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Using machine-learning algorithms to improve imputation in the medical expenditure panel survey.

Chandler B McClellanEmily MitchellJerrod AndersonSamuel Zuvekas
Published in: Health services research (2022)
ML algorithms and an alternative matching scheme improve the overall quality of expenditure PMM imputation in the MEPS. These methods may have additional value in other national surveys that currently rely on PMM or similar methods for imputation.
Keyphrases
  • machine learning
  • deep learning
  • cross sectional
  • quality improvement
  • healthcare