Density Estimation on Noisy torus distributions
-3.178NLLOracle
Evaluation Results
| Method | Links | |
|---|---|---|
| Oracled=50, n=40962026.05 | -3.178 | |
| Oracled=30, n=40962026.05 | -3.026 | |
| Oracled=20, n=40962026.05 | -2.788 | |
| Oracled=10, n=40962026.05 | -1.907 | |
| NNKDEfined=30, n=40962026.05 | -1.231 | |
| NNKDEfined=20, n=40962026.05 | -1.02 | |
| NNKDEfined=50, n=40962026.05 | -1.014 | |
| Abramsond=50, n=40962026.05 | -0.854 | |
| LCVd=50, n=40962026.05 | -0.838 | |
| Oracled=3, n=40962026.05 | -0.837 | |
| Abramsond=30, n=40962026.05 | -0.637 | |
| LCVd=30, n=40962026.05 | -0.634 | |
| NNKDEfined=10, n=40962026.05 | -0.591 | |
| LCVd=20, n=40962026.05 | -0.431 | |
| Abramsond=20, n=40962026.05 | -0.43 | |
| Oracled=5, n=40962026.05 | -0.387 | |
| Silvermand=50, n=40962026.05 | -0.179 | |
| Silvermand=30, n=40962026.05 | 0.006 | |
| LCVd=10, n=40962026.05 | 0.022 | |
| Abramsond=10, n=40962026.05 | 0.026 | |
| NNKDEfined=3, n=40962026.05 | 0.064 | |
| Silvermand=20, n=40962026.05 | 0.185 | |
| kNNd=3, n=40962026.05 | 0.302 | |
| NNKDEfined=5, n=40962026.05 | 0.44 | |
| Oracled=2, n=40962026.05 | 0.498 | |
| NNKDEpred=20, n=40962026.05 | 0.5 | |
| LCVd=3, n=40962026.05 | 0.553 | |
| Abramsond=3, n=40962026.05 | 0.554 | |
| Silvermand=10, n=40962026.05 | 0.564 | |
| kNNd=50, n=40962026.05 | 0.623 | |
| LCVd=5, n=40962026.05 | 0.65 | |
| Abramsond=5, n=40962026.05 | 0.654 | |
| NNKDEpred=30, n=40962026.05 | 0.657 | |
| kNNd=30, n=40962026.05 | 0.681 | |
| kNNd=20, n=40962026.05 | 0.734 | |
| NNKDEpred=3, n=40962026.05 | 0.743 | |
| NNKDEpred=10, n=40962026.05 | 0.794 | |
| NNKDEpred=50, n=40962026.05 | 0.841 | |
| kNNd=2, n=40962026.05 | 0.897 | |
| NNKDEpred=5, n=40962026.05 | 0.957 | |
| NNKDEscratchd=50, n=40962026.05 | 0.974 | |
| NNKDEscratchd=20, n=40962026.05 | 0.988 | |
| Silvermand=3, n=40962026.05 | 1.004 | |
| kNNd=10, n=40962026.05 | 1.009 | |
| NNKDEfined=2, n=40962026.05 | 1.022 | |
| Silvermand=5, n=40962026.05 | 1.047 | |
| NNKDEscratchd=30, n=40962026.05 | 1.049 | |
| LCVd=2, n=40962026.05 | 1.107 | |
| Abramsond=2, n=40962026.05 | 1.107 | |
| NNKDEscratchd=10, n=40962026.05 | 1.201 | |
| NNKDEpred=2, n=40962026.05 | 1.294 | |
| kNNd=5, n=40962026.05 | 1.345 | |
| Silvermand=2, n=40962026.05 | 1.437 | |
| NNKDEscratchd=5, n=40962026.05 | 1.555 | |
| NNKDEscratchd=3, n=40962026.05 | 1.594 | |
| NNKDEscratchd=2, n=40962026.05 | 1.844 |