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@article{ART003187462},
author={JunHyeok Go and Siung Kim and JeongHyeon Park and Nammee Moon},
title={A Semi-Supervised Learning-Based Pet Behavior Classification System Using Wearable Devices},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={3},
pages={31-42}

TY - JOUR
AU - JunHyeok Go
AU - Siung Kim
AU - JeongHyeon Park
AU - Nammee Moon
TI - A Semi-Supervised Learning-Based Pet Behavior Classification System Using Wearable Devices
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 3
PB - The Korean Society Of Computer And Information
SP - 31
EP - 42
SN - 1598-849X
AB - This study proposes a wearable device-based system for classifying pet behaviors. The system incorporates a preprocessing step that effectively removes inactive data from unlabeled datasets using the DeepSVDD (Deep Support Vector Data Description) algorithm, thereby enhancing training performance. Furthermore, the system applies the MPL (Meta Pseudo Labels) method and contrastive learning techniques to extract and utilize meaningful information from unlabeled data during training. Experimental results demonstrated the system's effectiveness, achieving 87% accuracy with a labeled data ratio of 20% and 91% accuracy with a labeled data ratio of 60%. This system is practical for monitoring the health status of pets or detecting abnormal behaviors at an early stage. By integrating wearable technology with semi-supervised learning techniques, it presents new possibilities in the field of pet behavior analysis.
KW - Time Series Data;Semi-Supervised Learning;Meta Pseudo Labels;Pet Behavior Classification;DeepSVDD
DO -
UR -
ER -

JunHyeok Go, Siung Kim, JeongHyeon Park and Nammee Moon. (2025). A Semi-Supervised Learning-Based Pet Behavior Classification System Using Wearable Devices. Journal of The Korea Society of Computer and Information, 30(3), 31-42.

JunHyeok Go, Siung Kim, JeongHyeon Park and Nammee Moon. 2025, "A Semi-Supervised Learning-Based Pet Behavior Classification System Using Wearable Devices", Journal of The Korea Society of Computer and Information, vol.30, no.3 pp.31-42.

JunHyeok Go, Siung Kim, JeongHyeon Park, Nammee Moon "A Semi-Supervised Learning-Based Pet Behavior Classification System Using Wearable Devices" Journal of The Korea Society of Computer and Information 30.3 pp.31-42 (2025) : 31.

JunHyeok Go, Siung Kim, JeongHyeon Park, Nammee Moon. A Semi-Supervised Learning-Based Pet Behavior Classification System Using Wearable Devices. 2025; 30(3), 31-42.

JunHyeok Go, Siung Kim, JeongHyeon Park and Nammee Moon. "A Semi-Supervised Learning-Based Pet Behavior Classification System Using Wearable Devices" Journal of The Korea Society of Computer and Information 30, no.3 (2025) : 31-42.

JunHyeok Go; Siung Kim; JeongHyeon Park; Nammee Moon. A Semi-Supervised Learning-Based Pet Behavior Classification System Using Wearable Devices. Journal of The Korea Society of Computer and Information, 30(3), 31-42.

JunHyeok Go; Siung Kim; JeongHyeon Park; Nammee Moon. A Semi-Supervised Learning-Based Pet Behavior Classification System Using Wearable Devices. Journal of The Korea Society of Computer and Information. 2025; 30(3) 31-42.

JunHyeok Go, Siung Kim, JeongHyeon Park, Nammee Moon. A Semi-Supervised Learning-Based Pet Behavior Classification System Using Wearable Devices. 2025; 30(3), 31-42.

JunHyeok Go, Siung Kim, JeongHyeon Park and Nammee Moon. "A Semi-Supervised Learning-Based Pet Behavior Classification System Using Wearable Devices" Journal of The Korea Society of Computer and Information 30, no.3 (2025) : 31-42.