Table 2 MCAR missing values

(a) Healthy datasets

mean

0.030 ±0.001^∗

0.030 ±0.001

0.051 ±0.001

0.050 ±0.001^∗

impute.knn

0.039 ±0.007^∗

0.059 ±0.012

0.079 ±0.015^∗

0.112 ±0.019

softImpute

0.031 ±0.002

0.032 ±0.006^∗

0.055 ±0.004

0.059 ±0.017^∗

imputePCA

0.025 ±0.001^∗

0.025 ±0.001

0.045 ±0.001

0.043 ±0.001^∗

SVDmiss

0.035 ±0.001

0.027 ±0.001^∗

0.063 ±0.002

0.048 ±0.002^∗

missForest

0.026 ±0.001

0.026 ±0.001^∗

0.044 ±0.003

0.043 ±0.002^∗

methyLImp

0.029 ±0.001

0.025 ±0.001^∗

0.050 ±0.002

0.047 ±0.002^∗

(b) Disease datasets

mean

0.048 ±0.001^∗

0.048 ±0.001

0.080 ±0.002

0.079 ±0.002^∗

impute.knn

0.059 ±0.008^∗

0.082 ±0.013

0.107 ±0.014^∗

0.142 ±0.018

softImpute

0.050 ±0.004

0.051 ±0.010^∗

0.084 ±0.007

0.091 ±0.026^∗

imputePCA

0.041 ±0.001^∗

0.041 ±0.001

0.072 ±0.002

0.070 ±0.002^∗

SVDmiss

0.055 ±0.001

0.045 ±0.001^∗

0.093 ±0.002

0.080 ±0.003^∗

missForest

0.042 ±0.001^∗

0.042 ±0.001

0.071 ±0.002

0.070 ±0.002^∗

methyLImp

0.043 ±0.001

0.037 ±0.001^∗

0.074 ±0.002

0.066 ±0.002^∗