Regression on synthetic datasets #1 1.0 (test)
0MSEPNC predictor
Evaluation results
| Method | Links | |
|---|---|---|
| PNC predictorData dimension (d)=2, Data size (n)=1024, Experimental repetitions=102023.06 | 0 | |
| Deep ensemble (5 networks)Data dimension (d)=2, Data size (n)=1024, Experimental repetitions=102023.06 | 0 | |
| PNC predictorData dimension (d)=2, Data size (n)=512, Experimental repetitions=102023.06 | 0 | |
| Deep ensemble (5 networks)Data dimension (d)=2, Data size (n)=512, Experimental repetitions=102023.06 | 0 | |
| PNC predictorData dimension (d)=4, Data size (n)=1024, Experimental repetitions=102023.06 | 0 | |
| Deep ensemble (2 networks)Data dimension (d)=2, Data size (n)=512, Experimental repetitions=102023.06 | 0.0001 | |
| Deep ensemble (2 networks)Data dimension (d)=2, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0001 | |
| PNC predictorData dimension (d)=2, Data size (n)=256, Experimental repetitions=102023.06 | 0.0001 | |
| One base networkData dimension (d)=2, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0001 | |
| Deep ensemble (5 networks)Data dimension (d)=4, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0001 | |
| Deep ensemble (5 networks)Data dimension (d)=2, Data size (n)=256, Experimental repetitions=102023.06 | 0.0001 | |
| One base networkData dimension (d)=2, Data size (n)=512, Experimental repetitions=102023.06 | 0.0001 | |
| Deep ensemble (2 networks)Data dimension (d)=2, Data size (n)=256, Experimental repetitions=102023.06 | 0.0001 | |
| Deep ensemble (2 networks)Data dimension (d)=4, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0002 | |
| PNC predictorData dimension (d)=4, Data size (n)=512, Experimental repetitions=102023.06 | 0.0002 | |
| PNC predictorData dimension (d)=8, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0002 | |
| One base networkData dimension (d)=4, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0002 | |
| One base networkData dimension (d)=2, Data size (n)=256, Experimental repetitions=102023.06 | 0.0002 | |
| Deep ensemble (5 networks)Data dimension (d)=4, Data size (n)=512, Experimental repetitions=102023.06 | 0.0003 | |
| PNC predictorData dimension (d)=2, Data size (n)=128, Experimental repetitions=102023.06 | 0.0004 | |
| Deep ensemble (5 networks)Data dimension (d)=8, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0004 | |
| Deep ensemble (2 networks)Data dimension (d)=4, Data size (n)=512, Experimental repetitions=102023.06 | 0.0004 | |
| PNC predictorData dimension (d)=4, Data size (n)=256, Experimental repetitions=102023.06 | 0.0004 | |
| Deep ensemble (5 networks)Data dimension (d)=2, Data size (n)=128, Experimental repetitions=102023.06 | 0.0004 | |
| Deep ensemble (5 networks)Data dimension (d)=4, Data size (n)=256, Experimental repetitions=102023.06 | 0.0004 | |
| PNC predictorData dimension (d)=8, Data size (n)=512, Experimental repetitions=102023.06 | 0.0005 | |
| One base networkData dimension (d)=4, Data size (n)=512, Experimental repetitions=102023.06 | 0.0005 | |
| Deep ensemble (2 networks)Data dimension (d)=4, Data size (n)=256, Experimental repetitions=102023.06 | 0.0005 | |
| Deep ensemble (2 networks)Data dimension (d)=8, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0006 | |
| Deep ensemble (2 networks)Data dimension (d)=2, Data size (n)=128, Experimental repetitions=102023.06 | 0.0006 | |
| One base networkData dimension (d)=2, Data size (n)=128, Experimental repetitions=102023.06 | 0.0007 | |
| Deep ensemble (5 networks)Data dimension (d)=8, Data size (n)=512, Experimental repetitions=102023.06 | 0.0007 | |
| PNC predictorData dimension (d)=16, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0007 | |
| One base networkData dimension (d)=8, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0009 | |
| One base networkData dimension (d)=4, Data size (n)=256, Experimental repetitions=102023.06 | 0.0009 | |
| PNC predictorData dimension (d)=8, Data size (n)=256, Experimental repetitions=102023.06 | 0.0011 | |
| Deep ensemble (2 networks)Data dimension (d)=8, Data size (n)=512, Experimental repetitions=102023.06 | 0.0011 | |
| PNC predictorData dimension (d)=4, Data size (n)=128, Experimental repetitions=102023.06 | 0.0012 | |
| Deep ensemble (5 networks)Data dimension (d)=16, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0012 | |
| Deep ensemble (5 networks)Data dimension (d)=8, Data size (n)=256, Experimental repetitions=102023.06 | 0.0013 | |
| One base networkData dimension (d)=8, Data size (n)=512, Experimental repetitions=102023.06 | 0.0014 | |
| Deep ensemble (2 networks)Data dimension (d)=8, Data size (n)=256, Experimental repetitions=102023.06 | 0.0015 | |
| Deep ensemble (5 networks)Data dimension (d)=4, Data size (n)=128, Experimental repetitions=102023.06 | 0.0015 | |
| PNC predictorData dimension (d)=16, Data size (n)=512, Experimental repetitions=102023.06 | 0.0016 | |
| Deep ensemble (2 networks)Data dimension (d)=4, Data size (n)=128, Experimental repetitions=102023.06 | 0.0018 | |
| Deep ensemble (2 networks)Data dimension (d)=16, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0019 | |
| Deep ensemble (5 networks)Data dimension (d)=16, Data size (n)=512, Experimental repetitions=102023.06 | 0.0021 | |
| One base networkData dimension (d)=4, Data size (n)=128, Experimental repetitions=102023.06 | 0.0021 | |
| One base networkData dimension (d)=8, Data size (n)=256, Experimental repetitions=102023.06 | 0.0021 | |
| PNC predictorData dimension (d)=8, Data size (n)=128, Experimental repetitions=102023.06 | 0.0025 | |
| Deep ensemble (5 networks)Data dimension (d)=8, Data size (n)=128, Experimental repetitions=102023.06 | 0.0027 | |
| Deep ensemble (2 networks)Data dimension (d)=16, Data size (n)=512, Experimental repetitions=102023.06 | 0.0029 | |
| One base networkData dimension (d)=16, Data size (n)=1024, Experimental repetitions=102023.06 | 0.0032 | |
| Deep ensemble (2 networks)Data dimension (d)=8, Data size (n)=128, Experimental repetitions=102023.06 | 0.0033 | |
| One base networkData dimension (d)=8, Data size (n)=128, Experimental repetitions=102023.06 | 0.0041 | |
| PNC predictorData dimension (d)=16, Data size (n)=256, Experimental repetitions=102023.06 | 0.0042 | |
| One base networkData dimension (d)=16, Data size (n)=512, Experimental repetitions=102023.06 | 0.0042 | |
| Deep ensemble (5 networks)Data dimension (d)=16, Data size (n)=256, Experimental repetitions=102023.06 | 0.0048 | |
| PNC predictorData dimension (d)=16, Data size (n)=128, Experimental repetitions=102023.06 | 0.006 | |
| Deep ensemble (5 networks)Data dimension (d)=16, Data size (n)=128, Experimental repetitions=102023.06 | 0.0064 | |
| Deep ensemble (2 networks)Data dimension (d)=16, Data size (n)=256, Experimental repetitions=102023.06 | 0.0065 | |
| One base networkData dimension (d)=16, Data size (n)=256, Experimental repetitions=102023.06 | 0.0068 | |
| Deep ensemble (2 networks)Data dimension (d)=16, Data size (n)=128, Experimental repetitions=102023.06 | 0.0075 | |
| One base networkData dimension (d)=16, Data size (n)=128, Experimental repetitions=102023.06 | 0.009 |