TY - GEN
T1 - A user customized service provider framework based on machine learning
AU - Kim, Seunghye
AU - Hong, Eunjae
AU - Park, Byungchul
AU - Park, Hyunggon
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2015/8/7
Y1 - 2015/8/7
N2 - In this paper, we propose a user customized service provider framework based on machine learning. The framework consists of mobile stations, data collector, analysis tools and service applications. As an analysis tool, we deploy machine learning techniques, in particular, support vector machine which generates learning model and precise classifiers. Moreover, K-fold cross-validation is used to achieve better accurate inference from the collected data. Then, we develop a predictor that predicts users' behavior patterns from the information of time connections and APs. This enables to provide adaptive services customized for end-users, e.g., smart phone push notifications services.
AB - In this paper, we propose a user customized service provider framework based on machine learning. The framework consists of mobile stations, data collector, analysis tools and service applications. As an analysis tool, we deploy machine learning techniques, in particular, support vector machine which generates learning model and precise classifiers. Moreover, K-fold cross-validation is used to achieve better accurate inference from the collected data. Then, we develop a predictor that predicts users' behavior patterns from the information of time connections and APs. This enables to provide adaptive services customized for end-users, e.g., smart phone push notifications services.
KW - K-fold cross-validation
KW - Machine learning
KW - location based service
KW - support vector machine
UR - http://www.scopus.com/inward/record.url?scp=84944683227&partnerID=8YFLogxK
U2 - 10.1109/ICUFN.2015.7182488
DO - 10.1109/ICUFN.2015.7182488
M3 - Conference contribution
AN - SCOPUS:84944683227
T3 - International Conference on Ubiquitous and Future Networks, ICUFN
SP - 23
EP - 25
BT - ICUFN 2015 - 7th International Conference on Ubiquitous and Future Networks
PB - IEEE Computer Society
T2 - 7th International Conference on Ubiquitous and Future Networks, ICUFN 2015
Y2 - 7 July 2015 through 10 July 2015
ER -