@article{ART002247096},
author={Kwon SeongCheol and Seyoung Kim and RYU, KWANG RYEL},
title={Learning Context Awareness Model based on User Feedback for Smart Home Service},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2017},
volume={22},
number={7},
pages={17-29},
doi={10.9708/jksci.2017.22.07.017}
TY - JOUR
AU - Kwon SeongCheol
AU - Seyoung Kim
AU - RYU, KWANG RYEL
TI - Learning Context Awareness Model based on User Feedback for Smart Home Service
JO - Journal of The Korea Society of Computer and Information
PY - 2017
VL - 22
IS - 7
PB - The Korean Society Of Computer And Information
SP - 17
EP - 29
SN - 1598-849X
AB - IRecently, researches on the recognition of indoor user situations through various sensors in a smart home environment are under way. In this paper, the case study was conducted to determine the operation of the robot vacuum cleaner by inferring the user 's indoor situation through the operation of home appliances, because the indoor situation greatly affects the operation of home appliances. In order to collect learning data for indoor situation awareness model learning, we received feedbacks from user when there was a mistake about the cleaning situation. In this paper, we propose a semi-supervised learning method using user feedback data. When we receive a user feedback, we search for the labels of unlabeled data that most fit the feedbacks collected through genetic algorithm, and use this data to learn the model. In order to verify the performance of the proposed algorithm, we performed a comparison experiments with other learning algorithms in the same environment and confirmed that the performance of the proposed algorithm is better than the other algorithms.
KW - Smart home;Situation awareness;Semi-supervised Learning;Genetic Algorithm
DO - 10.9708/jksci.2017.22.07.017
ER -
Kwon SeongCheol, Seyoung Kim and RYU, KWANG RYEL. (2017). Learning Context Awareness Model based on User Feedback for Smart Home Service. Journal of The Korea Society of Computer and Information, 22(7), 17-29.
Kwon SeongCheol, Seyoung Kim and RYU, KWANG RYEL. 2017, "Learning Context Awareness Model based on User Feedback for Smart Home Service", Journal of The Korea Society of Computer and Information, vol.22, no.7 pp.17-29. Available from: doi:10.9708/jksci.2017.22.07.017
Kwon SeongCheol, Seyoung Kim, RYU, KWANG RYEL "Learning Context Awareness Model based on User Feedback for Smart Home Service" Journal of The Korea Society of Computer and Information 22.7 pp.17-29 (2017) : 17.
Kwon SeongCheol, Seyoung Kim, RYU, KWANG RYEL. Learning Context Awareness Model based on User Feedback for Smart Home Service. 2017; 22(7), 17-29. Available from: doi:10.9708/jksci.2017.22.07.017
Kwon SeongCheol, Seyoung Kim and RYU, KWANG RYEL. "Learning Context Awareness Model based on User Feedback for Smart Home Service" Journal of The Korea Society of Computer and Information 22, no.7 (2017) : 17-29.doi: 10.9708/jksci.2017.22.07.017
Kwon SeongCheol; Seyoung Kim; RYU, KWANG RYEL. Learning Context Awareness Model based on User Feedback for Smart Home Service. Journal of The Korea Society of Computer and Information, 22(7), 17-29. doi: 10.9708/jksci.2017.22.07.017
Kwon SeongCheol; Seyoung Kim; RYU, KWANG RYEL. Learning Context Awareness Model based on User Feedback for Smart Home Service. Journal of The Korea Society of Computer and Information. 2017; 22(7) 17-29. doi: 10.9708/jksci.2017.22.07.017
Kwon SeongCheol, Seyoung Kim, RYU, KWANG RYEL. Learning Context Awareness Model based on User Feedback for Smart Home Service. 2017; 22(7), 17-29. Available from: doi:10.9708/jksci.2017.22.07.017
Kwon SeongCheol, Seyoung Kim and RYU, KWANG RYEL. "Learning Context Awareness Model based on User Feedback for Smart Home Service" Journal of The Korea Society of Computer and Information 22, no.7 (2017) : 17-29.doi: 10.9708/jksci.2017.22.07.017