Poster: Emotion-aware smart tips for healthy and happy sleep

Yanxiang Guo, Xiaoyi Yang, Jiao Zhang, Chunbin Zhong, Yilong Li, Xiping Hu, Bin Hu, Jun Cheng, Zhaolong Ning

科研成果: 书/报告/会议事项章节会议稿件同行评审

8 引用 (Scopus)

摘要

People spend up to one-third of lives asleep, and healthy sleep habits can make a big difference in their quality of life. But in modern society, many people have unhealthy sleep diaries and suffer from various sleep disorders, which may result in irregular mood fluctuations or even mental health problems such as anxiety and depression. We propose the Emotion-Aware Smart Tips (EAST), a novel approach that could help to inform users about their irregular emotional states with smart tips to improve their sleep qualities. EAST aims at helping users keep healthy sleep schedules and emotional states by providing smart tips through a novel model that combines multivariate regression, random forest, and neural network to quantify the relations between sleep patterns and emotional states. Prototype implementation and initial experiments of EAST in mobile phones have demonstrated its desired functionality and practicality for real-world deployment.

源语言英语
主期刊名MobiCom 2017 - Proceedings of the 23rd Annual International Conference on Mobile Computing and Networking
出版商Association for Computing Machinery
549-551
页数3
ISBN(电子版)9781450349161
DOI
出版状态已出版 - 4 10月 2017
已对外发布
活动23rd Annual International Conference on Mobile Computing and Networking, MobiCom 2017 - Snowbird, 美国
期限: 16 8月 201720 8月 2017

出版系列

姓名Proceedings of the Annual International Conference on Mobile Computing and Networking, MOBICOM
Part F131210

会议

会议23rd Annual International Conference on Mobile Computing and Networking, MobiCom 2017
国家/地区美国
Snowbird
时期16/08/1720/08/17

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