TY - GEN
T1 - Analysis on the Effect of Living Habits and Environment to Concentration
AU - Gu, Yukai
AU - Jin, Qun
N1 - Publisher Copyright:
© 2022, The Author(s), under exclusive license to Springer Nature Switzerland AG.
PY - 2022
Y1 - 2022
N2 - It is believed that the living habits and living environment have a close relationship with a person’s concentration. In this study, an experiment is designed to measure the degree of concentration for two subjects for 40 days. Living habits and environment data, as well as EEG (Electroencephalogram) data are collected and divided into six cases according to gender and concentration status, and then PCA (Principal Component Analysis) for each case is conducted. Furthermore, using the principal components identified by PCA, a regression model is constructed to analyze the relationship between lifestyle (living habits and environment) data and concentration indexes by EEG. The analysis results on all the data of the subjects suggested that the regression model has a certain degree of accuracy and there exists a significant relationship between concentration and the time and quality of sleep on the previous day, even if the concentration status on the following day is different.
AB - It is believed that the living habits and living environment have a close relationship with a person’s concentration. In this study, an experiment is designed to measure the degree of concentration for two subjects for 40 days. Living habits and environment data, as well as EEG (Electroencephalogram) data are collected and divided into six cases according to gender and concentration status, and then PCA (Principal Component Analysis) for each case is conducted. Furthermore, using the principal components identified by PCA, a regression model is constructed to analyze the relationship between lifestyle (living habits and environment) data and concentration indexes by EEG. The analysis results on all the data of the subjects suggested that the regression model has a certain degree of accuracy and there exists a significant relationship between concentration and the time and quality of sleep on the previous day, even if the concentration status on the following day is different.
KW - Concentration index by EEG
KW - Electroencephalogram (EEG)
KW - Principal Component Analysis (PCA)
KW - Principal Component Regression (PCR)
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U2 - 10.1007/978-3-031-06388-6_17
DO - 10.1007/978-3-031-06388-6_17
M3 - Conference contribution
AN - SCOPUS:85133230013
SN - 9783031063879
T3 - Communications in Computer and Information Science
SP - 129
EP - 136
BT - HCI International 2022 Posters - 24th International Conference on Human-Computer Interaction, HCII 2022, Proceedings
A2 - Stephanidis, Constantine
A2 - Antona, Margherita
A2 - Ntoa, Stavroula
PB - Springer Science and Business Media Deutschland GmbH
T2 - 24th International Conference on Human-Computer Interaction, HCI International, HCII 2022
Y2 - 26 June 2022 through 1 July 2022
ER -