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README.md |
Quantile Function
Weibull distribution quantile function.
The quantile function for a Weibull random variable is
for 0 <= p < 1
, where lambda > 0
is the shape parameter and k > 0
is the scale parameter.
Usage
var quantile = require( '@stdlib/stats/base/dists/weibull/quantile' );
quantile( p, k, lambda )
Evaluates the quantile function for a Weibull distribution with shape parameter k
and scale parameter lambda
.
var y = quantile( 0.5, 1.0, 1.0 );
// returns ~0.693
y = quantile( 0.2, 2.0, 4.0 );
// returns ~1.89
If provided a probability p
outside the interval [0,1]
, the function returns NaN
.
var y = quantile( 1.9, 1.0, 1.0 );
// returns NaN
y = quantile( -0.1, 1.0, 1.0 );
// returns NaN
If provided NaN
as any argument, the function returns NaN
.
var y = quantile( NaN, 1.0, 1.0 );
// returns NaN
y = quantile( 0.0, NaN, 1.0 );
// returns NaN
y = quantile( 0.0, 1.0, NaN );
// returns NaN
If provided k <= 0
, the function returns NaN
.
var y = quantile( 0.4, -1.0, 1.0 );
// returns NaN
y = quantile( 0.4, 0.0, 1.0 );
// returns NaN
If provided lambda <= 0
, the function returns NaN
.
var y = quantile( 0.4, 1.0, -1.0 );
// returns NaN
y = quantile( 0.4, 1.0, 0.0 );
// returns NaN
quantile.factory( k, lambda )
Returns a function for evaluating the quantile function of a Weibull distribution with shape parameter k
and scale parameter lambda
.
var myquantile = quantile.factory( 2.0, 10.0 );
var y = myquantile( 0.2 );
// returns ~4.724
y = myquantile( 0.8 );
// returns ~12.686
Examples
var randu = require( '@stdlib/random/base/randu' );
var quantile = require( '@stdlib/stats/base/dists/weibull/quantile' );
var lambda;
var k;
var p;
var y;
var i;
for ( i = 0; i < 10; i++ ) {
p = randu();
lambda = randu() * 10.0;
k = randu() * 10.0;
y = quantile( p, k, lambda );
console.log( 'p: %d, k: %d, λ: %d, Q(p;k,λ): %d', p, k, lambda, y );
}