Visual Analytics of Gaussian Distribution in Learning Performance – Case Study of Information Management Department in Chung Hua University

碩士 === 中華大學 === 資訊管理學系 === 107 === In order to improve teaching effectiveness, Chung Hua University develops new teaching approaches and introduces auxiliary tools to enhance students' learning performance simultaneously. However, the learning information distributes in big data sets. Without d...

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Bibliographic Details
Main Authors: LIU, YU-CHIA, 劉祐嘉
Other Authors: KO, YU-CHIEN
Format: Others
Language:zh-TW
Published: 2019
Online Access:http://ndltd.ncl.edu.tw/handle/8s7zw8
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spelling ndltd-TW-107CHPI03960252019-08-08T03:44:57Z http://ndltd.ncl.edu.tw/handle/8s7zw8 Visual Analytics of Gaussian Distribution in Learning Performance – Case Study of Information Management Department in Chung Hua University 高斯分佈視覺化分析運用在學習成效-以中華大學資管系為例 LIU, YU-CHIA 劉祐嘉 碩士 中華大學 資訊管理學系 107 In order to improve teaching effectiveness, Chung Hua University develops new teaching approaches and introduces auxiliary tools to enhance students' learning performance simultaneously. However, the learning information distributes in big data sets. Without data analytics, those reforms and innovations usually are under or over estimation. This research proposes a visual analytics on Gaussian distribution. It can display students’ learning patterns thus providing discoveries for teaching strategies and self-exam for both teachers and students. The techniques in clustering analytics redisplays Gaussian distribution into clusters. It provides information to enhance the learning performance of individual classes, the effective analysis of teaching strategies, the curriculum planning of departments, etc. Students, teachers, and administrators can objectively get insight of practical situations and make adjustments to enhance effectiveness. KO, YU-CHIEN 柯宇謙 2019 學位論文 ; thesis 37 zh-TW
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language zh-TW
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description 碩士 === 中華大學 === 資訊管理學系 === 107 === In order to improve teaching effectiveness, Chung Hua University develops new teaching approaches and introduces auxiliary tools to enhance students' learning performance simultaneously. However, the learning information distributes in big data sets. Without data analytics, those reforms and innovations usually are under or over estimation. This research proposes a visual analytics on Gaussian distribution. It can display students’ learning patterns thus providing discoveries for teaching strategies and self-exam for both teachers and students. The techniques in clustering analytics redisplays Gaussian distribution into clusters. It provides information to enhance the learning performance of individual classes, the effective analysis of teaching strategies, the curriculum planning of departments, etc. Students, teachers, and administrators can objectively get insight of practical situations and make adjustments to enhance effectiveness.
author2 KO, YU-CHIEN
author_facet KO, YU-CHIEN
LIU, YU-CHIA
劉祐嘉
author LIU, YU-CHIA
劉祐嘉
spellingShingle LIU, YU-CHIA
劉祐嘉
Visual Analytics of Gaussian Distribution in Learning Performance – Case Study of Information Management Department in Chung Hua University
author_sort LIU, YU-CHIA
title Visual Analytics of Gaussian Distribution in Learning Performance – Case Study of Information Management Department in Chung Hua University
title_short Visual Analytics of Gaussian Distribution in Learning Performance – Case Study of Information Management Department in Chung Hua University
title_full Visual Analytics of Gaussian Distribution in Learning Performance – Case Study of Information Management Department in Chung Hua University
title_fullStr Visual Analytics of Gaussian Distribution in Learning Performance – Case Study of Information Management Department in Chung Hua University
title_full_unstemmed Visual Analytics of Gaussian Distribution in Learning Performance – Case Study of Information Management Department in Chung Hua University
title_sort visual analytics of gaussian distribution in learning performance – case study of information management department in chung hua university
publishDate 2019
url http://ndltd.ncl.edu.tw/handle/8s7zw8
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