Mutual Information Estimation on Gaussian d=5, N=64
0VarianceCPC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CPCTrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 0 | 3.89 | 15.14 | |
| CPCTrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 0 | 5.85 | 34.22 | |
| CPCTrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 0.01 | 2.1 | 4.42 | |
| CPCTrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.02 | 0.8 | 0.67 | |
| CPCTrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.03 | 0.17 | 0.06 | |
| NJEETrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.04 | 0.3 | 0.13 | |
| KL-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.04 | 0.04 | 0.04 | |
| KL-DIMEArchitecture=joint2023.05 | 0.04 | — | — | |
| GAN-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.05 | 0.06 | 0.06 | |
| HD-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.05 | 0.04 | 0.05 | |
| NWJArchitecture=joint2023.05 | 0.05 | — | — | |
| MINEArchitecture=joint2023.05 | 0.05 | — | — | |
| SMILEArchitecture=joint, tau=infinity2023.05 | 0.05 | — | — | |
| GAN-DIMEArchitecture=joint2023.05 | 0.05 | — | — | |
| HD-DIMEArchitecture=joint2023.05 | 0.05 | — | — | |
| SMILETrue MI=2, Architecture=joint, Sample size (N)=642023.05 | 0.06 | 0.29 | 0.14 | |
| NJEETrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.06 | 0.03 | 0.06 | |
| KL-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.06 | 0.09 | 0.07 | |
| KL-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 0.06 | 0.19 | 0.1 | |
| KL-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 0.06 | 0.4 | 0.22 | |
| KL-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 0.06 | 0.93 | 0.92 | |
| KL-DIMEArchitecture=joint2023.05 | 0.06 | — | — | |
| GAN-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.08 | 0.09 | 0.09 | |
| HD-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.08 | 0.09 | 0.09 | |
| GAN-DIMEArchitecture=joint2023.05 | 0.08 | — | — | |
| HD-DIMEArchitecture=joint2023.05 | 0.08 | — | — | |
| SMILETrue MI=4, Architecture=joint, Sample size (N)=642023.05 | 0.09 | 0.61 | 0.46 | |
| NJEETrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 0.09 | 0.46 | 0.3 | |
| MINEArchitecture=joint2023.05 | 0.11 | — | — | |
| SMILEArchitecture=joint, tau=infinity2023.05 | 0.11 | — | — | |
| SMILETrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 0.12 | 0.76 | 0.7 | |
| HD-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 0.12 | 0.15 | 0.15 | |
| GAN-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.05 | 0.13 | 0.14 | 0.15 | |
| NWJArchitecture=joint2023.05 | 0.13 | — | — | |
| NJEETrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 0.15 | 1.23 | 1.66 | |
| HD-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 0.2 | 0.28 | 0.28 | |
| SMILETrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 0.23 | 0.85 | 0.95 | |
| GAN-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.05 | 0.24 | 0.06 | 0.24 | |
| NJEETrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 0.27 | 2.35 | 5.78 | |
| SMILETrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 0.46 | 0.96 | 1.37 | |
| HD-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 0.57 | 0.53 | 0.86 | |
| GAN-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.05 | 0.69 | 0.3 | 0.78 |