bv_metropolis: Metropolis-Hastings settings

In BVAR: Hierarchical Bayesian Vector Autoregression

Metropolis-Hastings settings

Description

Function to provide settings for the Metropolis-Hastings step in bvar. Options include scaling the inverse Hessian that is used to draw parameter proposals and automatic scaling to achieve certain acceptance rates.

Usage

bv_metropolis(
  scale_hess = 0.01,
  adjust_acc = FALSE,
  adjust_burn = 0.75,
  acc_lower = 0.25,
  acc_upper = 0.45,
  acc_change = 0.01
)

bv_mh(
  scale_hess = 0.01,
  adjust_acc = FALSE,
  adjust_burn = 0.75,
  acc_lower = 0.25,
  acc_upper = 0.45,
  acc_change = 0.01
)

Arguments

scale_hess	Numeric scalar or vector. Scaling parameter, determining the range of hyperparameter draws. Should be calibrated so a reasonable acceptance rate is reached. If provided as vector the length must equal the number of hyperparameters (one per variable for psi).
adjust_acc	Logical scalar. Whether or not to further scale the variability of parameter draws during the burn-in phase.
adjust_burn	Numeric scalar. How much of the burn-in phase should be used to scale parameter variability. See Details.
acc_lower, acc_upper	Numeric scalar. Lower (upper) bound of the target acceptance rate. Required if adjust_acc is set to TRUE.
acc_change	Numeric scalar. Percent change applied to the Hessian matrix for tuning acceptance rate. Required if adjust_acc is set to TRUE.

Details

Note that adjustment of the acceptance rate by scaling the parameter draw variability can only be done during the burn-in phase, as otherwise the resulting draws do not feature the desirable properties of a Markov chain. After the parameter draws have been scaled, some additional draws should be burnt.

Value

Returns a named list of class bv_metropolis with options for bvar.

Examples

# Increase the scaling parameter
bv_mh(scale_hess = 1)

# Turn on automatic scaling of the acceptance rate to [20%, 40%]
bv_mh(adjust_acc = TRUE, acc_lower = 0.2, acc_upper = 0.4)

# Increase the rate of automatic scaling
bv_mh(adjust_acc = TRUE, acc_lower = 0.2, acc_upper = 0.4, acc_change = 0.1)

# Use only 50% of the burn-in phase to adjust scaling
bv_mh(adjust_acc = TRUE, adjust_burn = 0.5)

BVAR documentation built on May 29, 2024, 5:34 a.m.