@article{ART003204596},
author={Won-Cheol Park},
title={A Study on an Early Diagnosis System for Children Language Developmental Disorders Using KoBERT},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={5},
pages={51-58}
TY - JOUR
AU - Won-Cheol Park
TI - A Study on an Early Diagnosis System for Children Language Developmental Disorders Using KoBERT
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 5
PB - The Korean Society Of Computer And Information
SP - 51
EP - 58
SN - 1598-849X
AB - This study proposes an AI-based early diagnosis system for children's language developmental disorders using the Korean BERT (KoBERT) model. A dataset of 10,000 sentences was constructed, including typical expressions, autism spectrum disorder, stuttering, and communication disorders. The system was trained and evaluated to classify each type of disorder. Experimental results showed that the KoBERT-based system achieved the highest performance with an F1-score of 0.88, and the confusion matrix analysis confirmed accurate classification even between similar linguistic patterns. This study demonstrates that deep learning-based natural language processing (NLP) techniques can effectively support early diagnosis and intervention of language developmental disorders, contributing to clinical and educational applications.
KW - KoBERT;Language Developmental Disorders;Natural Language Processing (NLP);Deep Learning;Early Diagnosis
DO -
UR -
ER -
Won-Cheol Park. (2025). A Study on an Early Diagnosis System for Children Language Developmental Disorders Using KoBERT. Journal of The Korea Society of Computer and Information, 30(5), 51-58.
Won-Cheol Park. 2025, "A Study on an Early Diagnosis System for Children Language Developmental Disorders Using KoBERT", Journal of The Korea Society of Computer and Information, vol.30, no.5 pp.51-58.
Won-Cheol Park "A Study on an Early Diagnosis System for Children Language Developmental Disorders Using KoBERT" Journal of The Korea Society of Computer and Information 30.5 pp.51-58 (2025) : 51.
Won-Cheol Park. A Study on an Early Diagnosis System for Children Language Developmental Disorders Using KoBERT. 2025; 30(5), 51-58.
Won-Cheol Park. "A Study on an Early Diagnosis System for Children Language Developmental Disorders Using KoBERT" Journal of The Korea Society of Computer and Information 30, no.5 (2025) : 51-58.
Won-Cheol Park. A Study on an Early Diagnosis System for Children Language Developmental Disorders Using KoBERT. Journal of The Korea Society of Computer and Information, 30(5), 51-58.
Won-Cheol Park. A Study on an Early Diagnosis System for Children Language Developmental Disorders Using KoBERT. Journal of The Korea Society of Computer and Information. 2025; 30(5) 51-58.
Won-Cheol Park. A Study on an Early Diagnosis System for Children Language Developmental Disorders Using KoBERT. 2025; 30(5), 51-58.
Won-Cheol Park. "A Study on an Early Diagnosis System for Children Language Developmental Disorders Using KoBERT" Journal of The Korea Society of Computer and Information 30, no.5 (2025) : 51-58.
