Synthetic Data
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Synthetic Data 30% MCAR mechanism
0.715RMSE (Imp)
7
Synthetic data 30% MCAR
0.023Training Time
7
Synthetic data 60% MNAR
0.012Training Time
7
Synthetic data (test)
1.28logRMSE
7
Synthetic data
0.43PEHE (gamma=0)
7
Synthetic data
0.006F-Value
6
Synthetic Data Transportation Cost = 1000 out-of-sample
16,271Cost
6
Synthetic Data Transportation Cost = 500 (out-of-sample)
11,271Operational Cost
6
Synthetic Data Transportation Cost = 100 out-of-sample
6,515.6Transportation Cost
6
Synthetic data
98.67Coverage
6
Synthetic Data MLM, 15dB SNR
0.135AAD
6
Synthetic Data PNMM, 15dB SNR
0.121AAD
6
Synthetic Data BMM, 15dB SNR
0.123AAD
6
Synthetic Data LMM, 15dB SNR
0.1AAD
6
Synthetic Data MLM, 20dB SNR
0.11AAD
6
Synthetic Data PNMM 20dB SNR
0.089AAD
6
Synthetic Data BMM 20dB SNR
0.088AAD
6
Synthetic Data LMM, 20dB SNR
0.036AAD
6
Synthetic Data MLM 30dB SNR
0.092AAD
6
Synthetic Data PNMM, 30dB SNR
0.054AAD
6
Synthetic Data BMM 30dB SNR
0.055AAD
6
Synthetic Data LMM 30dB SNR
0.042AAD
6
Synthetic data (test)
1.81logRMSE
6
Synthetic Data (|V|=15)
68F1 Score
6
Synthetic Data |V|=10
66F1 Score
6