initImputation: Data cleaning for logical and regression imputation

In annafil/FFCRegressionImputation: Several predictive approaches to imputation using linear regressions and lasso based approach for data in the Fragile Families Challenge

Description

Creates a dataframe with imputed values from

Usage

initImputation(data = "", dropna = 1, ageimpute = 1, meanimpute = 0)

Arguments

data	location of data file
dropna	whether to convert missing values to NA
ageimpute	perform logical imputation of mothers and fathers age across waves
meanimpute	convert all input columns to numeric and perform a mean imputation to help get better results from regression imputation; default off because regression imputation will perform this automatically.

Value

Dataframe with same dimensions as input, entirely numeric

Examples

## Not run: initImputation('background.csv', dropna=1, ageimpute=1, meanimpute=1)

annafil/FFCRegressionImputation documentation built on May 12, 2019, 1:59 p.m.