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wallyxie/flow_VI_on_SBMs: v1.0.0 "release" of normalizing flow variational inference algorithm modules used in "A framework for variational inference and data assimilation of soil biogeochemical models using state space approximations and normalizing flows."

Authors: Xie, Wally;

wallyxie/flow_VI_on_SBMs: v1.0.0 "release" of normalizing flow variational inference algorithm modules used in "A framework for variational inference and data assimilation of soil biogeochemical models using state space approximations and normalizing flows."

Abstract

Preliminary v1.0.0 release of the modules, scripts, and notebooks used in "A framework for variational inference and data assimilation of soil biogeochemical models using state space approximations and normalizing flows" to generate synthetic SCON-C and SCON-SS data and conduct variational inference with normalizing flows on SCON-C and SCON-SS state space approximations conditioned on the aforementioned data. The SCON-C and SCON-SS data-generating notebooks are located in the python_notebooks folder and data simulated in the notebooks are then saved in the generated_data notebook. training_plots and training_pt_output folders should be created in preparation for saving the outputs from running the training scripts.

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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