Moment-Generating Function
Discrete uniform distribution moment-generating function (MGF).
The moment-generating function for a discrete uniform random variable is
where a
is the minimum support and b
is the maximum support. The parameters must satisfy a <= b
.
Usage
var mgf = require( '@stdlib/stats/base/dists/discrete-uniform/mgf' );
mgf( t, a, b )
Evaluates the moment-generating function (MGF) for a discrete uniform distribution with parameters a
(minimum support) and b
(maximum support).
var y = mgf( 2.0, 0, 4 );
// returns ~689.475
y = mgf( -0.2, 0, 4 );
// returns ~0.697
y = mgf( 2.0, 0, 1 );
// returns ~4.195
If a
or b
is not an integer value, the function returns NaN
.
var y = mgf( 0.2, 1, 5.5 );
// returns NaN
If provided a > b
, the function returns NaN
.
var y = mgf( 0.5, 3, 2);
// returns NaN
If provided NaN
for any parameter, the function returns NaN
.
var y = mgf( NaN, 0, 1 );
// returns NaN
y = mgf( 0.0, NaN, 1 );
// returns NaN
y = mgf( 0.0, 0, NaN );
// returns NaN
mgf.factory( a, b )
Returns a function for evaluating the moment-generating function (MGF) of a discrete uniform distribution with parameters a
(minimum support) and b
(maximum support).
var mymgf = mgf.factory( 6, 7 );
var y = mymgf( 0.1 );
// returns ~1.918
y = mymgf( 1.1 );
// returns ~1471.722
Examples
var randint = require( '@stdlib/random/base/discrete-uniform' );
var randu = require( '@stdlib/random/base/randu' );
var mgf = require( '@stdlib/stats/base/dists/discrete-uniform/mgf' );
var randa = randint.factory( 0, 5 );
var randb = randint.factory();
var a;
var b;
var t;
var v;
var i;
for ( i = 0; i < 10; i++ ) {
t = randu();
a = randa();
b = randb( a, a+randa() );
v = mgf( t, a, b );
console.log( 't: %d, a: %d, b: %d, M_X(t;a,b): %d', t.toFixed( 4 ), a.toFixed( 4 ), b.toFixed( 4 ), v.toFixed( 4 ) );
}