Presentation | 2014-05-24 A missing value estimation method for e-Learning log using cluster analysis Nuo Zhang, Hiroaki Kimura, Masanori Takagi, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | It is expected to improve instructors and students performance using collected data from e-Learning system. However, missing value always existed in the collected data in real world makes the low accuracy of the data analysis. In this paper, we propose a missing value complementary method using cluster analysis with e-Learning log data and questionaires answered by students who have taken the e-Learning courses. The simulation results show the performance of the proposed method. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | missing value estimation / educational data mining / data mining |
Paper # | ET2014-1 |
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Committee | ET |
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Conference Date | 2014/5/17(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Educational Technology (ET) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A missing value estimation method for e-Learning log using cluster analysis |
Sub Title (in English) | |
Keyword(1) | missing value estimation |
Keyword(2) | educational data mining |
Keyword(3) | data mining |
1st Author's Name | Nuo Zhang |
1st Author's Affiliation | KDDI R&D Laboratories, Inc.() |
2nd Author's Name | Hiroaki Kimura |
2nd Author's Affiliation | KDDI R&D Laboratories, Inc. |
3rd Author's Name | Masanori Takagi |
3rd Author's Affiliation | Iwate Prefectural University |
Date | 2014-05-24 |
Paper # | ET2014-1 |
Volume (vol) | vol.114 |
Number (no) | 53 |
Page | pp.pp.- |
#Pages | 4 |
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