# W_delta: Inverse transformation for heavy-tail Lambert W RVs In LambertW: Probabilistic Models to Analyze and Gaussianize Heavy-Tailed, Skewed Data

 W_delta R Documentation

## Inverse transformation for heavy-tail Lambert W RVs

### Description

Inverse transformation W_delta_alpha for heavy-tail Lambert W RVs and its derivative. This is the inverse of Tukey's h transformation as a special case of alpha = 1.

### Usage

W_delta(z, delta = 0)

W_delta_alpha(z, delta = 0, alpha = 1)

W_2delta(z, delta = c(0, 1/5))

W_2delta_2alpha(z, delta = c(0, 0), alpha = c(1, 1))

deriv_W_delta(z, delta = 0)

deriv_W_delta_alpha(z, delta = 1, alpha = 1)


### Arguments

 z a numeric vector of real values. delta heavy-tail parameter(s); by default delta = 0, which implies W_delta(z) = z. If a vector of length 2 is supplied, then delta[1] on the left and delta[2] on the right (of the center) will be used. alpha heavy-tail exponent(s) in (u^2)^{α}; default: alpha = 1.

### Value

Computes sgn(z) ≤ft(\frac{1}{α δ} W(α δ (z^2)^{α}) \right)^{1/2 α}. If z is a vector, so is the output.

### Examples


G_delta(0)
W_delta(0)

# W_delta is the inverse of G_delta
u.v <- -2:2
W_delta(G_delta(u.v, delta = 0.3), delta = 0.3)

# with alpha too
G_delta_alpha(u.v, delta = 1, alpha = 0.33)
W_delta_alpha(G_delta_alpha(u.v, delta = 1, alpha = 0.33),
delta = 1, alpha = 0.33) # the inverse



LambertW documentation built on Sept. 22, 2022, 5:07 p.m.