Modeling Tabular data using Conditional GAN

Benchmark Model Rank Results
tabular-data-generation-on-adult-censusTVAE#4DT Accuracy: 82.8LR Accuracy: 80.53Parameters(M): 0.053
tabular-data-generation-on-adult-censusCTGAN#5DT Accuracy: 81.32LR Accuracy: 83.2Parameters(M): 0.302
tabular-data-generation-on-adult-censusCopulaGAN#6DT Accuracy: 76.29LR Accuracy: 80.61Parameters(M): 0.300
tabular-data-generation-on-california-housingTVAE#1Parameters(M): 0.045RF Mean Squared Error: 0.35
tabular-data-generation-on-california-housingCTGAN#2Parameters(M): 0.197RF Mean Squared Error: 0.62
tabular-data-generation-on-california-housingCopulaGAN#3Parameters(M): 0.201RF Mean Squared Error: 0.99
tabular-data-generation-on-diabetesTVAE#4DT Accuracy: 0.5330Parameters(M): 0.359LR Accuracy: 0.5634
tabular-data-generation-on-diabetesCTGAN#5DT Accuracy: 0.4973Parameters(M): 9.6LR Accuracy: 0.5093
tabular-data-generation-on-diabetesCopulaGAN#6DT Accuracy: 0.385Parameters(M): 9.4LR Accuracy: 0.4027
tabular-data-generation-on-helocTVAE#3DT Accuracy: 76.39LR Accuracy: 71.04Parameters(M): 62
tabular-data-generation-on-helocCTGAN#5DT Accuracy: 61.34LR Accuracy: 57.72Parameters(M): 0.277
tabular-data-generation-on-helocCopulaGAN#6DT Accuracy: 42.36LR Accuracy: 42.03Parameters(M): 0.276
tabular-data-generation-on-sickTVAE#3DT Accuracy: 95.39LR Accuracy: 94.7Parameters(M): 0.046
tabular-data-generation-on-sickCopulaGAN#5DT Accuracy: 93.77LR Accuracy: 94.57Parameters(M): 0.226
tabular-data-generation-on-sickCTGAN#6DT Accuracy: 92.05LR Accuracy: 94.44Parameters(M): 0.222
tabular-data-generation-on-travelTVAE#3DT Accuracy: 81.68LR Accuracy: 79.58RF Accuracy: 81.68
tabular-data-generation-on-travelCopulaGAN#5DT Accuracy: 73.61LR Accuracy: 73.3RF Accuracy: 73.3
tabular-data-generation-on-travelCTGAN#6DT Accuracy: 73.3LR Accuracy: 73.3RF Accuracy: 71.41