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Humanized Computing for Mass Customization Application in Curriculum Management

  • Ruijun Liu
  • , Yuqian Shi
  • , Bu Yi
  • , Yang Xu*
  • , Huimin Lu
  • , Xiangshang Wang
  • , Weihua Lu
  • , Changjiang Ji
  • *此作品的通讯作者
  • Beijing Technology and Business University
  • Beijing Key Laboratory of Big Data Technology for Food Safety
  • Peking University
  • Indiana University Bloomington
  • Kyushu Institute of Technology
  • Nanjing University of Aeronautics and Astronautics
  • Beijing ND Tech Corporation Limited

科研成果: 期刊稿件文章同行评审

摘要

Universities may set similar courses due to disciplinary crossing. Facing the problem that undergraduates have numerous tasks and limited time, we designed a mass customization model which will automatically provide every student with a suitable curriculum to maximize their degree of satisfaction when the student enters a set of courses. Our calculating model of curriculum satisfaction is based on the assumptions that curriculum satisfaction is proportional to its similarity and that curriculum satisfaction is inversely proportional to credits. With regard to a student who chooses n courses, his satisfaction model is total degree of satisfaction divided by total credits. We manually screened out 84 pairs of courses about science and engineering, social science and humanities, and made use of their Chinese names and Chinese course description on the site of Office of Educational Administration, and segmented words based on statistical principles and calculated the course similarity by using vector space. In addition, we make supplement to curriculum similarity by the use of artificially-designed questionnaires.

源语言英语
页(从-至)1484-1495
页数12
期刊Mobile Networks and Applications
25
4
DOI
出版状态已出版 - 1 8月 2020
已对外发布

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