Presentation | 2022-12-21 Grasping Trends in Major Choice and Specialization Through Clustering of Students Based on Completed Courses Daisuke Suzuki, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This study aims to grasp trends of students' selection of specialized fields through clustering and visualization of students based on completed courses. Clustering was performed with k-means and visualization was performed with PCA, t-SNE. The result indicates that students of our department are divided into eight clusters, such as a cluster of students who focused on management and economics, and a cluster of students who focused on informatics and economics. It was found from the heat map of each cluster that many students have acquired advanced courses in their respective fields to increase their specialization. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | k-means / PCA / t-SNE / Heatmap / Credit / Curriculum / Management |
Paper # | AI2022-42 |
Date of Issue | 2022-12-14 (AI) |
Conference Information | |
Committee | AI |
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Conference Date | 2022/12/21(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Yuichi Sei(Univ. of Electro-Comm.) |
Vice Chair | Yuko Sakurai(AIST) / Tadachika Ozono(Nagoya Inst. of Tech.) |
Secretary | Yuko Sakurai(Tokyo Univ. of Agriculture and Technology) / Tadachika Ozono(Toho Univ.) |
Assistant | Kazutaka Matsuzaki(Chuo Univ.) |
Paper Information | |
Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Grasping Trends in Major Choice and Specialization Through Clustering of Students Based on Completed Courses |
Sub Title (in English) | |
Keyword(1) | k-means |
Keyword(2) | PCA |
Keyword(3) | t-SNE |
Keyword(4) | Heatmap |
Keyword(5) | Credit |
Keyword(6) | Curriculum |
Keyword(7) | Management |
1st Author's Name | Daisuke Suzuki |
1st Author's Affiliation | Hokuriku University(Hokuriku Univ.) |
Date | 2022-12-21 |
Paper # | AI2022-42 |
Volume (vol) | vol.122 |
Number (no) | AI-322 |
Page | pp.pp.50-55(AI), |
#Pages | 6 |
Date of Issue | 2022-12-14 (AI) |