TY - GEN
T1 - Extraction of Factors Related to Transportations and Destinations by Decision Trees for Personal Whereabouts Modeling
AU - Kasuya, Seiji
AU - Tago, Kiichi
AU - Zhou, Xiaokang
AU - Jin, Qun
PY - 2018/12/26
Y1 - 2018/12/26
N2 - It has become possible to record the data of a visited place automatically, using a smartphone's GPS. The smartphone can visualize where a user visits and present the traveling route. In this study, we propose a personal whereabouts model for living pattern analysis, utilizing the smartphone's GPS. The proposed model aims to extract personal living patterns effectively. To this propose, it is important to analyze those factors related to location and environment. A decision tree based method is used to extract these factors for the location-based personal data analysis. We finally discuss the experiment design and our observations based on personal data collected from mobile environments.
AB - It has become possible to record the data of a visited place automatically, using a smartphone's GPS. The smartphone can visualize where a user visits and present the traveling route. In this study, we propose a personal whereabouts model for living pattern analysis, utilizing the smartphone's GPS. The proposed model aims to extract personal living patterns effectively. To this propose, it is important to analyze those factors related to location and environment. A decision tree based method is used to extract these factors for the location-based personal data analysis. We finally discuss the experiment design and our observations based on personal data collected from mobile environments.
KW - Decision Trees
KW - Location-Based Data Analysis
KW - Personal Whereabouts Model
UR - http://www.scopus.com/inward/record.url?scp=85061313497&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85061313497&partnerID=8YFLogxK
U2 - 10.1109/ITME.2018.00182
DO - 10.1109/ITME.2018.00182
M3 - Conference contribution
AN - SCOPUS:85061313497
T3 - Proceedings - 9th International Conference on Information Technology in Medicine and Education, ITME 2018
SP - 808
EP - 812
BT - Proceedings - 9th International Conference on Information Technology in Medicine and Education, ITME 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 9th International Conference on Information Technology in Medicine and Education, ITME 2018
Y2 - 19 October 2018 through 21 October 2018
ER -