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Perform mean-field variational inference for a Poisson regression model.

Usage

vb_pois_reg(X, y, n, mu0, Sigma0, tol = 1e-08, maxiter = 100L, verbose = FALSE)

Arguments

X

The design matrix

y

The response vector

n

The offset term

mu0

The prior mean for beta

Sigma0

The prior covariance for beta

tol

Tolerance for convergence of the elbo

maxiter

Maximum number of iterations allowed

verbose

Print trace of the lower bound to console. Default is FALSE.

Value

v A list of relevant outputs