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

Table 1:

Summary of imputation methods. Imp Error refers to imputation error. Question mark indicates that the performance depends on specific settings.

Models MI Imp Error Inference Scalability
MI-NNGP ✔ ✔ ✔ ✔
Sinkhorn ✔ ? ? ✘
Linear RR ✔ ? ? ✘
MICE ✔ ✔ ? ✘
SoftImpute ✘ ✔ ✘ ?
MIWAE ✔ ✔ ? ?
GAIN ✔ ✘ ✘ ✘