Add latent ode example #5
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rtqichen
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Dec 10, 2018
lxuechen
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Dec 21, 2018
# This is the 1st commit message: Working example of latent ode. # This is the commit message rtqichen#2: batching for latent ode example. # This is the commit message rtqichen#3: clean up. # This is the commit message rtqichen#4: squash commits and resolve conflict. # This is the commit message rtqichen#5: squash commits and resolve conflict. # This is the commit message rtqichen#6: squash commits and resolve conflict.
Working example of latent ode. batching for latent ode example. clean up. squash commits and resolve conflict. squash commits and resolve conflict. squash commits and resolve conflict. squash. Switch to 4 spaces.
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Sorry for the delay, that's done. I also squashed my commits so that the history is clear. Sorry for not originally opening up another PR branch. |
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Mostly follows section 5.1 from their paper.
I used the same hparams whenever I could. Some hparams weren't included in the paper, such as observation noise variance and what the true dynamics are.
I generated the dataset using two sets of simple time-invariant dynamics for the clock-wise and counter clock-wise Archimedean spirals.
Ground truth:
One instance of reconstruction:
