Quantifying the Mental State on the Basis of Physical and Social Activities

言語英語
種類国際会議等の予稿
著者Shoya Ishimaru,Koichi Kise
論文名Quantifying the Mental State on the Basis of Physical and Social Activities
論文誌名Proc. of WAHM: 2nd Workshop on Ubiquitous Technologies to Augment the Human Mind: Towards the Knowledge Log
ページpp.1217-1220
発表場所Osaka, Japan
査読の有無有
発表の種類口頭発表
年月2015年9月
DOI10.1145/2800835.2807934
キーIshimaru2015_WAHM (id=1474)

要約

We demonstrate the idea of "Thermometer for the Mind": the mental state estimating system by a user’s activity log derived from wearable devices. While it is well known that physical and social activities are correlated with the mental state, our aim is to build an application which tracks daily activities automatically, estimates the mental state and visualizes it in an easily understandable way. As a preliminary experiment, we investigated how information about physical activity from a smartphone (step counts) and social activity from a Web service (Twitter post counts) can be used to estimate a user’s mental state. The method is evaluated on one participant’s 5 months recording. The classification accuracy for 3 classes (mood is low, middle and high) is 60%.

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