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myst.yml
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myst.yml
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# See docs at: https://mystmd.org/guide/frontmatter
version: 1
project:
title: Bayesian Methods for Extreme Value Modeling
subtitle: Applications in Climate
# description:
keywords: []
authors: []
github: https://github.com/jejjohnson/jbayesevt
license: CC-BY-4.0
open_access: true
# bibliography: []
abbreviations:
ERA5: ECMWF Reanalysis Version 5
CMIP6: Coupled Model Intercomparison Project Phase 6
AMIP6: Atmospherical Model Intercomparison Project Phase 6
PDEs: Partial Differential Equations
RHS: Right Hand Side
TLDR: Too Long Did Not Read
SSP: Shared Socioeconomic Pathways
CDS: Climate Data Store
ARIMA: Autoregressive Integrated Moving Average
EO: Earth Observation
EVT: Extreme Value Theory
GEVD: Generalized Extreme Value Distribution
EVD: Extreme Value Distribution
GPD: Generalized Pareto Distribution
GP: Gaussian Process
PPL: Probabilistic Programming Language
MLE: Maximum Likelihood Expectation
MAP: Maximum A Posteriori
MCMC: Markov Chain Monte Carlo
HMC: Hamiltonian Monte Carlo
STS: Structured Time Series
TS: Time Series
DLM: Dynamical Linear Model
BDLM: Bayesian Dynamical Linear Model
SSM: State Space Model
DA: Data Assimilation
IID: Independently, Identically Distributed
SOTA: State of the Art
CRS: Coordinate Reference System
ODE: Ordinary Differential Equation
EnsKF: Ensemble Kalman Filter
EKF: Extended Kalman Filter
UKF: Unscented Kalman Filter
ADF: Assumed Density Filter
KF: Kalman Filter
DL: Deep Learning
ML: Machine Learning
BIC: Bayesian Information Criteria
AIC: Akaike information criterion
AI: Artificial Intelligence
ENSO: El Niño-Southern Oscillation
PDO: Pacific Decadal Oscillation
NAO: North Atlantic Oscillation
site:
template: book-theme
title: Learn More
# options:
# logo: site_logo.png
nav: []
actions:
- title: Learn More
url: https://mystmd.org/guide
domains: []