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題名 Creating individualized learning paths for self-regulated online learners: An ontology-driven approach
作者 Chi, Y.-L.;Chen, T.-Y.;Tsai, Wan Ting
貢獻者 資管系
關鍵詞 Curricula; Experiments; Learning systems; Ontology; Semantics; Structural design; Individualized learning; Knowledge structures; Learning management system; Learning materials; Learning paths; Mathematics curricula; Self-regulated learning; Teaching activities; E-learning
日期 2014-06
上傳時間 15-Jun-2015 16:08:32 (UTC+8)
摘要 This study extends the ontology-supported modeling of prior studies in learning path personalization to an ontology-driven modeling approach to create a mechanism of online learning path adaptivity. This mechanism is especially applicable for self-regulated learners such as those in flipped learning context. The proposed ontology modeling is based on a conceptualization of education being the function of the triplet of knowledge structure (guide), knowledge content (material), and instruction (teaching). In addition, this study defines cognitive learning as the mapping of the learner`s personal knowledge structure to the domain knowledge structure. Furthermore, online learning is viewed as the interaction between the learning management system and the learner. With these conceptualizations, a domain ontology is constructed based on the Common Core State Standards (CCSS) for Mathematics curriculum guide; and a task ontology is constructed to model the problem of learning path adaptivity by including the teaching activity, learning material, and the learner classes. In the case experiment, the Protégé tool is used to construct the ontologies and the semantic rules. The experiment results show that the created mechanism of ontological learning path adaptivity has successfully guided the learner to pre-requisite learning activities and learning objects for remedial learning when current learning activities result in unsatisfactory assessment results. © 2014 Springer International Publishing.
關聯 Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Volume 8528 LNCS, 2014, Pages 546-555, 6th International Conference on Cross-Cultural Design, CCD 2014 - Held as Part of 16th International Conference on Human-Computer Interaction, HCI International 2014; Heraklion, Crete; Greece; 22 June 2014 到 27 June 2014; 代碼 105935
資料類型 conference
DOI http://dx.doi.org/10.1007/978-3-319-07308-8_52
dc.contributor 資管系
dc.creator (作者) Chi, Y.-L.;Chen, T.-Y.;Tsai, Wan Ting
dc.date (日期) 2014-06
dc.date.accessioned 15-Jun-2015 16:08:32 (UTC+8)-
dc.date.available 15-Jun-2015 16:08:32 (UTC+8)-
dc.date.issued (上傳時間) 15-Jun-2015 16:08:32 (UTC+8)-
dc.identifier.uri (URI) http://nccur.lib.nccu.edu.tw/handle/140.119/75797-
dc.description.abstract (摘要) This study extends the ontology-supported modeling of prior studies in learning path personalization to an ontology-driven modeling approach to create a mechanism of online learning path adaptivity. This mechanism is especially applicable for self-regulated learners such as those in flipped learning context. The proposed ontology modeling is based on a conceptualization of education being the function of the triplet of knowledge structure (guide), knowledge content (material), and instruction (teaching). In addition, this study defines cognitive learning as the mapping of the learner`s personal knowledge structure to the domain knowledge structure. Furthermore, online learning is viewed as the interaction between the learning management system and the learner. With these conceptualizations, a domain ontology is constructed based on the Common Core State Standards (CCSS) for Mathematics curriculum guide; and a task ontology is constructed to model the problem of learning path adaptivity by including the teaching activity, learning material, and the learner classes. In the case experiment, the Protégé tool is used to construct the ontologies and the semantic rules. The experiment results show that the created mechanism of ontological learning path adaptivity has successfully guided the learner to pre-requisite learning activities and learning objects for remedial learning when current learning activities result in unsatisfactory assessment results. © 2014 Springer International Publishing.
dc.format.extent 176 bytes-
dc.format.mimetype text/html-
dc.relation (關聯) Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Volume 8528 LNCS, 2014, Pages 546-555, 6th International Conference on Cross-Cultural Design, CCD 2014 - Held as Part of 16th International Conference on Human-Computer Interaction, HCI International 2014; Heraklion, Crete; Greece; 22 June 2014 到 27 June 2014; 代碼 105935
dc.subject (關鍵詞) Curricula; Experiments; Learning systems; Ontology; Semantics; Structural design; Individualized learning; Knowledge structures; Learning management system; Learning materials; Learning paths; Mathematics curricula; Self-regulated learning; Teaching activities; E-learning
dc.title (題名) Creating individualized learning paths for self-regulated online learners: An ontology-driven approach
dc.type (資料類型) conferenceen
dc.identifier.doi (DOI) 10.1007/978-3-319-07308-8_52
dc.doi.uri (DOI) http://dx.doi.org/10.1007/978-3-319-07308-8_52