Distribution Learning on Gaussian distribution rho = 2
0.131Wasserstein Distance ErrorThm. 3.1
Evaluation Results
| Method | Links | |
|---|---|---|
| Thm. 3.1d=2, N=10^6, M_opt=1002026.02 | 0.131 | |
| Fournierd=2, N=10^6, M_opt=1002026.02 | 0.166 | |
| Prop. 3.2d=2, N=10^6, M_opt=1002026.02 | 0.182 | |
| Thm. 3.1d=2, N=10^5, M_opt=1002026.02 | 0.201 | |
| Prop. 3.2d=2, N=10^5, M_opt=1002026.02 | 0.291 | |
| Fournierd=2, N=10^5, M_opt=1002026.02 | 0.295 | |
| Thm. 3.1d=2, N=10^4, M_opt=402026.02 | 0.334 | |
| Prop. 3.2d=2, N=10^4, M_opt=402026.02 | 0.464 | |
| Thm. 3.1d=2, N=10^3, M_opt=202026.02 | 0.518 | |
| Fournierd=2, N=10^4, M_opt=402026.02 | 0.525 | |
| Thm. 3.1d=10, N=10^6, M_opt=2002026.02 | 0.683 | |
| Prop. 3.2d=2, N=10^3, M_opt=202026.02 | 0.693 | |
| Prop. 3.2d=10, N=10^6, M_opt=2002026.02 | 0.728 | |
| Thm. 3.1d=10, N=10^5, M_opt=5002026.02 | 0.751 | |
| Fournierd=2, N=10^3, M_opt=202026.02 | 0.934 | |
| Prop. 3.2d=10, N=10^5, M_opt=5002026.02 | 0.967 | |
| Thm. 3.1d=10, N=10^4, M_opt=752026.02 | 0.983 | |
| Thm. 3.1d=10, N=10^3, M_opt=202026.02 | 1.133 | |
| Prop. 3.2d=10, N=10^4, M_opt=752026.02 | 1.193 | |
| Prop. 3.2d=10, N=10^3, M_opt=202026.02 | 1.292 | |
| Thm. 3.1d=50, N=10^6, M_opt=5002026.02 | 1.486 | |
| Thm. 3.1d=50, N=10^5, M_opt=2002026.02 | 1.618 | |
| Prop. 3.2d=50, N=10^6, M_opt=5002026.02 | 1.63 | |
| Fournierd=10, N=10^6, M_opt=2002026.02 | 1.699 | |
| Thm. 3.1d=50, N=10^4, M_opt=402026.02 | 1.777 | |
| Prop. 3.2d=50, N=10^5, M_opt=2002026.02 | 1.816 | |
| Thm. 3.1d=50, N=10^3, M_opt=52026.02 | 1.842 | |
| Prop. 3.2d=50, N=10^4, M_opt=402026.02 | 1.946 | |
| Prop. 3.2d=50, N=10^3, M_opt=52026.02 | 2 | |
| Thm. 3.1d=100, N=10^6, M_opt=5002026.02 | 2.052 | |
| Thm. 3.1d=100, N=10^5, M_opt=2002026.02 | 2.162 | |
| Prop. 3.2d=100, N=10^6, M_opt=5002026.02 | 2.21 | |
| Fournierd=10, N=10^5, M_opt=5002026.02 | 2.258 | |
| Thm. 3.1d=100, N=10^4, M_opt=502026.02 | 2.294 | |
| Prop. 3.2d=100, N=10^5, M_opt=2002026.02 | 2.334 | |
| Prop. 3.2d=100, N=10^4, M_opt=502026.02 | 2.408 | |
| Thm. 3.1d=100, N=10^3, M_opt=52026.02 | 2.422 | |
| Prop. 3.2d=100, N=10^3, M_opt=52026.02 | 2.579 | |
| Fournierd=10, N=10^4, M_opt=752026.02 | 3.054 | |
| Fournierd=10, N=10^3, M_opt=202026.02 | 4.221 | |
| Fournierd=50, N=10^6, M_opt=5002026.02 | 10.972 | |
| Fournierd=50, N=10^5, M_opt=2002026.02 | 11.864 | |
| Fournierd=50, N=10^4, M_opt=402026.02 | 13.09 | |
| Fournierd=50, N=10^3, M_opt=52026.02 | 14.892 | |
| Fournierd=100, N=10^6, M_opt=5002026.02 | 17.97 | |
| Fournierd=100, N=10^5, M_opt=2002026.02 | 18.936 | |
| Fournierd=100, N=10^4, M_opt=502026.02 | 20.351 | |
| Fournierd=100, N=10^3, M_opt=52026.02 | 22.556 |