@article{ART001473745},
author={Kim Kyung-Ah and 문남미},
title={The Recommendation System based on Staged Clustering for Leveled Programming Education},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2010},
volume={15},
number={8},
pages={51-58}
TY - JOUR
AU - Kim Kyung-Ah
AU - 문남미
TI - The Recommendation System based on Staged Clustering for Leveled Programming Education
JO - Journal of The Korea Society of Computer and Information
PY - 2010
VL - 15
IS - 8
PB - The Korean Society Of Computer And Information
SP - 51
EP - 58
SN - 1598-849X
AB - Programming education needs learning which is adjusted individual learners' level of their learning abilities. Recommendation system is one way of implementing personalized service. In this research, we propose recommendation method which learning items are recommended for individual learners' learning in web-based programming education environment by. Our proposed system for leveled programming education provides appropriate programming problems for a certain learner in his learning level and learning scope employing collaborative filtering method using learners' profile of their level and correlation profile between learning topics. As a result, it resolves a problem that providing appropriate programming problems in learner's level, and we get a result that improving leaner's programming ability. Furthermore, when we compared our proposed method and original collaborative filtering method, our proposed method provides the ways to solve the scalability which is one of the limitations in recommendation systems by improving recommendation performance and reducing analysis time.
KW - 추천시스템(recommendation system);협업필터링(collaborative filtering);수준별 학습(leveled learning);학습자 중심 학습(student-oriented learning);클러스터링(clustering)
DO -
UR -
ER -
Kim Kyung-Ah and 문남미. (2010). The Recommendation System based on Staged Clustering for Leveled Programming Education. Journal of The Korea Society of Computer and Information, 15(8), 51-58.
Kim Kyung-Ah and 문남미. 2010, "The Recommendation System based on Staged Clustering for Leveled Programming Education", Journal of The Korea Society of Computer and Information, vol.15, no.8 pp.51-58.
Kim Kyung-Ah, 문남미 "The Recommendation System based on Staged Clustering for Leveled Programming Education" Journal of The Korea Society of Computer and Information 15.8 pp.51-58 (2010) : 51.
Kim Kyung-Ah, 문남미. The Recommendation System based on Staged Clustering for Leveled Programming Education. 2010; 15(8), 51-58.
Kim Kyung-Ah and 문남미. "The Recommendation System based on Staged Clustering for Leveled Programming Education" Journal of The Korea Society of Computer and Information 15, no.8 (2010) : 51-58.
Kim Kyung-Ah; 문남미. The Recommendation System based on Staged Clustering for Leveled Programming Education. Journal of The Korea Society of Computer and Information, 15(8), 51-58.
Kim Kyung-Ah; 문남미. The Recommendation System based on Staged Clustering for Leveled Programming Education. Journal of The Korea Society of Computer and Information. 2010; 15(8) 51-58.
Kim Kyung-Ah, 문남미. The Recommendation System based on Staged Clustering for Leveled Programming Education. 2010; 15(8), 51-58.
Kim Kyung-Ah and 문남미. "The Recommendation System based on Staged Clustering for Leveled Programming Education" Journal of The Korea Society of Computer and Information 15, no.8 (2010) : 51-58.