Synthetic Data
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Synthetic Data 2000x20-10k+10NF
0.958ARI
5
Synthetic Data 2000x20-5k+10NF
97.6ARI
5
Synthetic Data (1000x10-10k+5NF)
0.68ARI
5
Synthetic Data 1000x10-5k+5NF
0.8ARI
5
Synthetic Data 1000x10-3k+5NF
0.88ARI
5
Synthetic Data 10 systems
0.241RMSE
5
Synthetic data (test)
75.7F1 Score
5
Synthetic Data
27.22PSNR
5
Synthetic data Example 1
5Detection Delay
5
Synthetic Data Hybrid Mode
0.042Mean MSE (d=10)
5
Synthetic Data Interact Mode
0.051Mean MSE (d=10)
5
Synthetic Data Pure Mode
0.054Mean MSE (d=10)
5
Synthetic data Example 4 (test)
0False Alarm Rate
5
Synthetic data Example 3 (test)
0FA Rate
5
Synthetic data Example 2 (test)
0FA
5
Synthetic data Example 1 (test)
0FA Rate
5
Synthetic Data Pure Mode, 100 variables
1.248Reconstruction Accuracy (Mean)
5
Synthetic Data Pure Mode, 50 variables
1.233Reconstruction Accuracy (Mean)
5
Synthetic Data Pure Mode, 30 variables
1.149Reconstruction Accuracy (Mean)
5
Synthetic Data Pure Mode, 10 variables
1.161Reconstruction Accuracy (Mean)
5
Synthetic data sequence length 40, gamma=3 v1 (test)
1.19NRMSE (T=1)
5
Synthetic data (sequence length 40, gamma=2) v1 (test)
1.24NRMSE Horizon 1
5
Synthetic data sequence length 40, gamma=1 v1 (test)
1.01NRMSE (T=1)
5
Synthetic Data Oracle LSTM (test)
8.736NLL
5
Synthetic Data mu3 fixed effect function (test)
0.003Estimation Error (Delta_mu)
5