Paper Abstract and Keywords |
Presentation |
2022-12-21 15:10
Grasping Trends in Major Choice and Specialization Through Clustering of Students Based on Completed Courses Daisuke Suzuki (Hokuriku Univ.) AI2022-42 |
Abstract |
(in Japanese) |
(See Japanese page) |
(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) |
(in English) |
k-means / PCA / t-SNE / Heatmap / Credit / Curriculum / Management / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 322, AI2022-42, pp. 50-55, Dec. 2022. |
Paper # |
AI2022-42 |
Date of Issue |
2022-12-14 (AI) |
ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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AI2022-42 |
Conference Information |
Committee |
AI |
Conference Date |
2022-12-21 - 2022-12-21 |
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(See Japanese page) |
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Paper Information |
Registration To |
AI |
Conference Code |
2022-12-AI |
Language |
Japanese |
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) |
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k-means |
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PCA |
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t-SNE |
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Heatmap |
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Credit |
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Curriculum |
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Management |
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Daisuke Suzuki |
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Hokuriku University (Hokuriku Univ.) |
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Speaker |
Author-1 |
Date Time |
2022-12-21 15:10:00 |
Presentation Time |
20 minutes |
Registration for |
AI |
Paper # |
AI2022-42 |
Volume (vol) |
vol.122 |
Number (no) |
no.322 |
Page |
pp.50-55 |
#Pages |
6 |
Date of Issue |
2022-12-14 (AI) |
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