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The value of Bayesian predictive projection for variable selection: an example of selecting lifestyle predictors of young adult well-being.

Adam BartonicekS R WickhamN PatT S Conner
Published in: BMC public health (2021)
Predictive projection was used to efficiently arrive at a compact model with good predictive accuracy. The predictors selected into the submodel - felt refreshed after waking up, had less trouble concentrating, and ate more servings of fruit - were all theoretically meaningful. Our findings showcase the utility of predictive projection in a practical variable selection problem.
Keyphrases
  • young adults
  • image quality
  • metabolic syndrome
  • cardiovascular disease
  • type diabetes
  • physical activity
  • magnetic resonance