Abstract
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.
| Original language | English |
|---|---|
| Title of host publication | MobiCom 2017 - Proceedings of the 23rd Annual International Conference on Mobile Computing and Networking |
| Publisher | Association for Computing Machinery |
| Pages | 549-551 |
| Number of pages | 3 |
| ISBN (Electronic) | 9781450349161 |
| DOIs | |
| Publication status | Published - 4 Oct 2017 |
| Externally published | Yes |
| Event | 23rd Annual International Conference on Mobile Computing and Networking, MobiCom 2017 - Snowbird, United States Duration: 16 Aug 2017 → 20 Aug 2017 |
Publication series
| Name | Proceedings of the Annual International Conference on Mobile Computing and Networking, MOBICOM |
|---|---|
| Volume | Part F131210 |
Conference
| Conference | 23rd Annual International Conference on Mobile Computing and Networking, MobiCom 2017 |
|---|---|
| Country/Territory | United States |
| City | Snowbird |
| Period | 16/08/17 → 20/08/17 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 3 Good Health and Well-being
Keywords
- Emotion-aware
- Mobile application
- Smart tip
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