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Papers Benchmarks Datasets Tasks

Missing Value Imputation research benchmarks · SOTA2 Research

Missing Value Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Bayesian Network MNAR (test)

72.51Accuracy (Test)

20

Jun 4, 2026

Bayesian Network MAR (test)

75.32Accuracy (Out-of-sample)

20

Jun 4, 2026

Bayesian Network MCAR (test)

78.34Accuracy

20

Jun 4, 2026

Phone dataset 30% Missing Rate

65.556Accuracy (%)

6

Feb 27, 2026

Phone dataset 20% Missing Rate

66.667Accuracy

6

Feb 27, 2026

Phone dataset 10% Missing Rate

73.333Accuracy

6

Feb 27, 2026

Synthetic datasets (test)

0.12RMSE

6

Feb 26, 2026

Neuropathic pain (test)

94.71Accuracy

6

Feb 26, 2026

Popular datasets

Phone Bayesian Network Synthetic Datasets Neuropathic pain

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