zeta: Function \(\log(2\,\Phi(x))\) and its derivatives
Description
The function log(2*pnorm(x)) and its derivatives,
including inverse Mills ratio.
Usage
zeta(k, x)
Value
a vector representing the k-th order derivative evaluated at
x.
Arguments
k
an integer number between 0 and 5.
x
a numeric vector. Missing values (NAs) and Infs are
allowed.
Background
The computation for k>1 is reduced to the case k=1, making use
of expressions given by Azzalini and Capitanio (1999); see especially
Section 4 of the full-length version of the paper. The main facts are
summarized in Section 2.1.4 of Azzalini and Capitanio (2014).
For numerical stability, the evaluation of zeta(1,x) when
x < -50 makes use of the asymptotic expansion (26.2.13) of
Abramowitz and Stegun (1964).
zeta(1,-x) equals dnorm(x)/pnorm(-x) (in principle, apart from
the above-mentioned asymptotic expansion), called the
inverse Mills ratio.
Details
For k between 0 and 5, the derivative of order k of
\(\log(2\,\Phi(x))\) is evaluated, where \(\Phi(x)\)
denotes the \(N(0,1)\) cumulative distribution function.
The derivative of order k=0 refers to the function itself.
If k is not an integer within 0,..., 5, NULL is returned.
References
Abramowitz, M. and Stegun, I. A., editors (1964).
Handbook of Mathematical Functions.
Dover Publications.
Azzalini, A. and Capitanio, A. (1999).
Statistical applications of the multivariate skew normal distribution.
J.Roy.Statist.Soc. B61, 579--602. Full-length version
available at https://arXiv.org/abs/0911.2093
Azzalini, A. with the collaboration of Capitanio, A. (2014).
The Skew-Normal and Related Families.
Cambridge University Press, IMS Monographs series.