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Table 3 Average RMSE of 100 simulations using the African Race dataset for KNN-TN, KNN-CR and KNN-EU

From: Distribution based nearest neighbor imputation for truncated high dimensional data with applications to pre-clinical and clinical metabolomics studies

MNAR/MAR

Sample size

Group

KNN-TN

KNN-CR

KNN-EU

6%/3%

15

Tanzania

0.695 (0.050)

0.711 (0.051)

0.772 (0.049)

25

Ethiopia

0.575 (0.029)

0.592 (0.029)

0.701 (0.033)

10%/5%

15

Tanzania

0.659 (0.052)

0.674 (0.053)

0.728 (0.050)

25

Ethiopia

0.556 (0.029)

0.574 (0.029)

0.665 (0.031)

20%/10%

15

Tanzania

0.577 (0.049)

0.588 (0.049)

0..627 (0.051)

25

Ethiopia

0.507 (0.026)

0.520 (0.027)

0.599 (0.028)

  1. Total missing was considered at 9%, 15% and 30%, and within each missing, MNAR was greater than MAR