• Login
  • Register

Work for a Member company and need a Member Portal account? Register here with your company email address.

Publication

Predicting self-reported wellbeing from sleep with mixed effects random forest.

July 1, 2024

Projects
Groups

Choi, S., Fedor, S., Stickgold, R., Nathan, V., Freedman, M., & Picard, R. (2024). Predicting self-reported wellbeing from sleep with mixed effects random forest. In Proceedings of the 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE.

Abstract

Mixed effects random forest models out-perform traditional random forests when using sleep data to predict self-reported wellbeing scores in college students.

EMBC_Sleep_MERF.pdf
Related Content
Publication Research

Evidence for a deep sleep homeostatic response in ambulatory settings

Chylek, D., Fedor, S., Zhang, B., Nathan, V., Freedman, M., Stickgold, R., & Picard, R. (2025, June). Evidence for a deep sleep homeostatic response in ambulatory settings. SLEEP 2025: 38th Annual Meeting of the Associated Professional Sleep Societies, Seattle, WA, United States.
Publication Research

Sleep Regularity and Duration are associated with Daily Self-Reported Wellbeing

Choi, S., Fedor, S., Stickgold, R., Sano, A., Nathan, V., Freedman, M., & Picard, R. (2024). Sleep regularity and duration are associated with daily self-reported wellbeing. In Proceedings of the 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE.
Publication Research

Estimating Central Circadian Phase with Wrist-Worn Spectrophotometer in Ambulatory Environment

Zhang, B., Fedor, S., Stickgold, R., Freedman, M., Nathan, V., Viswanath, V. K., Rahman, S., Duffy, J. F., Czeisler, C. A., & Picard, R. W. (2025, June). Estimating central circadian phase with wrist-worn spectrophotometer in ambulatory environment. Presented at SLEEP 2025: 38th Annual Meeting of the Associated Professional Sleep Societies, Seattle, WA, United States.
Publication Research

How to Cope With Digital Stress: The Recommendations Adolescents Offer Their Peers Online

Weinstein, Emily & Selman, Robert & Thomas, Sara & Kim, Jung-Eun & White, Allison & Dinakar, Karthik. (2015). How to Cope With Digital Stress. Journal of Adolescent Research. 31. 10.1177/0743558415587326.