kmath/kmath-stat/space.kscience.kmath.distributions/-normal-distribution/index.html

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<div class="breadcrumbs"><a href="../../index.html">kmath-stat</a><span class="delimiter">/</span><a href="../index.html">space.kscience.kmath.distributions</a><span class="delimiter">/</span><span class="current">NormalDistribution</span></div>
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<h1 class="cover"><span>Normal</span><wbr><span><span>Distribution</span></span></h1>
<div class="platform-hinted " data-platform-hinted="data-platform-hinted"><div class="content sourceset-dependent-content" data-active="" data-togglable=":kmath-stat:dokkaHtmlPartial/commonMain"><div class="symbol monospace"><span class="token keyword">class </span><a href="index.html">NormalDistribution</a><span class="token punctuation">(</span><span class="parameters "><span class="parameter "><span class="token keyword">val </span>sampler<span class="token operator">: </span><a href="../../space.kscience.kmath.samplers/-gaussian-sampler/index.html">GaussianSampler</a></span></span><span class="token punctuation">)</span> : <a href="../-distribution1-d/index.html">Distribution1D</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a><span class="token operator">&gt; </span><span class="clearfix"><span class="floating-right">(<a href="https://github.com/SciProgCentre/kmath/tree/master/kmath-stat/src/commonMain/kotlin/space/kscience/kmath/distributions/NormalDistribution.kt#L19">source</a>)</span></span></div><p class="paragraph">Implements <a href="../-distribution1-d/index.html">Distribution1D</a> for the normal (gaussian) distribution.</p></div></div>
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<div class="tabs-section" tabs-section="tabs-section"><button class="section-tab" data-active="" data-togglable="CONSTRUCTOR,TYPE,FUNCTION,PROPERTY">Members</button><button class="section-tab" data-togglable="CONSTRUCTOR,TYPE,FUNCTION,PROPERTY,EXTENSION_PROPERTY,EXTENSION_FUNCTION">Members &amp; Extensions</button></div>
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<div data-togglable="CONSTRUCTOR">
<h2 class="">Constructors</h2>
<div class="table"><a data-name="700794906%2FConstructors%2F-443365019" anchor-label="NormalDistribution" id="700794906%2FConstructors%2F-443365019" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain"></a>
<div class="table-row" data-togglable="CONSTRUCTOR" data-filterable-current=":kmath-stat:dokkaHtmlPartial/commonMain" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain">
<div class="main-subrow keyValue ">
<div class=""><span class="inline-flex">
<div><a href="-normal-distribution.html"><span>Normal</span><wbr><span><span>Distribution</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="700794906%2FConstructors%2F-443365019"></span>
<div class="copy-popup-wrapper "><span class="copy-popup-icon"></span><span>Link copied to clipboard</span></div>
</span></span></div>
<div>
<div class="title">
<div class="platform-hinted " data-platform-hinted="data-platform-hinted"><div class="content sourceset-dependent-content" data-active="" data-togglable=":kmath-stat:dokkaHtmlPartial/commonMain"><div class="symbol monospace"><span class="token keyword">constructor</span><span class="token punctuation">(</span><span class="parameters "><span class="parameter ">sampler<span class="token operator">: </span><a href="../../space.kscience.kmath.samplers/-gaussian-sampler/index.html">GaussianSampler</a></span></span><span class="token punctuation">)</span></div></div></div>
</div>
</div>
</div>
</div>
</div>
</div>
<div data-togglable="FUNCTION">
<h2 class="">Functions</h2>
<div class="table"><a data-name="-1348987530%2FFunctions%2F-443365019" anchor-label="cumulative" id="-1348987530%2FFunctions%2F-443365019" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain"></a>
<div class="table-row" data-filterable-current=":kmath-stat:dokkaHtmlPartial/commonMain" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain">
<div class="main-subrow keyValue ">
<div class=""><span class="inline-flex">
<div><a href="cumulative.html"><span><span>cumulative</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="-1348987530%2FFunctions%2F-443365019"></span>
<div class="copy-popup-wrapper "><span class="copy-popup-icon"></span><span>Link copied to clipboard</span></div>
</span></span></div>
<div>
<div class="title">
<div class="platform-hinted " data-platform-hinted="data-platform-hinted"><div class="content sourceset-dependent-content" data-active="" data-togglable=":kmath-stat:dokkaHtmlPartial/commonMain"><div class="symbol monospace"><span class="token keyword">open </span><span class="token keyword">override </span><span class="token keyword">fun </span><a href="cumulative.html"><span class="token function">cumulative</span></a><span class="token punctuation">(</span><span class="parameters "><span class="parameter ">arg<span class="token operator">: </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a></span></span><span class="token punctuation">)</span><span class="token operator">: </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a></div><div class="brief "><p class="paragraph">Cumulative distribution for ordered parameter (CDF)</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="-1655631276%2FFunctions%2F-443365019" anchor-label="integral" id="-1655631276%2FFunctions%2F-443365019" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain"></a>
<div class="table-row" data-togglable="EXTENSION_FUNCTION" data-filterable-current=":kmath-stat:dokkaHtmlPartial/commonMain" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain">
<div class="main-subrow keyValue ">
<div class=""><span class="inline-flex">
<div><a href="../integral.html"><span><span>integral</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="-1655631276%2FFunctions%2F-443365019"></span>
<div class="copy-popup-wrapper "><span class="copy-popup-icon"></span><span>Link copied to clipboard</span></div>
</span></span></div>
<div>
<div class="title">
<div class="platform-hinted " data-platform-hinted="data-platform-hinted"><div class="content sourceset-dependent-content" data-active="" data-togglable=":kmath-stat:dokkaHtmlPartial/commonMain"><div class="symbol monospace"><span class="token keyword"></span><span class="token keyword">fun </span><span class="token operator">&lt;</span><span class="token keyword"></span><a href="../integral.html">T</a><span class="token operator"> : </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-comparable/index.html">Comparable</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="../integral.html">T</a><span class="token operator">&gt;</span><span class="token operator">&gt; </span><a href="../-distribution1-d/index.html">Distribution1D</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="../integral.html">T</a><span class="token operator">&gt;</span><span class="token punctuation">.</span><a href="../integral.html"><span class="token function">integral</span></a><span class="token punctuation">(</span><span class="parameters "><span class="parameter ">from<span class="token operator">: </span><a href="../integral.html">T</a><span class="token punctuation">, </span></span><span class="parameter ">to<span class="token operator">: </span><a href="../integral.html">T</a></span></span><span class="token punctuation">)</span><span class="token operator">: </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a></div><div class="brief "><p class="paragraph">Compute probability integral in an interval</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="-1123462462%2FFunctions%2F-443365019" anchor-label="next" id="-1123462462%2FFunctions%2F-443365019" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain"></a>
<div class="table-row" data-togglable="EXTENSION_FUNCTION" data-filterable-current=":kmath-stat:dokkaHtmlPartial/commonMain" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain">
<div class="main-subrow keyValue ">
<div class=""><span class="inline-flex">
<div><a href="../../space.kscience.kmath.stat/next.html"><span><span>next</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="-1123462462%2FFunctions%2F-443365019"></span>
<div class="copy-popup-wrapper "><span class="copy-popup-icon"></span><span>Link copied to clipboard</span></div>
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<div>
<div class="title">
<div class="platform-hinted " data-platform-hinted="data-platform-hinted"><div class="content sourceset-dependent-content" data-active="" data-togglable=":kmath-stat:dokkaHtmlPartial/commonMain"><div class="symbol monospace"><span class="token keyword">suspend </span><span class="token keyword">fun </span><span class="token operator">&lt;</span><span class="token keyword"></span><a href="../../space.kscience.kmath.stat/next.html">T</a><span class="token operator"> : </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-any/index.html">Any</a><span class="token operator">&gt; </span><a href="../../space.kscience.kmath.stat/-sampler/index.html">Sampler</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="../../space.kscience.kmath.stat/next.html">T</a><span class="token operator">&gt;</span><span class="token punctuation">.</span><a href="../../space.kscience.kmath.stat/next.html"><span class="token function">next</span></a><span class="token punctuation">(</span><span class="parameters "><span class="parameter ">generator<span class="token operator">: </span><a href="../../space.kscience.kmath.random/-random-generator/index.html">RandomGenerator</a></span></span><span class="token punctuation">)</span><span class="token operator">: </span><a href="../../space.kscience.kmath.stat/next.html">T</a></div><div class="brief "><p class="paragraph">Samples one value from this <a href="../../space.kscience.kmath.stat/-sampler/index.html">Sampler</a>.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="12250362%2FFunctions%2F-443365019" anchor-label="nextBuffer" id="12250362%2FFunctions%2F-443365019" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain"></a>
<div class="table-row" data-togglable="EXTENSION_FUNCTION" data-filterable-current=":kmath-stat:dokkaHtmlPartial/commonMain" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain">
<div class="main-subrow keyValue ">
<div class=""><span class="inline-flex">
<div><a href="../../space.kscience.kmath.stat/next-buffer.html"><span>next</span><wbr><span><span>Buffer</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="12250362%2FFunctions%2F-443365019"></span>
<div class="copy-popup-wrapper "><span class="copy-popup-icon"></span><span>Link copied to clipboard</span></div>
</span></span></div>
<div>
<div class="title">
<div class="platform-hinted " data-platform-hinted="data-platform-hinted"><div class="content sourceset-dependent-content" data-active="" data-togglable=":kmath-stat:dokkaHtmlPartial/commonMain"><div class="symbol monospace"><span class="token keyword">suspend </span><span class="token keyword">fun </span><a href="../../space.kscience.kmath.stat/-sampler/index.html">Sampler</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a><span class="token operator">&gt;</span><span class="token punctuation">.</span><a href="../../space.kscience.kmath.stat/next-buffer.html"><span class="token function">nextBuffer</span></a><span class="token punctuation">(</span><span class="parameters "><span class="parameter ">generator<span class="token operator">: </span><a href="../../space.kscience.kmath.random/-random-generator/index.html">RandomGenerator</a><span class="token punctuation">, </span></span><span class="parameter ">size<span class="token operator">: </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-int/index.html">Int</a></span></span><span class="token punctuation">)</span><span class="token operator">: </span><a href="../../../kmath-core/space.kscience.kmath.structures/-buffer/index.html">Buffer</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a><span class="token operator">&gt;</span></div><div class="brief "><p class="paragraph">Samples a <a href="../../../kmath-core/space.kscience.kmath.structures/-buffer/index.html">Buffer</a> of values from this <a href="../../space.kscience.kmath.stat/-sampler/index.html">Sampler</a>.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="420813440%2FFunctions%2F-443365019" anchor-label="probability" id="420813440%2FFunctions%2F-443365019" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain"></a>
<div class="table-row" data-filterable-current=":kmath-stat:dokkaHtmlPartial/commonMain" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain">
<div class="main-subrow keyValue ">
<div class=""><span class="inline-flex">
<div><a href="probability.html"><span><span>probability</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="420813440%2FFunctions%2F-443365019"></span>
<div class="copy-popup-wrapper "><span class="copy-popup-icon"></span><span>Link copied to clipboard</span></div>
</span></span></div>
<div>
<div class="title">
<div class="platform-hinted " data-platform-hinted="data-platform-hinted"><div class="content sourceset-dependent-content" data-active="" data-togglable=":kmath-stat:dokkaHtmlPartial/commonMain"><div class="symbol monospace"><span class="token keyword">open </span><span class="token keyword">override </span><span class="token keyword">fun </span><a href="probability.html"><span class="token function">probability</span></a><span class="token punctuation">(</span><span class="parameters "><span class="parameter ">arg<span class="token operator">: </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a></span></span><span class="token punctuation">)</span><span class="token operator">: </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a></div><div class="brief "><p class="paragraph">A probability value for given argument <a href="probability.html">arg</a>. For continuous distributions returns PDF</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="1119073886%2FFunctions%2F-443365019" anchor-label="sample" id="1119073886%2FFunctions%2F-443365019" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain"></a>
<div class="table-row" data-filterable-current=":kmath-stat:dokkaHtmlPartial/commonMain" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain">
<div class="main-subrow keyValue ">
<div class=""><span class="inline-flex">
<div><a href="sample.html"><span><span>sample</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="1119073886%2FFunctions%2F-443365019"></span>
<div class="copy-popup-wrapper "><span class="copy-popup-icon"></span><span>Link copied to clipboard</span></div>
</span></span></div>
<div>
<div class="title">
<div class="platform-hinted " data-platform-hinted="data-platform-hinted"><div class="content sourceset-dependent-content" data-active="" data-togglable=":kmath-stat:dokkaHtmlPartial/commonMain"><div class="symbol monospace"><span class="token keyword">open </span><span class="token keyword">override </span><span class="token keyword">fun </span><a href="sample.html"><span class="token function">sample</span></a><span class="token punctuation">(</span><span class="parameters "><span class="parameter ">generator<span class="token operator">: </span><a href="../../space.kscience.kmath.random/-random-generator/index.html">RandomGenerator</a></span></span><span class="token punctuation">)</span><span class="token operator">: </span><a href="../../../kmath-coroutines/space.kscience.kmath.chains/-chain/index.html">Chain</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a><span class="token operator">&gt;</span></div><div class="brief "><p class="paragraph">Generates a chain of samples.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="-789832458%2FFunctions%2F-443365019" anchor-label="sampleBuffer" id="-789832458%2FFunctions%2F-443365019" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain"></a>
<div class="table-row" data-togglable="EXTENSION_FUNCTION" data-filterable-current=":kmath-stat:dokkaHtmlPartial/commonMain" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain">
<div class="main-subrow keyValue ">
<div class=""><span class="inline-flex">
<div><a href="../../space.kscience.kmath.stat/sample-buffer.html"><span>sample</span><wbr><span><span>Buffer</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="-789832458%2FFunctions%2F-443365019"></span>
<div class="copy-popup-wrapper "><span class="copy-popup-icon"></span><span>Link copied to clipboard</span></div>
</span></span></div>
<div>
<div class="title">
<div class="platform-hinted " data-platform-hinted="data-platform-hinted"><div class="content sourceset-dependent-content" data-active="" data-togglable=":kmath-stat:dokkaHtmlPartial/commonMain"><div class="symbol monospace"><div class="block"><div class="block"><span class="token annotation builtin">@</span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin.jvm/-jvm-name/index.html"><span class="token annotation builtin">JvmName</span></a><span class="token punctuation">(</span><span>name<span class="token operator"> = </span><span class="breakable-word"><span class="token string">"sampleRealBuffer"</span></span></span><wbr><span class="token punctuation">)</span></div></div><span class="token keyword"></span><span class="token keyword">fun </span><a href="../../space.kscience.kmath.stat/-sampler/index.html">Sampler</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a><span class="token operator">&gt;</span><span class="token punctuation">.</span><a href="../../space.kscience.kmath.stat/sample-buffer.html"><span class="token function">sampleBuffer</span></a><span class="token punctuation">(</span><span class="parameters "><span class="parameter ">generator<span class="token operator">: </span><a href="../../space.kscience.kmath.random/-random-generator/index.html">RandomGenerator</a><span class="token punctuation">, </span></span><span class="parameter ">size<span class="token operator">: </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-int/index.html">Int</a></span></span><span class="token punctuation">)</span><span class="token operator">: </span><a href="../../../kmath-coroutines/space.kscience.kmath.chains/-chain/index.html">Chain</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="../../../kmath-core/space.kscience.kmath.structures/-buffer/index.html">Buffer</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a><span class="token operator">&gt;</span><span class="token operator">&gt;</span></div><div class="brief "><p class="paragraph">Generates <a href="../../space.kscience.kmath.stat/sample-buffer.html">size</a> real samples and chunks them into some buffers.</p></div><div class="symbol monospace"><div class="block"><div class="block"><span class="token annotation builtin">@</span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin.jvm/-jvm-name/index.html"><span class="token annotation builtin">JvmName</span></a><span class="token punctuation">(</span><span>name<span class="token operator"> = </span><span class="breakable-word"><span class="token string">"sampleIntBuffer"</span></span></span><wbr><span class="token punctuation">)</span></div></div><span class="token keyword"></span><span class="token keyword">fun </span><a href="../../space.kscience.kmath.stat/-sampler/index.html">Sampler</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-int/index.html">Int</a><span class="token operator">&gt;</span><span class="token punctuation">.</span><a href="../../space.kscience.kmath.stat/sample-buffer.html"><span class="token function">sampleBuffer</span></a><span class="token punctuation">(</span><span class="parameters "><span class="parameter ">generator<span class="token operator">: </span><a href="../../space.kscience.kmath.random/-random-generator/index.html">RandomGenerator</a><span class="token punctuation">, </span></span><span class="parameter ">size<span class="token operator">: </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-int/index.html">Int</a></span></span><span class="token punctuation">)</span><span class="token operator">: </span><a href="../../../kmath-coroutines/space.kscience.kmath.chains/-chain/index.html">Chain</a><span class="token operator">&lt;</span><span class="to
</div>
</div>
</div>
</div>
</div>
</div>
<div data-togglable="PROPERTY">
<h2 class="">Properties</h2>
<div class="table"><a data-name="-2022638895%2FProperties%2F-443365019" anchor-label="sampler" id="-2022638895%2FProperties%2F-443365019" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain"></a>
<div class="table-row" data-filterable-current=":kmath-stat:dokkaHtmlPartial/commonMain" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain">
<div class="main-subrow keyValue ">
<div class=""><span class="inline-flex">
<div><a href="sampler.html"><span><span>sampler</span></span></a></div>
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