Intrinsic Dimensionality Estimation on Benchmark Manifolds
5.52MPEL2N2(2,1)
Evaluation results
| Method | Links | |
|---|---|---|
| L2N2(2,1)Rounding (r)=True, Parameter optimization (opt)=None, Number of points=5,0002026.03 | 5.52 | |
| L2N2(2,1)Rounding (r)=True, Parameter optimization (opt)=None, Number of points=2,5002026.03 | 6.06 | |
| L2N2(2,1)Rounding (r)=True, Parameter optimization (opt)=None, Number of points=1,2502026.03 | 6.97 | |
| L2N2(2,1)Rounding (r)=False, Parameter optimization (opt)=True, Number of points=5,0002026.03 | 7.23 | |
| L2N2(2,1)Rounding (r)=False, Parameter optimization (opt)=True, Number of points=2,5002026.03 | 8.09 | |
| L2N2(2,1)Rounding (r)=True, Parameter optimization (opt)=None, Number of points=6252026.03 | 8.52 | |
| L2N2(2,1)Rounding (r)=False, Parameter optimization (opt)=True, Number of points=1,2502026.03 | 9.21 | |
| L2N2(2,1)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=5,0002026.03 | 9.28 | |
| kNNParameter optimization (opt)=True, Number of points=5,0002026.03 | 9.92 | |
| L2N2(2,1)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=2,5002026.03 | 9.96 | |
| GriDEParameter optimization (opt)=True, Number of points=5,0002026.03 | 10.12 | |
| TwoNNParameter optimization (opt)=True, Number of points=5,0002026.03 | 10.21 | |
| PHParameter optimization (opt)=True, Number of points=5,0002026.03 | 10.69 | |
| L2N2(4,2)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=5,0002026.03 | 10.86 | |
| GriDEParameter optimization (opt)=True, Number of points=2,5002026.03 | 10.98 | |
| TwoNNParameter optimization (opt)=True, Number of points=2,5002026.03 | 10.99 | |
| L2N2(2,1)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=1,2502026.03 | 11 | |
| L2N2(8,4)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=5,0002026.03 | 11.29 | |
| L2N2(4,2)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=2,5002026.03 | 11.38 | |
| L2N2(2,1)Rounding (r)=False, Parameter optimization (opt)=True, Number of points=6252026.03 | 11.62 | |
| MLEParameter optimization (opt)=True, Number of points=5,0002026.03 | 11.73 | |
| GriDEParameter optimization (opt)=True, Number of points=1,2502026.03 | 11.89 | |
| TwoNNParameter optimization (opt)=True, Number of points=1,2502026.03 | 12.05 | |
| PHParameter optimization (opt)=True, Number of points=2,5002026.03 | 12.52 | |
| L2N2(4,2)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=1,2502026.03 | 12.59 | |
| DANCoParameter optimization (opt)=True, Number of points=2,5002026.03 | 12.61 | |
| MIND MLParameter optimization (opt)=True, Number of points=1,2502026.03 | 12.9 | |
| L2N2(8,4)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=2,5002026.03 | 12.96 | |
| L2N2(2,1)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=6252026.03 | 13.02 | |
| MIND MLParameter optimization (opt)=True, Number of points=6252026.03 | 13.36 | |
| TwoNNParameter optimization (opt)=True, Number of points=6252026.03 | 13.54 | |
| GriDEParameter optimization (opt)=True, Number of points=6252026.03 | 13.86 | |
| kNNParameter optimization (opt)=True, Number of points=2,5002026.03 | 14.25 | |
| TLEParameter optimization (opt)=True, Number of points=5,0002026.03 | 14.65 | |
| ESSParameter optimization (opt)=True, Number of points=5,0002026.03 | 14.88 | |
| MLEParameter optimization (opt)=True, Number of points=2,5002026.03 | 15.96 | |
| PHParameter optimization (opt)=True, Number of points=1,2502026.03 | 15.97 | |
| L2N2(4,2)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=6252026.03 | 16.43 | |
| kNNParameter optimization (opt)=True, Number of points=6252026.03 | 16.75 | |
| ESSParameter optimization (opt)=True, Number of points=1,2502026.03 | 16.95 | |
| DANCoParameter optimization (opt)=True, Number of points=5,0002026.03 | 17.01 | |
| ESSParameter optimization (opt)=True, Number of points=2,5002026.03 | 17.15 | |
| L2N2(8,4)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=1,2502026.03 | 17.36 | |
| lPCAParameter optimization (opt)=True, Number of points=5,0002026.03 | 18.4 | |
| PHParameter optimization (opt)=True, Number of points=6252026.03 | 18.89 | |
| CorrIntParameter optimization (opt)=True, Number of points=5,0002026.03 | 19.05 | |
| L2N2(8,4)Rounding (r)=False, Parameter optimization (opt)=None, Number of points=6252026.03 | 19.33 | |
| MIND MLParameter optimization (opt)=True, Number of points=5,0002026.03 | 20.28 | |
| MLEParameter optimization (opt)=True, Number of points=1,2502026.03 | 20.33 | |
| MIND MLParameter optimization (opt)=True, Number of points=2,5002026.03 | 20.43 | |
| TLEParameter optimization (opt)=True, Number of points=2,5002026.03 | 20.57 | |
| CorrIntParameter optimization (opt)=True, Number of points=2,5002026.03 | 20.99 | |
| MLEParameter optimization (opt)=True, Number of points=6252026.03 | 22.27 | |
| DANCoParameter optimization (opt)=True, Number of points=1,2502026.03 | 22.46 | |
| TLEParameter optimization (opt)=True, Number of points=1,2502026.03 | 22.69 | |
| lPCAParameter optimization (opt)=True, Number of points=1,2502026.03 | 23.06 | |
| lPCAParameter optimization (opt)=True, Number of points=2,5002026.03 | 23.07 | |
| ESSParameter optimization (opt)=True, Number of points=6252026.03 | 23.34 | |
| TLEParameter optimization (opt)=True, Number of points=6252026.03 | 24.44 | |
| CorrIntParameter optimization (opt)=True, Number of points=6252026.03 | 26.32 | |
| CorrIntParameter optimization (opt)=True, Number of points=1,2502026.03 | 26.47 | |
| DANCoParameter optimization (opt)=True, Number of points=6252026.03 | 27.16 | |
| lPCAParameter optimization (opt)=True, Number of points=6252026.03 | 32.29 | |
| kNNParameter optimization (opt)=True, Number of points=1,2502026.03 | 33.09 | |
| WODcapParameter optimization (opt)=True, Number of points=5,0002026.03 | 37.47 | |
| WODcapParameter optimization (opt)=True, Number of points=1,2502026.03 | 40.49 | |
| WODcapParameter optimization (opt)=True, Number of points=2,5002026.03 | 40.63 | |
| FisherSParameter optimization (opt)=True, Number of points=6252026.03 | 40.92 | |
| WODcapParameter optimization (opt)=True, Number of points=6252026.03 | 41.88 | |
| FisherSParameter optimization (opt)=True, Number of points=1,2502026.03 | 42.09 | |
| FisherSParameter optimization (opt)=True, Number of points=2,5002026.03 | 42.24 | |
| FisherSParameter optimization (opt)=True, Number of points=5,0002026.03 | 42.26 | |
| CDimParameter optimization (opt)=True, Number of points=5,0002026.03 | 43.83 | |
| CDimParameter optimization (opt)=True, Number of points=2,5002026.03 | 45.78 | |
| CDimParameter optimization (opt)=True, Number of points=1,2502026.03 | 50.81 | |
| CDimParameter optimization (opt)=True, Number of points=6252026.03 | 53.91 |