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ResearchFormerly WizWand

Mutual Information Estimation on Gaussian (d=10, N=64)

0.06BiasNJEE
-0.1721.3942.964.526May 31, 2023
Updated 8mo ago

Evaluation results

MethodLinks
NJEETrue MI=6, Architecture=joint, Sample size (N)=642023.050.060.10.1
KL-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.050.070.050.06
HD-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.050.090.060.07
GAN-DIMETrue MI=2, Architecture=joint, Sample size (N)=642023.050.120.060.08
NJEETrue MI=4, Architecture=joint, Sample size (N)=642023.050.130.080.09
KL-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.050.130.080.1
HD-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.050.140.110.13
GAN-DIMETrue MI=4, Architecture=joint, Sample size (N)=642023.050.170.120.15
GAN-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.050.170.190.22
GAN-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.050.180.520.55
CPCTrue MI=2, Architecture=joint, Sample size (N)=642023.050.20.040.08
GAN-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.050.20.30.34
HD-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.050.220.160.21
SMILETrue MI=2, Architecture=joint, Sample size (N)=642023.050.240.060.11
NJEETrue MI=2, Architecture=joint, Sample size (N)=642023.050.290.050.13
KL-DIMETrue MI=6, Architecture=joint, Sample size (N)=642023.050.30.10.19
NJEETrue MI=8, Architecture=joint, Sample size (N)=642023.050.380.130.28
HD-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.050.390.240.4
HD-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.050.40.490.65
SMILETrue MI=4, Architecture=joint, Sample size (N)=642023.050.520.130.4
KL-DIMETrue MI=8, Architecture=joint, Sample size (N)=642023.050.580.10.44
SMILETrue MI=6, Architecture=joint, Sample size (N)=642023.050.680.20.66
SMILETrue MI=10, Architecture=joint, Sample size (N)=642023.050.680.460.93
SMILETrue MI=8, Architecture=joint, Sample size (N)=642023.050.710.320.83
NJEETrue MI=10, Architecture=joint, Sample size (N)=642023.050.80.130.76
CPCTrue MI=4, Architecture=joint, Sample size (N)=642023.050.890.030.83
KL-DIMETrue MI=10, Architecture=joint, Sample size (N)=642023.051.050.11.2
CPCTrue MI=6, Architecture=joint, Sample size (N)=642023.052.20.014.84
CPCTrue MI=8, Architecture=joint, Sample size (N)=642023.053.93015.45
CPCTrue MI=10, Architecture=joint, Sample size (N)=642023.055.86034.32