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MicroImpute documentation
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MicroImpute documentation

Models

  • The Imputer class
    • Creating a new imputer model
  • Statistical Matching
    • Statistical Matching imputation
  • Ordinary Least Squares Linear Regression
    • Ordinary Least Squares (OLS) imputation
  • Quantile Regression Forests
    • Quantile Regression Forest (QRF) imputation
  • Quantile Regression
    • Quantile Regression imputation

Imputation and benchmarking

  • Benchmarking different imputation methods
    • Benchmarking methods
    • Imputing across surveys

AutoImpute

  • AutoImpute
    • AutoImputation

SCF to CPS example

  • Example: imputing wealth on the CPS data set
    • Imputing wealth from the SCF to the CPS
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