Article 69XF0 Hyperbolic secant distribution

Hyperbolic secant distribution

by
John
from John D. Cook on (#69XF0)

I hadn't run into the hyperbolic secant distribution until I saw a paper by Peng Ding [1] recently. If C is a standard Cauchy random variable, then (2/) log |C| has a hyperbolic secant distribution. Three applications of this distribution are given in [1].

Ding's paper contains a plot comparing the density functions for the hyperbolic secant distribution, the standard normal distribution, and the logistic distribution with scale 3/. The scale for the logistic was chosen so that all three distributions would have variance 1.

There's something interesting about comparing logistic distribution and the hyperbolic secant distribution densities: the former is the square of the latter, aside from some scaling, and yet the two functions are similar. You don't often approximate a function by its square.

Here's a plot of the two densities.

sinh_logistic.png

The hyperbolic secant density, the blue curve, crosses the logistic density around 0.56 and around 2.33.

The hyperbolic secant distribution has density

sech_pdf.svg

and the logistic distribution, as scaled in above, has density

logistic_pdf.svg

and so

sinh_logistic.svg

Related posts

[1] Peng Ding. Three Occurrences of the Hyperbolic-Secant Distribution. The American Statistician , Feb 2014, Vol. 68, No. 1 (2014), pp. 32-35

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