Table 3 MAR missing values

(a) Healthy datasets

mean

0.041 ±0.001

0.040 ±0.001^∗

0.073 ±0.002

0.070 ±0.001^∗

impute.knn

0.043 ±0.004^∗

0.061 ±0.009

0.082 ±0.009^∗

0.110 ±0.015

softImpute

0.042 ±0.002^∗

0.043 ±0.007

0.077 ±0.005

0.082 ±0.017^∗

imputePCA

0.037 ±0.001

0.036 ±0.001^∗

0.069 ±0.002

0.066 ±0.002^∗

SVDmiss

0.043 ±0.001

0.036 ±0.001^∗

0.079 ±0.003

0.067 ±0.002^∗

missForest

0.035 ±0.001

0.035 ±0.001^∗

0.064 ±0.002

0.061 ±0.002^∗

methyLImp

0.037 ±0.001

0.033 ±0.001^∗

0.068 ±0.002

0.063 ±0.002^∗

(b) Disease datasets

mean

0.060 ±0.001

0.060 ±0.001^∗

0.101 ±0.002

0.097 ±0.002^∗

impute.knn

0.067 ±0.005^∗

0.087 ±0.010

0.115 ±0.009^∗

0.144 ±0.014

softImpute

0.062 ±0.003

0.065 ±0.011

0.106 ±0.006^∗

0.116 ±0.026

imputePCA

0.054 ±0.001

0.053 ±0.001^∗

0.095 ±0.002

0.090 ±0.002^∗

SVDmiss

0.067 ±0.001

0.057 ±0.001^∗

0.114 ±0.003

0.104 ±0.004^∗

missForest

0.053 ±0.001

0.053 ±0.001^∗

0.093 ±0.002

0.088 ±0.002^∗

methyLImp

0.053 ±0.001

0.049 ±0.001^∗

0.092 ±0.002

0.089 ±0.002^∗