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Issue 2
Jun.  2014
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FENG Xiang, YU Ming-hua, MA Xiao-ling, WU Yong-he. Learning analytics system architecture based on big data technologies[J]. Journal of East China Normal University (Natural Sciences), 2014, (2): 20-29.
Citation: FENG Xiang, YU Ming-hua, MA Xiao-ling, WU Yong-he. Learning analytics system architecture based on big data technologies[J]. Journal of East China Normal University (Natural Sciences), 2014, (2): 20-29.

Learning analytics system architecture based on big data technologies

  • Received Date: 2013-12-01
  • Rev Recd Date: 2014-02-01
  • Publish Date: 2014-03-25
  • First, this paper analyzed the demand and object of learning analytics in the e-Education. Then it introduced the technology of big data, designed learning analytics platform based on Hadoop, built intelligent digital education services supporting platform based on learning analytics, and illustrated the application cases of this technology scheme. Finally, the technical problems of Hadoop which still exist was pointed out, and their solutions was put forward.
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  • [1]
    [1] SIEMENS G. Learning and Knowledge Analytics Knewton the future of education?[EB/OL]. 2012[2014-01-07].http://www.learninganalytics.net/?p=126.

    [2] 顾小清, 张进良, 蔡慧英. 学习分析:正在浮现中的数据技术[J]. 远程教育杂志, 2012,30(1):20-27.

    [3] 李艳燕, 马韶茜, 黄荣怀. 学习分析技术: 服务学习过程设计和优化[J]. 开放教育研究, 2012,18(5):20-26.

    [4] 顾小清, 黄景碧, 朱元锟, 等. 让数据说话:决策支持系统在教育中的应用[J]. 开放教育研究, 2010(5):99-106.

    [5] 顾小清, 林仕丽, 袁海军. 教育数据30年:从CMI到DDDM[J]. 电化教育研究, 2010(9):55-63.

    [6] 李青, 王涛. 学习分析技术研究与应用现状述评[J]. 中国电化教育, 2012(8):129-133.

    [7] DRACHSLER H, VERBERT K, SICILIA M, et al. dataTEL-Datasets for Technology Enhanced Learning[R/OL].2011[2014-01-07].http:∥www.academia.edu.

    [8] DIETZE S, YU H Q, GIORDANO D, et al. Linked education: interlinking educational resources and the Web of data[C]∥SAC′12. New York:ACM,2012.

    [9] PSLC DataSHOP[EB/OL]. [2014-02-26]. https://pslcdatashop.web.cmu.edu.

    [10] U S Department of Education. Education Data Model [EB/OL].[2014-01-07] http://nces.ed.gov/forum/datamodel/Information/aboutThe.aspx.

    [11] VERBERT K, DRACHSLER H, MANOUSELIS N, et al. Dataset-driven research for improving recommender systems for learning[C]∥LAK′11. New York: ACM,2011.

    [12] PARDO A, KLOOS C D. Stepping out of the box: towards analytics outside the learning management system[C]∥LAK′11, New York: ACM,2011.

    [13] ZHANG H, ALMEROTH K, KNIGHT A, et al. Moodog: Tracking Students ’ Online Learning Activities[C]∥World Conference on Eductional Multimedia Hypermediaand Telecommunications. Vancouver:AACE ED-MEDIA,2007.

    [14] FERGUSON R. The State of Learning Analytics in 2012: A Review and Future Challenges[R]. Technical Report KM-12-01.[s.l.]:Knowledge  Media Institute, 2012.

    [15] GRELLER W, DRACHSLER H. Translating Learning into Numbers: A Generic Framework for Learning Analytics [J]. International Forum of Educational Technology & Society, 2012,15(3):42-57.

    [16] SIEMENS G, GASEVIC D, HAYTHORNTHWAITE C, et al. Open Learning Analytics: an integrated & modularized platform:Proposal to design, implement and evaluate an open platform to integrate heterogeneous learning analytics techniques[R/PL].[2014-02-26].SOLAR.http://www.solaresearch.org.2011.

    [17] GRAF S, IVES C, LOCKYER L, et al. Building a data governance model for learning analytics[C]∥LAK′12. New York: ACM,2013.

    [18] 马晓玲, 邢万里, 冯翔, 等. 学习分析系统构建研究[C]∥2013教育信息化暨电子课本与电子书包标准及应用国际论坛, 上海:华东师范大学,2013.

    [19] Worcester Polytechnic Institute. Assistments[EB/OL]. [2014-02-26]. http://www.assistments.org/.

    [20] 冯翔, 殷月明, 吴永和. 融合软件商店和Web聚合的SaaS软件开发模型[J]. 电信科学, 2012, 28(11): 67-73.

    [21] SIEMENS G. Connectivism: A learning theory for the digital age[J]. International Journal of Instructional Technology and Distance Learning, 2005, 2(1): 3-10.

    [22] 李大鹏. 基于本体的学科知识地图构建研究[D]. 武汉:华中师范大学管理科学与工程, 2011.

    [23] MALHOTRA M, TAORI P. Hadoop and Pig for Large-Scale Web Log Analysis[EB/OL]. [2013-02-21]. http://www.devx.com/Java/Article/48063.

    [24] 冯翔. 基于二维码技术的纸质教辅书服务平台[J]. 华东师范大学学报:自然科学版, 2013(6):193-201.
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