# Extended Dynamic Quantile Linear Models

## Documentation for package ‘exdqlm’ version 1.0.0

- DESCRIPTION file.
- Package NEWS.

## Help Pages

exdqlm-package | exdqlm: Extended Dynamic Quantile Linear Models
+.exdqlm | Addition for 'exdqlm' objects
as.exdqlm | 'exdqlm' objects
BTflow | Monthly streamflow at the Big Trees gauge
climateIndices | Monthly climate indices for streamflow examples
compPlot | Plot a component of an exDQLM
dexal | Density Function for the Extended Asymmetric Laplace (exAL) Distribution
ELIanoms | Daily time-series of ELI anomalies.
exalStaticDiagnostics | exAL Diagnostics
exalStaticLDVB | Static exAL Regression - LDVB Approximation
exalStaticMCMC | exAL (static) - MCMC algorithm
exal_make_mcmc_control | Build advanced MCMC control
exal_make_mcmc_dqlm_sigma_control | Build DQLM sigma-only MCMC warmup control
exal_make_mcmc_latent_state_control | Build dynamic MCMC latent-state warmup control
exal_make_mcmc_sigmagam_control | Build MCMC sigmagam warmup control
exal_make_mcmc_theta_control | Build MCMC theta warmup control
exal_make_vb_control | Build advanced VB control
exal_make_vb_sigmagam_control | Build VB sigmagam warmup control
exal_make_vb_sts_control | Build dynamic VB latent-state warmup control
exdqlm | exdqlm: Extended Dynamic Quantile Linear Models
exdqlmDiagnostics | exDQLM Diagnostics
exdqlmForecast | k-step-ahead quantile forecasts
exdqlmForecastDiagnostics | Held-out forecast diagnostics for exDQLM forecasts
exdqlmISVB | exDQLM - legacy ISVB algorithm
exdqlmLDVB | exDQLM - LDVB algorithm (Laplace-Delta)
exdqlmMCMC | exDQLM - MCMC algorithm
exdqlmPlot | Plot exDQLM
exdqlmTransferISVB | Transfer Function exDQLM - legacy ISVB algorithm
exdqlmTransferLDVB | Transfer Function exDQLM - LDVB algorithm
exdqlmTransferMCMC | Transfer Function exDQLM - MCMC algorithm
get_gamma_bounds | Bounds for the exAL shape parameter gamma
is.exalStaticDiagnostic | 'exalStaticDiagnostic' objects
is.exalStaticLDVB | 'exalStaticLDVB' objects
is.exalStaticMCMC | 'exalStaticMCMC' objects
is.exdqlm | 'exdqlm' objects
is.exdqlmDiagnostic | 'exdqlmDiagnostic' objects
is.exdqlmForecast | 'exdqlmForecast' objects
is.exdqlmForecastDiagnostic | 'exdqlmForecastDiagnostic' objects
is.exdqlmISVB | 'exdqlmISVB' objects
is.exdqlmLDVB | 'exdqlmLDVB' objects
is.exdqlmMCMC | 'exdqlmMCMC' objects
is.exdqlmSynthesis | 'exdqlmSynthesis' objects
pexal | Cumulative Distribution Function (CDF) for the exAL Distribution
plot.exalStaticDiagnostic | Plot Method for 'exalStaticDiagnostic' Objects
plot.exalStaticLDVB | Plot Method for 'exalStaticLDVB' Objects
plot.exalStaticMCMC | Plot Method for 'exalStaticMCMC' Objects
plot.exdqlmDiagnostic | Plot Method for 'exdqlmDiagnostic' Objects
plot.exdqlmForecast | Plot Method for 'exdqlmForecast' Objects
plot.exdqlmISVB | Plot Method for 'exdqlmISVB' Objects
plot.exdqlmLDVB | Plot Method for 'exdqlmLDVB' Objects
plot.exdqlmMCMC | Plot Method for 'exdqlmMCMC' Objects
plot.exdqlmSynthesis | Plot Method for 'exdqlmSynthesis' Objects
polytrendMod | Create an n-th order polynomial exDQLM component
print.exalStaticDiagnostic | Print Method for 'exalStaticDiagnostic' Objects
print.exalStaticLDVB | Print Method for 'exalStaticLDVB' Objects
print.exalStaticMCMC | Print Method for 'exalStaticMCMC' Objects
print.exdqlm | Print exDQLM model details
print.exdqlmDiagnostic | Print Method for 'exdqlmDiagnostic' Objects
print.exdqlmForecast | Print Method for 'exdqlmForecast' Objects
print.exdqlmForecastDiagnostic | Print Method for 'exdqlmForecastDiagnostic' Objects
print.exdqlmISVB | Print Method for 'exdqlmISVB' Objects
print.exdqlmLDVB | Print Method for 'exdqlmLDVB' Objects
print.exdqlmMCMC | Print Method for 'exdqlmMCMC' Objects
print.exdqlmSynthesis | Print Method for 'exdqlmSynthesis' Objects
qexal | Quantile Function for the exAL Distribution
quantileSynthesis | Synthesize a unified posterior predictive distribution from multiple quantile-model draws
regMod | Create a standard regression component for an exDQLM
rexal | Random Sample Generation for the exAL Distribution
scIVTmag | Time series of daily average magnitude IVT in Santa Cruz, CA.
seasMod | Create Fourier representation of a periodic exDQLM component
summary.exalStaticDiagnostic | Summary Method for 'exalStaticDiagnostic' Objects
summary.exalStaticLDVB | Summary Method for 'exalStaticLDVB' Objects
summary.exalStaticMCMC | Summary Method for 'exalStaticMCMC' Objects
summary.exdqlm | Summary exDQLM model details
summary.exdqlmDiagnostic | Summary Method for 'exdqlmDiagnostic' Objects
summary.exdqlmForecast | Summary Method for 'exdqlmForecast' Objects
summary.exdqlmForecastDiagnostic | Summary Method for 'exdqlmForecastDiagnostic' Objects
summary.exdqlmISVB | Summary Method for 'exdqlmISVB' Objects
summary.exdqlmLDVB | Summary Method for 'exdqlmLDVB' Objects
summary.exdqlmMCMC | Summary Method for 'exdqlmMCMC' Objects
summary.exdqlmSynthesis | Summary Method for 'exdqlmSynthesis' Objects