wallyxie

varInferenceSoilBiogeoModelSyntheticData

Project repository for exploring variational Bayesian inference methods for use in inference on soil biogeochemical model parameters conditional on synthetic data. The soil biogeochemical models used in this project were the conventional (CON) and Allison Wallenstein Bradford (AWB) models detailed in Allison et al., 2010. For the purposes of the project CON and AWB were converted to stochastic differential equation systems SCON and SAWB using a naive diagonalization of the drift vectors for the diffusion matrices.

xieRomero-OlivaresGuindaniAllison_ABayesianApproachToEvaluationsofSoilBiogeochemicalModels

Stan code for evaluating goodness of fit of SOC models to soil microbe respiration data.

flow_VI_on_SBMs

Code corresponding to "A framework for variational inference and data assimilation of soil biogeochemical models using state space approximations and normalizing flows."

AWB-ECA_inference

Code for inference of deterministic AWB-ECA soil biogeochemical ODE model parameters in Stan with synthetic data generated from the SAWB-ECA-SS SDE system.

CON_inference

Code for inference of deterministic CON soil biogeochemical ODE model parameters in Stan with synthetic data generated from the SCON-SS SDE system.

NHL-Really-Bad-Start-Exercise

Cursory data analysis treating goalie Really Bad Starts (RBS) per season as a target.

sportsAnalyticsProjects

uci-thesis-latex

LaTeX template for thesis and dissertation documents at UC Irvine