Density Estimation on Gaussian mixture distributions pre-training family F GMDF
1.515NLLOracle
Evaluation Results
| Method | Links | |
|---|---|---|
| Oracled=30, n=40962026.05 | 1.515 | |
| Oracled=50, n=40962026.05 | 1.538 | |
| Oracled=20, n=40962026.05 | 1.545 | |
| Oracled=10, n=40962026.05 | 1.58 | |
| NNKDEpred=20, n=40962026.05 | 1.599 | |
| NNKDEfined=20, n=40962026.05 | 1.605 | |
| NNKDEpred=30, n=40962026.05 | 1.611 | |
| NNKDEfined=30, n=40962026.05 | 1.612 | |
| NNKDEpred=10, n=40962026.05 | 1.621 | |
| NNKDEfined=10, n=40962026.05 | 1.624 | |
| Oracled=5, n=40962026.05 | 1.64 | |
| NNKDEpred=5, n=40962026.05 | 1.664 | |
| NNKDEfined=5, n=40962026.05 | 1.67 | |
| NNKDEscratchd=20, n=40962026.05 | 1.672 | |
| NNKDEscratchd=30, n=40962026.05 | 1.678 | |
| NNKDEfined=50, n=40962026.05 | 1.685 | |
| NNKDEpred=50, n=40962026.05 | 1.687 | |
| NNKDEscratchd=10, n=40962026.05 | 1.689 | |
| LCVd=10, n=40962026.05 | 1.694 | |
| LCVd=5, n=40962026.05 | 1.71 | |
| Abramsond=5, n=40962026.05 | 1.714 | |
| LCVd=20, n=40962026.05 | 1.717 | |
| Abramsond=20, n=40962026.05 | 1.717 | |
| Abramsond=10, n=40962026.05 | 1.719 | |
| LCVd=30, n=40962026.05 | 1.734 | |
| Abramsond=30, n=40962026.05 | 1.734 | |
| NNKDEscratchd=50, n=40962026.05 | 1.784 | |
| NNKDEscratchd=5, n=40962026.05 | 1.79 | |
| LCVd=50, n=40962026.05 | 1.83 | |
| Abramsond=50, n=40962026.05 | 1.83 | |
| Silvermand=5, n=40962026.05 | 1.872 | |
| kNNd=5, n=40962026.05 | 1.881 | |
| Silvermand=10, n=40962026.05 | 1.944 | |
| Oracled=3, n=40962026.05 | 1.954 | |
| NNKDEpred=3, n=40962026.05 | 1.973 | |
| Silvermand=20, n=40962026.05 | 1.978 | |
| NNKDEfined=3, n=40962026.05 | 1.978 | |
| LCVd=3, n=40962026.05 | 1.995 | |
| Abramsond=3, n=40962026.05 | 1.999 | |
| Silvermand=30, n=40962026.05 | 2.05 | |
| Oracled=2, n=40962026.05 | 2.056 | |
| kNNd=3, n=40962026.05 | 2.058 | |
| NNKDEfined=2, n=40962026.05 | 2.067 | |
| NNKDEpred=2, n=40962026.05 | 2.068 | |
| NNKDEscratchd=3, n=40962026.05 | 2.072 | |
| LCVd=2, n=40962026.05 | 2.079 | |
| kNNd=2, n=40962026.05 | 2.086 | |
| Abramsond=2, n=40962026.05 | 2.088 | |
| Silvermand=3, n=40962026.05 | 2.137 | |
| NNKDEscratchd=2, n=40962026.05 | 2.149 | |
| Silvermand=2, n=40962026.05 | 2.166 | |
| Silvermand=50, n=40962026.05 | 2.211 | |
| kNNd=10, n=40962026.05 | 2.211 | |
| kNNd=20, n=40962026.05 | 2.599 | |
| kNNd=30, n=40962026.05 | 2.831 | |
| kNNd=50, n=40962026.05 | 3.167 |