Published August 6, 2022
| Version v1.1.0
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wallyxie/CON_inference: v1.1.0 "release" of Stan code producing deterministic CON inference results in Figure 5 of "A framework for variational inference and data assimilation of soil biogeochemical models using state space approximations and normalizing flows."
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Description
Changed observation noise structure. NUTS likelihood estimation and posterior prediction computation now follows y[i, ] ~ N(x_hat[i, ], 0.1 * x_hat[i,])
to y[i,] ~ N(x_hat[i,], 0.1 * obs_sd[i])
, where obs_sd[i] = mean(y[i,])
. This exactly matches the observation noise structure in the counterpart flow VI scheme, whereas previously, there was a modest difference in observation noise structure.
Additionally, changed R code calling Stan model to save theta and x posteriors consolidated across all NUTS chains together into a CSV file.
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wallyxie/CON_inference-v1.1.0.zip
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Related works
- Is supplement to
- https://github.com/wallyxie/CON_inference/tree/v1.1.0 (URL)