Density Estimation on Gaussian mixture distributions pre-training family F GMDF+
0.632NLLOracle
Evaluation Results
| Method | Links | |
|---|---|---|
| Oracled=50, n=40962026.05 | 0.632 | |
| Oracled=30, n=40962026.05 | 0.643 | |
| Oracled=20, n=40962026.05 | 0.664 | |
| Oracled=10, n=40962026.05 | 0.706 | |
| NNKDEfined=20, n=40962026.05 | 0.746 | |
| Oracled=5, n=40962026.05 | 0.764 | |
| NNKDEfined=30, n=40962026.05 | 0.765 | |
| NNKDEfined=10, n=40962026.05 | 0.768 | |
| NNKDEfined=50, n=40962026.05 | 0.789 | |
| NNKDEfined=5, n=40962026.05 | 0.794 | |
| NNKDEpred=5, n=40962026.05 | 0.799 | |
| NNKDEpred=20, n=40962026.05 | 0.802 | |
| NNKDEpred=10, n=40962026.05 | 0.845 | |
| NNKDEpred=30, n=40962026.05 | 0.866 | |
| Oracled=3, n=40962026.05 | 0.903 | |
| NNKDEfined=3, n=40962026.05 | 0.918 | |
| NNKDEpred=3, n=40962026.05 | 0.947 | |
| kNNd=3, n=40962026.05 | 0.97 | |
| NNKDEpred=50, n=40962026.05 | 0.981 | |
| LCVd=5, n=40962026.05 | 0.983 | |
| kNNd=5, n=40962026.05 | 0.984 | |
| Abramsond=5, n=40962026.05 | 1.008 | |
| LCVd=3, n=40962026.05 | 1.009 | |
| Abramsond=3, n=40962026.05 | 1.026 | |
| NNKDEscratchd=20, n=40962026.05 | 1.107 | |
| NNKDEscratchd=50, n=40962026.05 | 1.124 | |
| LCVd=10, n=40962026.05 | 1.146 | |
| Abramsond=10, n=40962026.05 | 1.159 | |
| NNKDEscratchd=30, n=40962026.05 | 1.166 | |
| NNKDEscratchd=10, n=40962026.05 | 1.189 | |
| Oracled=2, n=40962026.05 | 1.21 | |
| NNKDEfined=2, n=40962026.05 | 1.234 | |
| Silvermand=3, n=40962026.05 | 1.237 | |
| kNNd=2, n=40962026.05 | 1.245 | |
| NNKDEpred=2, n=40962026.05 | 1.249 | |
| kNNd=10, n=40962026.05 | 1.31 | |
| Silvermand=5, n=40962026.05 | 1.328 | |
| NNKDEscratchd=5, n=40962026.05 | 1.341 | |
| LCVd=20, n=40962026.05 | 1.355 | |
| Abramsond=20, n=40962026.05 | 1.365 | |
| LCVd=2, n=40962026.05 | 1.37 | |
| Abramsond=2, n=40962026.05 | 1.385 | |
| LCVd=30, n=40962026.05 | 1.429 | |
| Abramsond=30, n=40962026.05 | 1.429 | |
| NNKDEscratchd=3, n=40962026.05 | 1.437 | |
| LCVd=50, n=40962026.05 | 1.511 | |
| Abramsond=50, n=40962026.05 | 1.511 | |
| Silvermand=10, n=40962026.05 | 1.645 | |
| NNKDEscratchd=2, n=40962026.05 | 1.7 | |
| Silvermand=2, n=40962026.05 | 1.729 | |
| kNNd=20, n=40962026.05 | 1.729 | |
| Silvermand=20, n=40962026.05 | 1.928 | |
| kNNd=30, n=40962026.05 | 1.94 | |
| Silvermand=30, n=40962026.05 | 2.04 | |
| Silvermand=50, n=40962026.05 | 2.149 | |
| kNNd=50, n=40962026.05 | 2.231 |