@article{ART002988470},
author={JeongHye Han and Sihoon Lee and Park Young Hee},
title={AI Classification of Learning Concentration Tendency of Elementary School Students Based on the Rey–Osterrieth Complex Figure Test},
journal={Journal of Studies on Schools and Teaching},
issn={2508-156x},
year={2023},
volume={8},
number={2},
pages={195-214},
doi={10.23041/jsst.2023.8.2.006}
TY - JOUR
AU - JeongHye Han
AU - Sihoon Lee
AU - Park Young Hee
TI - AI Classification of Learning Concentration Tendency of Elementary School Students Based on the Rey–Osterrieth Complex Figure Test
JO - Journal of Studies on Schools and Teaching
PY - 2023
VL - 8
IS - 2
PB - Education Research Institute at CNUE
SP - 195
EP - 214
SN - 2508-156x
AB - This study aims to investigate the applicability of a machine learning–based image classification model for determining the academic concentration of elementary school students. To this end, a model employing supervised learning was developed and implemented using the results of the Rey–Osterrieth complex figure test, which measures students’ cognitive abilities via an image test. Five classification models were developed based on the type of test result image. After five random instances of learning, test data were applied and analyzed. The F1-score measurement results of the model were extremely high. Future enhancements are anticipated to allow the use of the model for determining elementary school students’ learning concentration.
KW - Rey–Osterrieth complex figure test;machine learning;learning concentration;artificial intelligence;gifted elementary student;attention deficit hyperactivity disorder
DO - 10.23041/jsst.2023.8.2.006
ER -
JeongHye Han, Sihoon Lee and Park Young Hee. (2023). AI Classification of Learning Concentration Tendency of Elementary School Students Based on the Rey–Osterrieth Complex Figure Test. Journal of Studies on Schools and Teaching, 8(2), 195-214.
JeongHye Han, Sihoon Lee and Park Young Hee. 2023, "AI Classification of Learning Concentration Tendency of Elementary School Students Based on the Rey–Osterrieth Complex Figure Test", Journal of Studies on Schools and Teaching, vol.8, no.2 pp.195-214. Available from: doi:10.23041/jsst.2023.8.2.006
JeongHye Han, Sihoon Lee, Park Young Hee "AI Classification of Learning Concentration Tendency of Elementary School Students Based on the Rey–Osterrieth Complex Figure Test" Journal of Studies on Schools and Teaching 8.2 pp.195-214 (2023) : 195.
JeongHye Han, Sihoon Lee, Park Young Hee. AI Classification of Learning Concentration Tendency of Elementary School Students Based on the Rey–Osterrieth Complex Figure Test. 2023; 8(2), 195-214. Available from: doi:10.23041/jsst.2023.8.2.006
JeongHye Han, Sihoon Lee and Park Young Hee. "AI Classification of Learning Concentration Tendency of Elementary School Students Based on the Rey–Osterrieth Complex Figure Test" Journal of Studies on Schools and Teaching 8, no.2 (2023) : 195-214.doi: 10.23041/jsst.2023.8.2.006
JeongHye Han; Sihoon Lee; Park Young Hee. AI Classification of Learning Concentration Tendency of Elementary School Students Based on the Rey–Osterrieth Complex Figure Test. Journal of Studies on Schools and Teaching, 8(2), 195-214. doi: 10.23041/jsst.2023.8.2.006
JeongHye Han; Sihoon Lee; Park Young Hee. AI Classification of Learning Concentration Tendency of Elementary School Students Based on the Rey–Osterrieth Complex Figure Test. Journal of Studies on Schools and Teaching. 2023; 8(2) 195-214. doi: 10.23041/jsst.2023.8.2.006
JeongHye Han, Sihoon Lee, Park Young Hee. AI Classification of Learning Concentration Tendency of Elementary School Students Based on the Rey–Osterrieth Complex Figure Test. 2023; 8(2), 195-214. Available from: doi:10.23041/jsst.2023.8.2.006
JeongHye Han, Sihoon Lee and Park Young Hee. "AI Classification of Learning Concentration Tendency of Elementary School Students Based on the Rey–Osterrieth Complex Figure Test" Journal of Studies on Schools and Teaching 8, no.2 (2023) : 195-214.doi: 10.23041/jsst.2023.8.2.006
