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Using Smartphone App Use and Lagged-Ensemble Machine Learning for the Prediction of Work Fatigue and Boredom.

Damien LekkasGeorge D PriceNicholas C Jacobson
Published in: Computers in human behavior (2021)
A lag- specific ensemble predictive paradigm is a promising approach to leveraging high-dimensional app use behavioral data for the prediction of work fatigue and boredom. Future research will benefit from evaluating associations on densely collected data across longer time scales.
Keyphrases
  • machine learning
  • big data
  • electronic health record
  • sleep quality
  • convolutional neural network
  • neural network
  • current status
  • deep learning