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README.md |
Probability Density Function
Lévy distribution probability density function (PDF).
The probability density function (PDF) for a Lévy random variable is
where μ
is the location parameter and c > 0
is the scale parameter.
Usage
var pdf = require( '@stdlib/stats/base/dists/levy/pdf' );
pdf( x, mu, c )
Evaluates the probability density function (PDF) for a Lévy distribution with parameters mu
(location parameter) and c
(scale parameter).
var y = pdf( 2.0, 0.0, 1.0 );
// returns ~0.11
y = pdf( -1.0, 4.0, 4.0 );
// returns 0.0
If provided NaN
as any argument, the function returns NaN
.
var y = pdf( NaN, 0.0, 1.0 );
// returns NaN
y = pdf( 0.0, NaN, 1.0 );
// returns NaN
y = pdf( 0.0, 0.0, NaN );
// returns NaN
If provided c <= 0
, the function returns NaN
.
var y = pdf( 2.0, 0.0, -1.0 );
// returns NaN
y = pdf( 2.0, 0.0, 0.0 );
// returns NaN
pdf.factory( mu, c )
Returns a function for evaluating the probability density function (PDF) of a Lévy distribution with parameters mu
(location parameter) and c
(scale parameter).
var mypdf = pdf.factory( 10.0, 2.0 );
var y = mypdf( 11.0 );
// returns ~0.208
y = mypdf( 20.0 );
// returns ~0.016
Examples
var randu = require( '@stdlib/random/base/randu' );
var EPS = require( '@stdlib/constants/float64/eps' );
var pdf = require( '@stdlib/stats/base/dists/levy/pdf' );
var mu;
var c;
var x;
var y;
var i;
for ( i = 0; i < 10; i++ ) {
mu = randu() * 10.0;
x = ( randu()*10.0 ) + mu;
c = ( randu()*10.0 ) + EPS;
y = pdf( x, mu, c );
console.log( 'x: %d, µ: %d, c: %d, f(x;µ,c): %d', x, mu, c, y );
}