Mutual Information Estimation on Gaussian (d=10, N=64)
0.06BiasNJEE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NJEETrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 0.06 | 0.1 | 0.1 | |
| KL-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.07 | 0.05 | 0.06 | |
| HD-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.09 | 0.06 | 0.07 | |
| GAN-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.12 | 0.06 | 0.08 | |
| NJEETrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.13 | 0.08 | 0.09 | |
| KL-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.13 | 0.08 | 0.1 | |
| HD-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.14 | 0.11 | 0.13 | |
| GAN-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.17 | 0.12 | 0.15 | |
| GAN-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 0.17 | 0.19 | 0.22 | |
| GAN-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 0.18 | 0.52 | 0.55 | |
| CPCTrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.2 | 0.04 | 0.08 | |
| GAN-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 0.2 | 0.3 | 0.34 | |
| HD-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 0.22 | 0.16 | 0.21 | |
| SMILETrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.24 | 0.06 | 0.11 | |
| NJEETrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.29 | 0.05 | 0.13 | |
| KL-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 0.3 | 0.1 | 0.19 | |
| NJEETrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 0.38 | 0.13 | 0.28 | |
| HD-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 0.39 | 0.24 | 0.4 | |
| HD-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 0.4 | 0.49 | 0.65 | |
| SMILETrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.52 | 0.13 | 0.4 | |
| KL-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 0.58 | 0.1 | 0.44 | |
| SMILETrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 0.68 | 0.2 | 0.66 | |
| SMILETrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 0.68 | 0.46 | 0.93 | |
| SMILETrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 0.71 | 0.32 | 0.83 | |
| NJEETrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 0.8 | 0.13 | 0.76 | |
| CPCTrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.89 | 0.03 | 0.83 | |
| KL-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 1.05 | 0.1 | 1.2 | |
| CPCTrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 2.2 | 0.01 | 4.84 | |
| CPCTrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 3.93 | 0 | 15.45 | |
| CPCTrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 5.86 | 0 | 34.32 |