Towards the alignment of computer-based assessment outcome with learning goals: the LAERS architecture

被引:0
作者
Papamitsiou, Zacharoula K. [1 ]
Economides, Anastasios A. [1 ]
机构
[1] Univ Macedonia, Dept Informat Syst, Thessaloniki, Greece
来源
2013 IEEE CONFERENCE ON E-LEARNING, E-MANAGEMENT AND E-SERVICES (IC3E) | 2013年
关键词
computer-based assessment; formative feedback; learning analytics; educational recommender system; RECOMMENDER SYSTEMS; KNOWLEDGE;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Computer-based assessment (CBA) measures learner's progress in an automated manner. A challenge is to align the CBA outcomes with predefined learning goals. In this paper we propose an architecture that feeds the machine-readable results of learning analytics processes into an educational recommender system in order to produce personalized applicable feedback to guide learner during assessment. We describe the architecture, its inner structure, its separate modules, the data-flow between them and the basic mechanisms for data preparation and processing. Our goals are threefold: a) to meaningfully interpret learner's interaction-generated data into goal-oriented feedback, b) to implicitly link task-level cognitive feedback to learning goals and performance, and c) to automate the delivery of personalized assessment tasks to examinee. Finally, we conclude with our planning on future work.
引用
收藏
页码:13 / 17
页数:5
相关论文
共 50 条
[1]  
[Anonymous], 1996, Proceedings of COLING, DOI DOI 10.3115/992628.992635
[2]  
[Anonymous], 2013, P 3 INT C LEARN AN K
[3]  
Beck J.E., 2006, INT J ARTIFICIAL INT, V16, P129, DOI [10.5555/1435344.1435347, DOI 10.5555/1435344.1435347]
[4]  
Bienkowski M., 2012, Proceedings of the 2nd international conference on learning analytics and knowledge, P208, DOI DOI 10.1145/2330601.2330651
[5]  
Bin Ghauth KI, 2009, ICALT: 2009 IEEE INTERNATIONAL CONFERENCE ON ADVANCED LEARNING TECHNOLOGIES, P194, DOI 10.1109/ICALT.2009.161
[6]   Latent Dirichlet allocation [J].
Blei, DM ;
Ng, AY ;
Jordan, MI .
JOURNAL OF MACHINE LEARNING RESEARCH, 2003, 3 (4-5) :993-1022
[7]  
Blikstein P., 2011, P 1 INT C LEARN AN K, P110, DOI [DOI 10.1145/2090116.2090132, 10.1145/2090116.2090132]
[8]  
Campbell John P., 2007, EDUCASE
[9]   A reference model for learning analytics [J].
Chatti, Mohamed Amine ;
Dyckhoff, Anna Lea ;
Schroeder, Ulrik ;
Thues, Hendrik .
INTERNATIONAL JOURNAL OF TECHNOLOGY ENHANCED LEARNING, 2012, 4 (5-6) :318-331
[10]   Adaptive assessment of student's knowledge in programming courses [J].
Chatzopoulou, D. I. ;
Economides, A. A. .
JOURNAL OF COMPUTER ASSISTED LEARNING, 2010, 26 (04) :258-269