TY - GEN
T1 - Personalized adaptive learning using neural networks
AU - Chaplot, Devendra Singh
AU - Rhim, Eunhee
AU - Kim, Jihie
PY - 2016/4/25
Y1 - 2016/4/25
N2 - Adaptive learning is the core technology behind intelligent tutoring systems, which are responsible for estimating student knowledge and providing personalized instruction to students based on their skill level. In this paper, we present a new adaptive learning system architecture, which uses Artificial Neural Network to construct the Learner Model, which automatically models relationship between different concepts in the curriculum and beats Knowledge Tracing in predicting student performance. We also propose a novel method for selecting items of optimal difficulty, personalized to student's skill level and learning rate, which decreases their learning time by 26.5% as compared to standard pre-defined curriculum sequence item selection policy.
AB - Adaptive learning is the core technology behind intelligent tutoring systems, which are responsible for estimating student knowledge and providing personalized instruction to students based on their skill level. In this paper, we present a new adaptive learning system architecture, which uses Artificial Neural Network to construct the Learner Model, which automatically models relationship between different concepts in the curriculum and beats Knowledge Tracing in predicting student performance. We also propose a novel method for selecting items of optimal difficulty, personalized to student's skill level and learning rate, which decreases their learning time by 26.5% as compared to standard pre-defined curriculum sequence item selection policy.
KW - Adaptive learning
KW - Instructional model
KW - Learner Model
KW - Neural networks
KW - Personalized item selection
KW - Student model
UR - http://www.scopus.com/inward/record.url?scp=84969922892&partnerID=8YFLogxK
U2 - 10.1145/2876034.2893397
DO - 10.1145/2876034.2893397
M3 - Conference contribution
AN - SCOPUS:84969922892
T3 - L@S 2016 - Proceedings of the 3rd 2016 ACM Conference on Learning at Scale
SP - 165
EP - 168
BT - L@S 2016 - Proceedings of the 3rd 2016 ACM Conference on Learning at Scale
PB - Association for Computing Machinery, Inc
T2 - 3rd Annual ACM Conference on Learning at Scale, L@S 2016
Y2 - 25 April 2016 through 26 April 2016
ER -