Predicting sleep based on physical activity, light exposure, and Heart rate variability data using wearable devices.

The results show that the performance of the sleep prediction models improved by increasing the data amount and adding HRV data. Further studies targeting insomnia patients and applied researches on non-pharmacological insomnia treatment are needed.