Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | 박형곤 | * |
dc.date.accessioned | 2018-11-22T16:30:31Z | - |
dc.date.available | 2018-11-22T16:30:31Z | - |
dc.date.issued | 2017 | * |
dc.identifier.isbn | 9781509040315 | * |
dc.identifier.other | OAK-23843 | * |
dc.identifier.uri | https://dspace.ewha.ac.kr/handle/2015.oak/246960 | - |
dc.description.abstract | In this paper, we propose a classification model for learning state based on individual biometric data. In particular, we use the pupil size as a biometric data and the data has been collected from 72 participants. We also deploy the support vector machine (SVM) in conjunction with k-fold validation as an analysis tool. In order to improve the performance of the SVM, the we remove outliers from the data set and normalize it. Our experiment results show that the accuracy of the proposed classification model is up to 68.8% and thus confirm the effectiveness of the proposed classification model using the pupil data. © 2017 IEEE. | * |
dc.description.sponsorship | Ministry of Education | * |
dc.language | English | * |
dc.publisher | Institute of Electrical and Electronics Engineers Inc. | * |
dc.subject | classification model | * |
dc.subject | k-fold cross validation | * |
dc.subject | machine learning | * |
dc.subject | pupil | * |
dc.subject | Support Vector Machine | * |
dc.title | A pupil data based classification model for education learning states | * |
dc.type | Conference Paper | * |
dc.relation.volume | 2017-December | * |
dc.relation.index | SCOPUS | * |
dc.relation.startpage | 141 | * |
dc.relation.lastpage | 143 | * |
dc.relation.journaltitle | International Conference on Information and Communication Technology Convergence: ICT Convergence Technologies Leading the Fourth Industrial Revolution, ICTC 2017 | * |
dc.identifier.doi | 10.1109/ICTC.2017.8190960 | * |
dc.identifier.scopusid | 2-s2.0-85046887585 | * |
dc.author.google | Lee J. | * |
dc.author.google | Hong E. | * |
dc.author.google | Park H. | * |
dc.contributor.scopusid | 박형곤(16744100700) | * |
dc.date.modifydate | 20240322125553 | * |