Some nonparametric imputation techniques, including two categories: single imputation and multiple imputation, are in- troduced and studied. Some properties of the estimators such as the bias, the variance, and the mean squared error are pre- sented. Finally, some imputation techniques are applied to a real case. These methods are compared in order to assess their advantages, disadvantages, and applicabilities
