Mdwgan-gp: data augmentation for gene expression data based on multiple discriminator WGAN-GP

BMC Bioinformatics

Table 2 Comparisons of similarity between the real and generated samples

Tissues	CGAN	CWGAN	CWGAN-GP	Gene-CWGAN	S-WGAN-GP	MDWGAN-GP
Bladder	0.008	0.432	0.641	0.603	0.594	0.596
Breast	0.011	0.437	0.766	0.763	0.759	0.788
Cervix	0.013	0.438	0.521	0.534	0.503	0.550
Colon	0.007	0.392	0.791	0.844	0.831	0.853
Esophagus_gas	0.004	0.204	0.387	0.500	0.462	0.511
Esophagus_muc	0.007	0.300	0.407	0.469	0.479	0.489
Esophagus_mus	0.008	0.386	0.810	0.820	0.748	0.818
Kidney	0.008	0.378	0.773	0.777	0.773	0.813
Liver	0.006	0.334	0.643	0.740	0.758	0.731
Lung	0.008	0.416	0.750	0.749	0.751	0.754
Prostate	0.011	0.362	0.687	0.742	0.728	0.739
Salivary	0.011	0.393	0.570	0.604	0.599	0.648
Stomach	0.007	0.453	0.759	0.766	0.750	0.774
Thyroid	0.008	0.296	0.730	0.771	0.792	0.795
Uterus	0.008	0.422	0.673	0.629	0.666	0.706
Average	0.008	0.376	0.660	0.687	0.680	0.704

ISSN: 1471-2105