Tabular Data Generation On California Housing
المقاييس
DT Mean Squared Error
LR Mean Squared Error
Parameters(M)
RF Mean Squared Error
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
اسم النموذج | DT Mean Squared Error | LR Mean Squared Error | Parameters(M) | RF Mean Squared Error | Paper Title | Repository |
|---|---|---|---|---|---|---|
| Binary Diffusion | 0.45 | 0.55 | 1.5 | 0.39 | Tabular Data Generation using Binary Diffusion | - |
| CTGAN | 0.82 | 0.61 | 0.197 | 0.62 | Modeling Tabular data using Conditional GAN | - |
| Distill-GReaT | 0.43 | 0.57 | 82 | 0.32 | Language Models are Realistic Tabular Data Generators | - |
| TVAE | 0.45 | 0.65 | 0.045 | 0.35 | Modeling Tabular data using Conditional GAN | - |
| CopulaGAN | 1.19 | 0.98 | 0.201 | 0.99 | Modeling Tabular data using Conditional GAN | - |
| GReaT | 0.39 | 0.34 | 355 | 0.28 | Language Models are Realistic Tabular Data Generators | - |
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