMENDATION MECHANISM FOR ENHANCING LEARNER-SYSTEM INTERACTION. Computing and Informatics, 36(6), 1312-1334. doi:10.4149/cai_2017_6_1312 Ounnas, A., Davis, H. C., & Millard, D. E. (2009). A Framework for Semantic Group Formation in Education. Educational Technology & Society, 12(4), 43-55. Retrieved from <Go to ISI>://WOS:000271028400005 Pattuelli, M. C. (2011). Modeling a Domain Ontology for Cultural Heritage Resources: A User-Centered Approach. Journal of the American Society for Information Science and Technology, 62(2), 314-342. doi:10.1002/asi.21453 Pereira, C. K., Siqueira, S. W. M., Nunes, B. P., & Dietze, S. (2018). Linked Data in Education: A Survey and a Synthesis of Actual Research and Future Challenges. Ieee Transactions on Learning Technologies, 11(3), 400-412. doi:10.1109/tlt.2017.2787659 Piedra, N., Chicaiza, J., Lopez, J., & Tovar, E. (2015). Seeking Open Educational Resources to Compose Massive Open Online Courses in Engineering Education An Approach Based on Linked Open Data. Journal of Universal Computer Science, 21(5), 679-711. Retrieved from <Go to ISI>://WOS:000358988400004 Poore, M. (2014). The Next G Web. Discernment, meaning-making, and the implications of Web 3.0 for education. Technology Pedagogy and Education, 23(2), 167-180. doi:10.1080/1475939x.2013.802992 Poulovassilis, A., Selmer, P., & Wood, P. T. (2012). Flexible Querying of Lifelong Learner Metadata. Ieee Transactions on Learning Technologies, 5(2), 117-129. doi:10.1109/tlt.2011.38 Raju, P., & Ahmed, V. (2012). Enabling technologies for developing next-generation learning object repository for construction. Automation in Construction, 22, 247-257. doi:10.1016/j.autcon.2011.07.008 Rani, M., Nayak, R., & Vyas, O. P. (2015). An ontology-based adaptive personalized e-learning system, assisted by software International Journal of Digital Content Management / Vol. 2, No. 2, Winter & Spring 2021124 agents on cloud storage. Knowledge-Based Systems, 90, 33-48. doi:10.1016/j.knosys.2015.10.002 Rodriguez, A. C., Gago, J. M. S., Rifon, L. E. A., & Rodriguez, R. P. (2015). A Recommender System for Non-traditional Educational Resources: A Semantic Approach. Journal of Universal Computer Science, 21(2), 306-325. Retrieved from <Go to ISI>://WOS:000352143200007 Romero, L., North, M., Gutierrez, M., & Caliusco, L. (2015). Pedagogically-Driven Ontology Network for Conceptualizing the e-Learning Assessment Domain. Educational Technology & Society, 18(4), 312-330. Retrieved from <Go to ISI>://WOS:000362516300024 Romero, L., Saucedo, C., Caliusco, M. L., & Gutierrez, M. (2019). Supporting self-regulated learning and personalization using ePortfolios: a semantic approach based on learning path. International Journal of Educational Technology in Higher Education, 16, 16. doi:10.1186/s41239-019-0146-1 Rouse, M. (2017). DEFINITION semantic technology. Retrieved from https://searchdatamanagement.techtarget.com/definition/semanti c-technology Sanchez-Vera, M. D., Fernandez-Breis, J. T., Castellanos-Nieves, D., Frutos-Morales, F., & Prendes-Espinosa, M. P. (2012). Semantic Web technologies for generating feedback in online assessment environments. Knowledge-Based Systems, 33, 152-165. doi:10.1016/j.knosys.2012.03.010 Shabajee, P., McBride, B., Steer, D., & Reynolds, D. (2006). A prototype Semantic Web-based digital content exchange for schools in Singapore. British Journal of Educational Technology, 37(3), 461-477. doi:10.1111/j.1467- 8535.2006.00616.x Tovar, E., Piedra, N., Chicaiza, J., Lopez, J., & Martinez-Bonastre, O. (2012). OER Development and Promotion. Outcomes of an International Research Project on the OpenCourseWare Model. Journal of Universal Computer Science, 18(1), 123-141. Retrieved from <Go to ISI>://WOS:000301282200008 Tracy, F., & Jordan, K. (2012). Students as designers of semantic web applications. Technology Pedagogy and Education, 21(2), 171- 188. doi:10.1080/1475939x.2012.696789 125The semantically rich learning environments … Vesin, B., Klasnja-Milicevic, A., Ivanovic, M., & Budimac, Z. (2013). APPLYING RECOMMENDER SYSTEMS AND ADAPTIVE HYPERMEDIA FOR E-LEARNING PERSONALIZATION. Computing and Informatics, 32(3), 629-659. Retrieved from <Go to ISI>://WOS:000321677400009 Wang, H. C., & Huang, T. H. (2013). Personalized e-learning environment for bioinformatics. Interactive Learning Environments, 21(1), 18-38. doi:10.1080/10494820.2010.542759 Wang, S. H., & Wang, H. (2012). Organizational schemata of e- portfolios for fostering higher-order thinking. Information Systems Frontiers, 14(2), 395-407. doi:10.1007/s10796-010- 9262-0 Zablith, F., Fernandez, M., & Rowe, M. (2015). Production and consumption of university Linked Data. Interactive Learning Environments, 23(1), 55-78. doi:10.1080/10494820.2012.745428 | ||
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