npm package: @stdlib/stats-base-dists-chi-kurtosis
Description: Chi distribution excess kurtosis.
Author: The Stdlib Authors
Latest version: 0.3.1

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# Kurtosis

[![NPM version][npm-image]][npm-url] [![Build Status][test-image]][test-url] [![Coverage Status][coverage-image]][coverage-url] <!-- [![dependencies][dependencies-image]][dependencies-url] -->

> [Chi][chi-distribution] distribution [excess kurtosis][kurtosis].

<!-- Section to include introductory text. Make sure to keep an empty line after the intro `section` element and another before the `/section` close. -->

<section class="intro">

The [excess kurtosis][kurtosis] for a [chi][chi-distribution] random variable with degrees of freedom `k` is

<!-- <equation class="equation" label="eq:chi_kurtosis" align="center" raw="\operatorname{Kurt}\left( X \right) = {\frac{2}{\sigma ^{2}}}(1-\mu \sigma \gamma_{1}-\sigma^{2})" alt="Excess kurtosis for a chi distribution."> -->

<div class="equation" align="center" data-raw-text="\operatorname{Kurt}\left( X \right) = {\frac{2}{\sigma ^{2}}}(1-\mu \sigma \gamma_{1}-\sigma^{2})" data-equation="eq:chi_kurtosis">
    <img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@51534079fef45e990850102147e8945fb023d1d0/lib/node_modules/@stdlib/stats/base/dists/chi/kurtosis/docs/img/equation_chi_kurtosis.svg" alt="Excess kurtosis for a chi distribution.">
    <br>
</div>

<!-- </equation> -->

where `μ` is the mean of the distribution, `σ` its standard deviation, and `γ_1` the skewness.

</section>

<!-- /.intro -->

<!-- Package usage documentation. -->

<section class="installation">

## Installation

```bash
npm install @stdlib/stats-base-dists-chi-kurtosis
```

</section>

<section class="usage">

## Usage

```javascript
var kurtosis = require( '@stdlib/stats-base-dists-chi-kurtosis' );
```

#### kurtosis( k )

Returns the [excess kurtosis][kurtosis] of a [chi][chi-distribution] distribution with degrees of freedom `k`.

```javascript
var v = kurtosis( 9.0 );
// returns ~0.011

v = kurtosis( 0.5 );
// returns ~2.534
```

If provided `k <= 0`, the function returns `NaN`.

```javascript
var v = kurtosis( -1.0 );
// returns NaN
```

</section>

<!-- /.usage -->

<!-- Package usage notes. Make sure to keep an empty line after the `section` element and another before the `/section` close. -->

<section class="notes">

</section>

<!-- /.notes -->

<!-- Package usage examples. -->

<section class="examples">

## Examples

<!-- eslint no-undef: "error" -->

```javascript
var uniform = require( '@stdlib/random-array-uniform' );
var logEachMap = require( '@stdlib/console-log-each-map' );
var kurtosis = require( '@stdlib/stats-base-dists-chi-kurtosis' );

var opts = {
    'dtype': 'float64'
};
var k = uniform( 10, 0.0, 20.0, opts );

logEachMap( 'k: %0.4f, Kurt(X;k): %0.4f', k, kurtosis );
```

</section>

<!-- /.examples -->

* * *

<section class="c">

## C APIs

<section class="intro">

</section>

<!-- /.intro -->

<!-- C usage documentation. -->

<section class="usage">

### Usage

```c
#include "stdlib/stats/base/dists/chi/kurtosis.h"
```

#### stdlib_base_dists_chi_kurtosis( k )

Returns the [excess kurtosis][kurtosis] of a [chi][chi-distribution] distribution with degrees of freedom `k`.

```c
double out = stdlib_base_dists_chi_kurtosis( 9.0 );
// returns ~0.011
```

The function accepts the following arguments:

-   **k**: `[in] double` degrees of freedom.

```c
double stdlib_base_dists_chi_kurtosis( const double k );
```

</section>

<!-- /.usage -->

<!-- C API usage notes. Make sure to keep an empty line after the `section` element and another before the `/section` close. -->

<section class="notes">

</section>

<!-- /.notes -->

<!-- C API usage examples. -->

<section class="examples">

### Examples

```c
#include "stdlib/stats/base/dists/chi/kurtosis.h"
#include <stdio.h>
#include <stdlib.h>

static double random_uniform( const double min, const double max ) {
    double v = (double)rand() / ( (double)RAND_MAX + 1.0 );
    return min + ( v * ( max - min ) );
}

int main( void ) {
    double k;
    double y;
    int i;

    for ( i = 0; i < 25; i++ ) {
        k = random_uniform( 1.0, 10.0 );
        y = stdlib_base_dists_chi_kurtosis( k );
        printf( "k: %lf, Kurt(X,k): %lf\n", k, y );
    }
}
```

</section>

<!-- /.examples -->

</section>

<!-- /.c -->

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<section class="references">

</section>

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<section class="related">

</section>

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<section class="main-repo" >

* * *

## Notice

This package is part of [stdlib][stdlib], a standard library for JavaScript and Node.js, with an emphasis on numerical and scientific computing. The library provides a collection of robust, high performance libraries for mathematics, statistics, streams, utilities, and more.

For more information on the project, filing bug reports and feature requests, and guidance on how to develop [stdlib][stdlib], see the main project [repository][stdlib].

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## License

See [LICENSE][stdlib-license].


## Copyright

Copyright &copy; 2016-2026. The Stdlib [Authors][stdlib-authors].

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[stdlib-license]: https://raw.githubusercontent.com/stdlib-js/stats-base-dists-chi-kurtosis/main/LICENSE

[chi-distribution]: https://en.wikipedia.org/wiki/Chi_distribution

[kurtosis]: https://en.wikipedia.org/wiki/Kurtosis

</section>

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