Investigating Learning Type in Online Problem-Based Learning: Applying Learning Analysis Techniques |
Lee, Sunghye
(KAIST 과학영재교육연구원)
Choi, Kyoungae (중부대학교) Park, Minseo (KAIST 과학영재교육연구원) Han, Jeongyun (서울대학교 스마트 휴머니티 융합 사업단) |
1 | Dutt, A., Ismail, M.A., & Herawan, T. (2017). A systematic review on educational data mining. IEEE Access, 5 (2017), 15991-16005. DOI |
2 | Berland, M., Martin, T., Benton, T., Smith, C. P., & Davis, D. (2013). Using Learning Analytics to Understand the Learning Pathways of Novice Programmers. Journal of the Learning Sciences, 22(4), 564-599. DOI |
3 | Hastie, T., Tibshirani, R., Friedman, J., &Franklin, J. (2005). The elements of statistical learning: data mining, inference and prediction. The Mathematical Intelligencer, 27(2), 83-85. |
4 | Langfelder, P., Zhang, B., &Horvath, S. (2007). Defining clusters from a hierarchical cluster tree: the dynamic tree cut package for R. Bioinformatics, 24(5), 719-720. DOI |
5 | 한정윤.이성혜 (2019). 온라인 소프트웨어 교육에서 학습자의 자기조절학습 관련 특성에 기반한 온라인 학습 유형 분석: 계층적 군집 분석 기법을 활용하여. 컴퓨터교육학회 논문지, 22(5), 51-65. |
6 | Cho, M. &You, J. S. (2017). Exploring online students' self-regulated learning with self-reported surveys and log files: a data mining approach. Interactive Learning Environment, 25(8), 970-982. DOI |
7 | Hair, J. F., &Black, W. C. (2000). Cluster analysis. In L. G. Grim & P. R. Yarnold (Eds.), Reading and Understanding More Multivariate Statistics. (pp. 147-205). Washington, DC: Psychological Association. |
8 | Ward, J. H. (1968). Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association, 58, 236-244. DOI |
9 | You, J. W. (2015). Examining the effect of academic procrastination on achievement using LMS data in e-learning. Educational Technology & Society, 18(3), 124-134. |
10 | Antonenko, P. D., Toy, S., &Niederhauser, D. S. (2012). Using cluster analysis for data mining in educational technology research. Educational Technology Research and Development, 60(3), 383-398. DOI |
11 | Barrows, H. S., &Tamblyn, R. M. (1980). Problem based learning: An approach to medical education. New York: Springer Publishing Company. |
12 | 조연순 (2006). 문제중심학습의 이론과 실제. 서울: 학지사 |
13 | Fogarty, R. (1997). Problem-based learning & other curriculum models for the multiple intelligences classroom. Arlington eights. IL: IRI SkyLight. |
14 | Yeo, J. (2015). Building theory-practice nexus in pre-service physics teacher education through problem-based learning. Walker, A., Leary, H., Hmelo-Silver, C.E. & Ertmer, P.A. (Ed.) Essential readings in Problem Based Learning. Purdue University Press. West Lafayette, Indiana. |
15 | 장경원 (2006). 온라인 PBL에서 학습자들의 문제해결 활동 특성 분석. 교육정보미디어연구, 12(3), 33-63. |
16 | Schmidt, H. G., Rotgans, J. I., &Yew, E H. (2011). The process of problem‐based learning: what works and why. Medical Education 45, 792-806. DOI |
17 | 강미량 (2003). PBL이 아동의 사회도덕성에 미치는 영향. 강인애 (편). PBL의 이론과 실제. 175-220. 서울: 문음사[11] |
18 | 최희정 (2004). 문제중심학습이 간호학생의 비판적 사고, 메타인지 및 문제해결과정에 미치는 영향. 대한간호학회지, 34(5), 712-721. DOI |
19 | 이정미 (2013). 문헌정보학 교육에서 문제기반 학습법 적용이 자기조절학습능력 향상에 미치는 효과. 한국문헌정보학회지, 47(4), 103-124. DOI |
20 | Atan, H., Sulaiman, F. &Idrus, R. M.(2005). The effectiveness of problem-based learning in the web-based environment for the delivery of an undergraduate physics course. International Education Journal, 6(4), 430-437. |
21 | 김경현.정미경.최운필 (2005). 웹 기반 문제중심학습 프로그램 개발과 학업성취에 미치는 효과분석. 한국정보교육학회, 9(1), 1-14. |
22 | 성은모.최욱 (2006). 인터넷 활용 문제중심 탐구학습이 학습자들의 탐구능력, 학업성취도 및 파지에 미치는 효과. 교육정보미디어연구, 12(2), 129-159. |
23 | Uribe, D., Klein, J. D. &Sullivan, H. (2003). The effect of computer-mediated collaborative learning on solving ill-defined problems. Educational Technology, Research and Development, 51(1), 5-19. DOI |
24 | Lee, S., Chae, Y., &Choi K. (2019). Learners' perceptions and experiences of using e-textbooks in online learning environment. Educational Technology International, 20(2), 195-221. |
25 | 이인경 (1997). 강의기반 학습과 문제기반 학습에 있어서의 학습전략에 관한 연구. 교육공학연구, 13(2), 241-261. |
26 | Siemens, G., &Long, P. (2011). Penetrating the fog-analytics in learning and education. Educause Review, 46(5), 30-32. |
27 | Juhanak, L., Zounek, J., &Rohlikova, L. (2019). Using process mining to analyze students' quiz-taking behavior patterns in a learning management system. Computers in Human Behavior, 92, 496-506. DOI |
28 | Barrows, H.S., &Myers, A. C. (1993). Problem based learning in secondary schools. Unpublished monograph. Springfield, IL: Problem Based Learning Institute. Lanphier High School and Southern Illinois University Medical School. |
29 | 홍기칠 (2009). 자기주도학습력 수준에 따른 문제중심학습의 효과. 사고개발, 5(2), 25-48. |
30 | Papamitsiou, Z., &Economides, A. (2014). Learning analytics and educational data mining in practice: A systematic literature review of empirical evidence. Educational Technology & Society, 17(4), 49-64. |
31 | Kuo, Y., Luo, J., &Brielmaier, J. (2015). Investigating students' use of lecture videos in online courses: A case study for understanding learning behaviors via data mining. Advances in Web-Based Learning-ICWL 2015, 231-237. |
32 | Shimada, A., Okubo, F., Yin, C., Terai, M., Kentaro, K., Yamada, M., &Ogata, H. (2015). Analysis of preview behavior in e-Book system. Workshop Proceedings of the 23rd International Conference on Computers in Education, ICCE 2015, 593-600. |
33 | Jovanovic, J., Gasevic, D., Dawson, S., Pardo, A., &Mirriahi, N. (2017). Learning Analytics to Unveil Learning Strategies in a Flipped Classroom. The Internet and Higher Education, 33, 74-85. DOI |
34 | Blikstein, P., Worsley, M., Piech, C., Sahami, M., Cooper, S., & Koller, D. (2014). Programming pluralism: using learning analytics to detect patterns in the Learning of Computer Programming. Journal of the Learning Sciences, 23(4), 561-599. DOI |