List your company
ResearchFormerly WizWand

Mutual Information Estimation on Gaussian d=5, N=64

0VarianceCPC
-0.02760.15870.3450.5313May 31, 2023
Updated 8mo ago

Evaluation results

MethodLinks
CPCTrue MI=8, Architecture=joint, Sample size (N)=642023.0503.8915.14
CPCTrue MI=10, Architecture=joint, Sample size (N)=642023.0505.8534.22
CPCTrue MI=6, Architecture=joint, Sample size (N)=642023.050.012.14.42
CPCTrue MI=4, Architecture=joint, Sample size (N)=642023.050.020.80.67
CPCTrue MI=2, Architecture=joint, Sample size (N)=642023.050.030.170.06
NJEETrue MI=2, Architecture=joint, Sample size (N)=642023.050.040.30.13
KL-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.050.040.040.04
KL-DIMEArchitecture=joint2023.050.04——
GAN-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.050.050.060.06
HD-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.050.050.040.05
NWJArchitecture=joint2023.050.05——
MINEArchitecture=joint2023.050.05——
SMILEArchitecture=joint, tau=infinity2023.050.05——
GAN-DIMEArchitecture=joint2023.050.05——
HD-DIMEArchitecture=joint2023.050.05——
SMILETrue MI=2, Architecture=joint, Sample size (N)=642023.050.060.290.14
NJEETrue MI=4, Architecture=joint, Sample size (N)=642023.050.060.030.06
KL-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.050.060.090.07
KL-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.050.060.190.1
KL-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.050.060.40.22
KL-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.050.060.930.92
KL-DIMEArchitecture=joint2023.050.06——
GAN-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.050.080.090.09
HD-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.050.080.090.09
GAN-DIMEArchitecture=joint2023.050.08——
HD-DIMEArchitecture=joint2023.050.08——
SMILETrue MI=4, Architecture=joint, Sample size (N)=642023.050.090.610.46
NJEETrue MI=6, Architecture=joint, Sample size (N)=642023.050.090.460.3
MINEArchitecture=joint2023.050.11——
SMILEArchitecture=joint, tau=infinity2023.050.11——
SMILETrue MI=6, Architecture=joint, Sample size (N)=642023.050.120.760.7
HD-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.050.120.150.15
GAN-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.050.130.140.15
NWJArchitecture=joint2023.050.13——
NJEETrue MI=8, Architecture=joint, Sample size (N)=642023.050.151.231.66
HD-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.050.20.280.28
SMILETrue MI=8, Architecture=joint, Sample size (N)=642023.050.230.850.95
GAN-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.050.240.060.24
NJEETrue MI=10, Architecture=joint, Sample size (N)=642023.050.272.355.78
SMILETrue MI=10, Architecture=joint, Sample size (N)=642023.050.460.961.37
HD-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.050.570.530.86
GAN-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.050.690.30.78