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| 1 | +<!-- |
| 2 | +
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| 3 | +@license Apache-2.0 |
| 4 | +
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| 5 | +Copyright (c) 2025 The Stdlib Authors. |
| 6 | +
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| 7 | +Licensed under the Apache License, Version 2.0 (the "License"); |
| 8 | +you may not use this file except in compliance with the License. |
| 9 | +You may obtain a copy of the License at |
| 10 | +
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| 11 | + http://www.apache.org/licenses/LICENSE-2.0 |
| 12 | +
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| 13 | +Unless required by applicable law or agreed to in writing, software |
| 14 | +distributed under the License is distributed on an "AS IS" BASIS, |
| 15 | +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 16 | +See the License for the specific language governing permissions and |
| 17 | +limitations under the License. |
| 18 | +
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| 19 | +--> |
| 20 | + |
| 21 | +# Bradford |
| 22 | + |
| 23 | +> Bradford distribution. |
| 24 | +
|
| 25 | +<section class="usage"> |
| 26 | + |
| 27 | +## Usage |
| 28 | + |
| 29 | +```javascript |
| 30 | +var bradford = require( '@stdlib/stats/base/dists/bradford' ); |
| 31 | +``` |
| 32 | + |
| 33 | +#### bradford |
| 34 | + |
| 35 | +[Bradford][bradford-distribution] distribution. |
| 36 | + |
| 37 | +```javascript |
| 38 | +var dist = bradford; |
| 39 | +// returns {...} |
| 40 | +``` |
| 41 | + |
| 42 | +The namespace contains the following distribution functions: |
| 43 | + |
| 44 | +<!-- <toc pattern="*+(cdf|pdf|mgf|quantile)*"> --> |
| 45 | + |
| 46 | +<div class="namespace-toc"> |
| 47 | + |
| 48 | +- <span class="signature">[`cdf( x, c )`][@stdlib/stats/base/dists/bradford/cdf]</span><span class="delimiter">: </span><span class="description">Bradford distribution cumulative distribution function.</span> |
| 49 | +- <span class="signature">[`pdf( x, c )`][@stdlib/stats/base/dists/bradford/pdf]</span><span class="delimiter">: </span><span class="description">Bradford distribution probability density function (PDF).</span> |
| 50 | +- <span class="signature">[`quantile( p, c )`][@stdlib/stats/base/dists/bradford/quantile]</span><span class="delimiter">: </span><span class="description">Bradford distribution quantile function.</span> |
| 51 | + |
| 52 | +</div> |
| 53 | + |
| 54 | +<!-- </toc> --> |
| 55 | + |
| 56 | +The namespace contains the following functions for calculating distribution properties: |
| 57 | + |
| 58 | +<!-- <toc pattern="*+(entropy|mean|median|mode|skewness|stdev|variance)*"> --> |
| 59 | + |
| 60 | +<div class="namespace-toc"> |
| 61 | + |
| 62 | +- <span class="signature">[`entropy( c )`][@stdlib/stats/base/dists/bradford/entropy]</span><span class="delimiter">: </span><span class="description">Bradford distribution differential entropy.</span> |
| 63 | +- <span class="signature">[`mean( c )`][@stdlib/stats/base/dists/bradford/mean]</span><span class="delimiter">: </span><span class="description">Bradford distribution expected value.</span> |
| 64 | +- <span class="signature">[`median( c )`][@stdlib/stats/base/dists/bradford/median]</span><span class="delimiter">: </span><span class="description">Bradford distribution median.</span> |
| 65 | +- <span class="signature">[`mode( c )`][@stdlib/stats/base/dists/bradford/mode]</span><span class="delimiter">: </span><span class="description">Bradford distribution mode.</span> |
| 66 | +- <span class="signature">[`skewness( c )`][@stdlib/stats/base/dists/bradford/skewness]</span><span class="delimiter">: </span><span class="description">Bradford distribution skewness.</span> |
| 67 | +- <span class="signature">[`stdev( c )`][@stdlib/stats/base/dists/bradford/stdev]</span><span class="delimiter">: </span><span class="description">Bradford distribution standard deviation.</span> |
| 68 | +- <span class="signature">[`variance( c )`][@stdlib/stats/base/dists/bradford/variance]</span><span class="delimiter">: </span><span class="description">Bradford distribution variance.</span> |
| 69 | + |
| 70 | +</div> |
| 71 | + |
| 72 | +<!-- </toc> --> |
| 73 | + |
| 74 | +</section> |
| 75 | + |
| 76 | +<!-- /.usage --> |
| 77 | + |
| 78 | +<section class="examples"> |
| 79 | + |
| 80 | +## Examples |
| 81 | + |
| 82 | +<!-- eslint no-undef: "error" --> |
| 83 | + |
| 84 | +```javascript |
| 85 | +var bradford = require( '@stdlib/stats/base/dists/bradford' ); |
| 86 | + |
| 87 | +/* |
| 88 | +* The Bradford distribution is defined over [0,1] with shape parameter c. |
| 89 | +*/ |
| 90 | + |
| 91 | +var c = 2.0; |
| 92 | + |
| 93 | +// Compute the mean: |
| 94 | +var mu = bradford.mean( c ); |
| 95 | +// returns ~0.410 |
| 96 | + |
| 97 | +// Compute the median: |
| 98 | +var median = bradford.median( c ); |
| 99 | +// returns ~0.366 |
| 100 | + |
| 101 | +// Compute the variance: |
| 102 | +var s2 = bradford.variance( c ); |
| 103 | +// returns ~0.082 |
| 104 | + |
| 105 | +// Compute the standard deviation: |
| 106 | +var sigma = bradford.stdev( c ); |
| 107 | +// returns ~0.286 |
| 108 | + |
| 109 | +// Evaluate the PDF at x = 0.5: |
| 110 | +var y = bradford.pdf( 0.5, c ); |
| 111 | +// returns ~0.910 |
| 112 | + |
| 113 | +// Evaluate the CDF at x = 0.5: |
| 114 | +var p = bradford.cdf( 0.5, c ); |
| 115 | +// returns ~0.631 |
| 116 | + |
| 117 | +// Compute the 50th percentile (median): |
| 118 | +var q = bradford.quantile( 0.5, c ); |
| 119 | +// returns ~0.366 |
| 120 | + |
| 121 | +// Compute the entropy: |
| 122 | +var h = bradford.entropy( c ); |
| 123 | +// returns ~-0.050 |
| 124 | + |
| 125 | +// Compute the skewness: |
| 126 | +var skew = bradford.skewness( c ); |
| 127 | +// returns ~0.378 |
| 128 | + |
| 129 | +// Compute the mode: |
| 130 | +var mode = bradford.mode( c ); |
| 131 | +// returns 0.0 |
| 132 | +``` |
| 133 | + |
| 134 | +</section> |
| 135 | + |
| 136 | +<!-- /.examples --> |
| 137 | + |
| 138 | +<!-- Section for related `stdlib` packages. Do not manually edit this section, as it is automatically populated. --> |
| 139 | + |
| 140 | +<section class="related"> |
| 141 | + |
| 142 | +</section> |
| 143 | + |
| 144 | +<!-- /.related --> |
| 145 | + |
| 146 | +<!-- Section for all links. Make sure to keep an empty line after the `section` element and another before the `/section` close. --> |
| 147 | + |
| 148 | +<section class="links"> |
| 149 | + |
| 150 | +[bradford-distribution]: https://en.wikipedia.org/wiki/Bradford_distribution |
| 151 | + |
| 152 | +<!-- <toc-links> --> |
| 153 | + |
| 154 | +[@stdlib/stats/base/dists/bradford/cdf]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/bradford/cdf |
| 155 | + |
| 156 | +[@stdlib/stats/base/dists/bradford/entropy]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/bradford/entropy |
| 157 | + |
| 158 | +[@stdlib/stats/base/dists/bradford/mean]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/bradford/mean |
| 159 | + |
| 160 | +[@stdlib/stats/base/dists/bradford/median]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/bradford/median |
| 161 | + |
| 162 | +[@stdlib/stats/base/dists/bradford/mode]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/bradford/mode |
| 163 | + |
| 164 | +[@stdlib/stats/base/dists/bradford/pdf]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/bradford/pdf |
| 165 | + |
| 166 | +[@stdlib/stats/base/dists/bradford/quantile]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/bradford/quantile |
| 167 | + |
| 168 | +[@stdlib/stats/base/dists/bradford/skewness]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/bradford/skewness |
| 169 | + |
| 170 | +[@stdlib/stats/base/dists/bradford/stdev]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/bradford/stdev |
| 171 | + |
| 172 | +[@stdlib/stats/base/dists/bradford/variance]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/base/dists/bradford/variance |
| 173 | + |
| 174 | +<!-- </toc-links> --> |
| 175 | + |
| 176 | +</section> |
| 177 | + |
| 178 | +<!-- /.links --> |
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