User Modeling Using User Preference and User Life Pattern Based on Personal Bio Data and SNS Data
Volume: 15, No: 3, Page: 645 ~ 654, Year: 2019

Keywords: Bio Data, Data Tracking, Life Pattern, Machine Learning, Social Behavior Analysis, User Modeling
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Abstract
The purpose of this study was to collect and analyze personal bio data and social network services (SNS) data,
derive user preference and user life pattern, and propose intuitive and precise user modeling. This study not
only tried to conduct eye tracking experiments using various smart devices to be the ground of the
recommendation system considering the attribute of smart devices, but also derived classification preference
by analyzing eye tracking data of collected bio data and SNS data. In addition, this study intended to combine
and analyze preference of the common classification of the two types of data, derive final preference by each
smart device, and based on user life pattern extracted from final preference and collected bio data (amount of
activity, sleep), draw the similarity between users using Pearson correlation coefficient. Through derivation of
preference considering the attribute of smart devices, it could be found that users would be influenced by smart
devices. With user modeling using user behavior pattern, eye tracking, and user preference, this study tried to
contribute to the research on the recommendation system that should precisely reflect user tendency.
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Cite this article
IEEE Style
H. Song, K. Lee and N. Moon, "User Modeling Using User Preference and User Life Pattern Based on Personal Bio Data and SNS Data," Journal of Information Processing Systems, vol. 15, no. 3, pp. 645~654, 2019. DOI: 10.3745/JIPS.01.0044.
ACM Style
Hyejin Song, Kihoon Lee, and Nammee Moon. 2019. User Modeling Using User Preference and User Life Pattern Based on Personal Bio Data and SNS Data, Journal of Information Processing Systems, 15, 3, (2019), 645~654. DOI: 10.3745/JIPS.01.0044.
H. Song, K. Lee and N. Moon, "User Modeling Using User Preference and User Life Pattern Based on Personal Bio Data and SNS Data," Journal of Information Processing Systems, vol. 15, no. 3, pp. 645~654, 2019. DOI: 10.3745/JIPS.01.0044.
ACM Style
Hyejin Song, Kihoon Lee, and Nammee Moon. 2019. User Modeling Using User Preference and User Life Pattern Based on Personal Bio Data and SNS Data, Journal of Information Processing Systems, 15, 3, (2019), 645~654. DOI: 10.3745/JIPS.01.0044.