factorstochvol1.1.0 package

Bayesian Estimation of (Sparse) Latent Factor Stochastic Volatility Models

comtimeplot

Plot communalities over time.

corelement

Extract "true" model-implied correlations of two series only

corimageplot

Plot correlation matrices for certain points in time

cormat.fsvdraws

Extract posterior draws of the model-implied correlation matrix

cormat.fsvsim

Extract "true" model-implied correlation matrix for several points in ...

cormat

Generic extraction of correlation matrix

corplot

Plots pairwise correlations over time

cortimeplot

Plot correlations over time.

covelement

Extract "true" model-implied covariances of two series only

covmat.fsvdraws

Extract posterior draws of the model-implied covariance matrix

covmat.fsvsim

Extract "true" model-implied covariance matrix for several points in t...

covmat

Generic extraction of covariance matrix

evdiag

Plots posterior draws and posterior means of the eigenvalues of crossp...

expweightcov

Computes the empirical exponentially weighted covariance matrix

facloadcredplot

Displays bivariate marginal posterior distribution of factor loadings.

facloaddensplot

Density plots of factor loadings draws

facloadpairplot

Displays bivariate marginal posterior distributions of factor loadings...

facloadpointplot

Displays point estimates of the factor loadings posterior.

facloadtraceplot

Trace plots of factor loadings draws

factorstochvol-package

Bayesian Estimation of (Sparse) Latent Factor Stochastic Volatility Mo...

findrestrict

Ad-hoc method for (weakly) identifying the factor loadings matrix

fsvsample

Markov Chain Monte Carlo (MCMC) Sampling for the Factor Stochastic Vol...

fsvsim

Simulate data from a factor SV model

ledermann

Ledermann bound for the number of factors

logret

Compute the log returns of a vector-valued time series

logvartimeplot

Plot log-variances over time.

orderident

A posteriori factor order identification

paratraceplot

Trace plots of parameter draws.

plot.fsvdraws

Default factor SV plot

plotalot

Several factor SV plots useful for model diagnostics

predcond

Predicts means and variances conditionally on the factors

predcor

Predicts correlation matrix

predcov

Predicts covariance matrix

predh

Predicts factor and idiosyncratic log-volatilities h

predloglik

Evaluates the predictive log likelihood using the predicted covariance...

predloglikWB

Evaluates the predictive log likelihood using the Woodbury identity

predprecWB

Predicts precision matrix and its determinant (Woodbury variant)

preorder

Ad-hoc methods for determining the order of variables

print.fsvdraws

Pretty printing of an fsvsdraws object

runningcormat

Extract summary statistics for the posterior correlation matrix which ...

runningcovmat

Extract summary statistics for the posterior covariance matrix which h...

signident

A posteriori sign identification

voltimeplot

Plot series-specific volatilities over time.

Markov chain Monte Carlo (MCMC) sampler for fully Bayesian estimation of latent factor stochastic volatility models with interweaving <doi:10.1080/10618600.2017.1322091>. Sparsity can be achieved through the usage of Normal-Gamma priors on the factor loading matrix <doi:10.1016/j.jeconom.2018.11.007>.

  • Maintainer: Gregor Kastner
  • License: GPL (>= 2)
  • Last published: 2023-11-24