Nonlinear Dimensionality Reduction on Static Mapping
1.077MSENN-AE
Evaluation Results
| Method | Links | |
|---|---|---|
| NN-AELatent modes (LM)=82025.09 | 1.077 | |
| CNN-AECR=4, Epoch=150, Batch size=30, Learning rate=10−1, Step epoch=20, Decay rate=0.5, Parameters (M)=7.6, Training Time (hrs)=1.142025.09 | 1.154 | |
| NN-AELatent modes (LM)=8, Epoch=2000, Batch size=256, Learning rate=10−2, Step epoch=100, Decay rate=0.5, Parameters (M)=273, Training Time (hrs)=0.13 ± 0.012025.09 | 1.22 | |
| CNN-AECR=42025.09 | 1.629 | |
| DIANOFM=16, CR=162025.09 | 2.042 | |
| DIANOFM=16, CR=16, Epoch=100, Batch size=30, Learning rate=10−2, Step epoch=5, Decay rate=0.75, Parameters (M)=1.22025.09 | 2.07 | |
| DIANOFM=8, CR=42025.09 | 3.488 | |
| DIANOFM=8, CR=4, Epoch=100, Batch size=30, Learning rate=10−2, Step epoch=5, Decay rate=0.75, Parameters (M)=1.2, Training Time (hrs)=0.142025.09 | 3.506 | |
| DIANOFM=8, CR=162025.09 | 3.623 | |
| CNO2025.09 | 3.669 | |
| DIANOFM=8, CR=16, Epoch=100, Batch size=30, Learning rate=10−2, Step epoch=5, Decay rate=0.75, Parameters (M)=1.2, Training Time (hrs)=0.17 ± 0.012025.09 | 3.687 | |
| DIANOFM=32, CR=162025.09 | 3.907 | |
| DIANOFM=32, CR=16, Epoch=100, Batch size=30, Learning rate=10−2, Step epoch=5, Decay rate=0.75, Parameters (M)=1.2, Training Time (hrs)=0.182025.09 | 3.944 | |
| DIANOFM=8, CR=642025.09 | 4.187 | |
| DIANOFM=8, CR=64, Epoch=100, Batch size=30, Learning rate=10−2, Step epoch=5, Decay rate=0.75, Parameters (M)=1.2, Training Time (hrs)=0.182025.09 | 4.237 | |
| DIANOFM=8, CR=2562025.09 | 5.279 | |
| DIANOFM=8, CR=256, Epoch=100, Batch size=30, Learning rate=10−2, Step epoch=5, Decay rate=0.75, Parameters (M)=1.2, Training Time (hrs)=0.202025.09 | 5.334 | |
| CNOEpoch=70, Batch size=30, Learning rate=10−2, Step epoch=5, Decay rate=0.75, Parameters (M)=31, Training Time (hrs)=0.272025.09 | 6.752 | |
| NN-AELatent modes (LM)=322025.09 | 7.267 | |
| NN-AELatent modes (LM)=162025.09 | 8.448 | |
| NN-AELatent modes (LM)=32, Epoch=2000, Batch size=256, Learning rate=10−2, Step epoch=120, Decay rate=0.75, Parameters (M)=273, Training Time (hrs)=0.142025.09 | 8.846 | |
| NN-AELatent modes (LM)=16, Epoch=2000, Batch size=256, Learning rate=10−2, Step epoch=100, Decay rate=0.5, Parameters (M)=2732025.09 | 9.111 |