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. Author manuscript; available in PMC: 2021 Jul 29.
Published in final edited form as: Proc Mach Learn Res. 2020 Jul;119:9526–9536.

Table 1.

Shows the Wasserstein distance EMD and MSE for artificial datasets between the left out timepoint and the predicted points for our two generated datasets. Mean over 3 seeds.

EMD MSE
Arch Cycle Tree Arch Cycle Tree
Base 0.691 0.037 0.490 0.300 0.190 0.218
Base + D 0.607 0.049 0.373 0.236 0.191 0.145
Base + V 0.243 0.033 0.143 0.107 0.068 0.098
Base + D + V 0.415 0.034 0.252 0.156 0.081 0.132
OT 0.644 0.032 0.492 0.252 0.192 0.196
prev 1.086 0.035 1.092 0.652 0.192 0.666
next 1.090 0.035 1.068 0.659 0.192 0.689
rand 0.622 0.406 0.420 0.243 0.346 0.161