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Cumulative Distribution Function
Logistic distribution cumulative distribution function.
The cumulative distribution function for a logistic random variable is
where mu
is the location parameter and s > 0
is the scale parameter.
Usage
var cdf = require( '@stdlib/stats/base/dists/logistic/cdf' );
cdf( x, mu, s )
Evaluates the cumulative distribution function (CDF) for a logistic distribution with parameters mu
(location parameter) and s
(scale parameter).
var y = cdf( 2.0, 0.0, 1.0 );
// returns ~0.881
y = cdf( 0.0, 0.0, 1.0 );
// returns 0.5
y = cdf( -1.0, 4.0, 2.0 );
// returns ~0.076
If provided NaN
as any argument, the function returns NaN
.
var y = cdf( NaN, 0.0, 1.0 );
// returns NaN
y = cdf( 0.0, NaN, 1.0 );
// returns NaN
y = cdf( 0.0, 0.0, NaN );
// returns NaN
If provided s < 0
, the function returns NaN
.
var y = cdf( 2.0, 0.0, -1.0 );
// returns NaN
If provided s = 0
, the function evaluates the CDF of a degenerate distribution centered at mu
.
var y = cdf( 2.0, 8.0, 0.0 );
// returns 0.0
y = cdf( 8.0, 8.0, 0.0 );
// returns 1.0
y = cdf( 10.0, 8.0, 0.0 );
// returns 1.0
cdf.factory( mu, s )
Returns a function for evaluating the cumulative distribution function of a logistic distribution with parameters mu
(location parameter) and s
(scale parameter).
var mycdf = cdf.factory( 10.0, 2.0 );
var y = mycdf( 10.0 );
// returns 0.5
y = mycdf( 8.0 );
// returns ~0.269
Examples
var randu = require( '@stdlib/random/base/randu' );
var cdf = require( '@stdlib/stats/base/dists/logistic/cdf' );
var mu;
var s;
var x;
var y;
var i;
for ( i = 0; i < 10; i++ ) {
x = randu() * 10.0;
mu = randu() * 10.0;
s = randu() * 10.0;
y = cdf( x, mu, s );
console.log( 'x: %d, µ: %d, s: %d, F(x;µ,s): %d', x, mu, s, y );
}