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@article{ART002942385},
author={Eun-Seo Jung and Seo-Hee Kim and Yun Jung Hong and In-Beom Yang and Jiyoung Woo},
title={Development of a driver's emotion detection model using auto-encoder on driving behavior and psychological data},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2023},
volume={28},
number={3},
pages={35-43},
doi={10.9708/jksci.2023.28.03.035}

TY - JOUR
AU - Eun-Seo Jung
AU - Seo-Hee Kim
AU - Yun Jung Hong
AU - In-Beom Yang
AU - Jiyoung Woo
TI - Development of a driver's emotion detection model using auto-encoder on driving behavior and psychological data
JO - Journal of The Korea Society of Computer and Information
PY - 2023
VL - 28
IS - 3
PB - The Korean Society Of Computer And Information
SP - 35
EP - 43
SN - 1598-849X
AB - Emotion recognition while driving is an essential task to prevent accidents. Furthermore, in the era of autonomous driving, automobiles are the subject of mobility, requiring more emotional communication with drivers, and the emotion recognition market is gradually spreading. Accordingly, in this research plan, the driver's emotions are classified into seven categories using psychological and behavioral data, which are relatively easy to collect. The latent vectors extracted through the auto-encoder model were also used as features in this classification model, confirming that this affected performance improvement. Furthermore, it also confirmed that the performance was improved when using the framework presented in this paper compared to when the existing EEG data were included. Finally, 81% of the driver's emotion classification accuracy and 80% of F1-Score were achieved only through psychological, personal information, and behavioral data.
KW - Artificial intelligence;Machine learning;Deep learning;Autoencoder;Emotion recognition;Driving data
DO - 10.9708/jksci.2023.28.03.035
ER -

Eun-Seo Jung, Seo-Hee Kim, Yun Jung Hong, In-Beom Yang and Jiyoung Woo. (2023). Development of a driver's emotion detection model using auto-encoder on driving behavior and psychological data. Journal of The Korea Society of Computer and Information, 28(3), 35-43.

Eun-Seo Jung, Seo-Hee Kim, Yun Jung Hong, In-Beom Yang and Jiyoung Woo. 2023, "Development of a driver's emotion detection model using auto-encoder on driving behavior and psychological data", Journal of The Korea Society of Computer and Information, vol.28, no.3 pp.35-43. Available from: doi:10.9708/jksci.2023.28.03.035

Eun-Seo Jung, Seo-Hee Kim, Yun Jung Hong, In-Beom Yang, Jiyoung Woo "Development of a driver's emotion detection model using auto-encoder on driving behavior and psychological data" Journal of The Korea Society of Computer and Information 28.3 pp.35-43 (2023) : 35.

Eun-Seo Jung, Seo-Hee Kim, Yun Jung Hong, In-Beom Yang, Jiyoung Woo. Development of a driver's emotion detection model using auto-encoder on driving behavior and psychological data. 2023; 28(3), 35-43. Available from: doi:10.9708/jksci.2023.28.03.035

Eun-Seo Jung, Seo-Hee Kim, Yun Jung Hong, In-Beom Yang and Jiyoung Woo. "Development of a driver's emotion detection model using auto-encoder on driving behavior and psychological data" Journal of The Korea Society of Computer and Information 28, no.3 (2023) : 35-43.doi: 10.9708/jksci.2023.28.03.035

Eun-Seo Jung; Seo-Hee Kim; Yun Jung Hong; In-Beom Yang; Jiyoung Woo. Development of a driver's emotion detection model using auto-encoder on driving behavior and psychological data. Journal of The Korea Society of Computer and Information, 28(3), 35-43. doi: 10.9708/jksci.2023.28.03.035

Eun-Seo Jung; Seo-Hee Kim; Yun Jung Hong; In-Beom Yang; Jiyoung Woo. Development of a driver's emotion detection model using auto-encoder on driving behavior and psychological data. Journal of The Korea Society of Computer and Information. 2023; 28(3) 35-43. doi: 10.9708/jksci.2023.28.03.035

Eun-Seo Jung, Seo-Hee Kim, Yun Jung Hong, In-Beom Yang, Jiyoung Woo. Development of a driver's emotion detection model using auto-encoder on driving behavior and psychological data. 2023; 28(3), 35-43. Available from: doi:10.9708/jksci.2023.28.03.035

Eun-Seo Jung, Seo-Hee Kim, Yun Jung Hong, In-Beom Yang and Jiyoung Woo. "Development of a driver's emotion detection model using auto-encoder on driving behavior and psychological data" Journal of The Korea Society of Computer and Information 28, no.3 (2023) : 35-43.doi: 10.9708/jksci.2023.28.03.035