@article{ART002639416},
author={Su-Mee Moon and Kim Jong Wook},
title={Collecting Health Data from Wearable Devices by Leveraging Salient Features in a Privacy-Preserving Manner},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2020},
volume={25},
number={10},
pages={59-67},
doi={10.9708/jksci.2020.25.10.059}
TY - JOUR
AU - Su-Mee Moon
AU - Kim Jong Wook
TI - Collecting Health Data from Wearable Devices by Leveraging Salient Features in a Privacy-Preserving Manner
JO - Journal of The Korea Society of Computer and Information
PY - 2020
VL - 25
IS - 10
PB - The Korean Society Of Computer And Information
SP - 59
EP - 67
SN - 1598-849X
AB - With the development of wearable devices, individuals' health status can be checked in real time and risks can be predicted. For example, an application has been developed to detect an emergency situation of a patient with heart disease and contact a guardian through analysis of health data such as heart rate and electrocardiogram. However, health data is seriously damaging when it is leaked as it relates to life. Therefore, a method to protect personal information is essential in collecting health data, and this study proposes a method of collecting data while protecting the personal information of the data owner through a LDP(Local Differential Privacy). The previous study introduced a technique of transmitting feature point data rather than all data to a data collector as an algorithm for searching for fixed feature points. Next, this study will explain how to improve the performance by up to 75% using an algorithm that finds the optimal number of feature points .
KW - Health Data Collection;Data Privacy;Local Differential Privacy
DO - 10.9708/jksci.2020.25.10.059
ER -
Su-Mee Moon and Kim Jong Wook. (2020). Collecting Health Data from Wearable Devices by Leveraging Salient Features in a Privacy-Preserving Manner. Journal of The Korea Society of Computer and Information, 25(10), 59-67.
Su-Mee Moon and Kim Jong Wook. 2020, "Collecting Health Data from Wearable Devices by Leveraging Salient Features in a Privacy-Preserving Manner", Journal of The Korea Society of Computer and Information, vol.25, no.10 pp.59-67. Available from: doi:10.9708/jksci.2020.25.10.059
Su-Mee Moon, Kim Jong Wook "Collecting Health Data from Wearable Devices by Leveraging Salient Features in a Privacy-Preserving Manner" Journal of The Korea Society of Computer and Information 25.10 pp.59-67 (2020) : 59.
Su-Mee Moon, Kim Jong Wook. Collecting Health Data from Wearable Devices by Leveraging Salient Features in a Privacy-Preserving Manner. 2020; 25(10), 59-67. Available from: doi:10.9708/jksci.2020.25.10.059
Su-Mee Moon and Kim Jong Wook. "Collecting Health Data from Wearable Devices by Leveraging Salient Features in a Privacy-Preserving Manner" Journal of The Korea Society of Computer and Information 25, no.10 (2020) : 59-67.doi: 10.9708/jksci.2020.25.10.059
Su-Mee Moon; Kim Jong Wook. Collecting Health Data from Wearable Devices by Leveraging Salient Features in a Privacy-Preserving Manner. Journal of The Korea Society of Computer and Information, 25(10), 59-67. doi: 10.9708/jksci.2020.25.10.059
Su-Mee Moon; Kim Jong Wook. Collecting Health Data from Wearable Devices by Leveraging Salient Features in a Privacy-Preserving Manner. Journal of The Korea Society of Computer and Information. 2020; 25(10) 59-67. doi: 10.9708/jksci.2020.25.10.059
Su-Mee Moon, Kim Jong Wook. Collecting Health Data from Wearable Devices by Leveraging Salient Features in a Privacy-Preserving Manner. 2020; 25(10), 59-67. Available from: doi:10.9708/jksci.2020.25.10.059
Su-Mee Moon and Kim Jong Wook. "Collecting Health Data from Wearable Devices by Leveraging Salient Features in a Privacy-Preserving Manner" Journal of The Korea Society of Computer and Information 25, no.10 (2020) : 59-67.doi: 10.9708/jksci.2020.25.10.059