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. Author manuscript; available in PMC: 2023 Jul 14.
Published in final edited form as: Proc Mach Learn Res. 2022 Dec;189:265–279.

Table 4:

Real data experiment with n = 649 and p = 10001 under MAR. Approximately 20% features and 76% cases contain missing values. Linear RR, MICE, MIWAE and GAIN are not included due to running out of RAM. Detailed experiment setup information is in appendix.

Models Style Time(s) Imp MSE β^1 SE(β^1)
SoftImpute SI 1008.6 0.0591 0.0213 0.0119
Sinkhorn MI 843.3 0.0797 0.0223 0.0128
MI-NNGP1 MI 7.1 0.0637 0.0161 0.0104
MI-NNGP1-BS MI 7.8 0.0685 0.0153 0.0112
MI-NNGP2 MI 11.8 0.0617 0.0171 0.0106
MI-NNGP2-BS MI 21.3 0.0640 0.0166 0.0110
Complete data - - - 0.0160 0.0085
Complete case - - - 0.0221 0.0185
ColMean Imp SI - 0.1534 0.0188 0.0136