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<h1 class="cover"><span><span>Package-level</span></span> <span><span>declarations</span></span></h1>
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<div class="tabs-section" tabs-section="tabs-section"><button class="section-tab" data-active="" data-togglable="TYPE">Types</button><button class="section-tab" data-togglable="FUNCTION,EXTENSION_FUNCTION">Functions</button></div>
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<h2 class="">Types</h2>
<div class="table"><a data-name="-533873934%2FClasslikes%2F-443365019" anchor-label="AhrensDieterExponentialSampler" id="-533873934%2FClasslikes%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">
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<div><a href="-ahrens-dieter-exponential-sampler/index.html"><span>Ahrens</span><wbr><span>Dieter</span><wbr><span>Exponential</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="-533873934%2FClasslikes%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">class </span><a href="-ahrens-dieter-exponential-sampler/index.html">AhrensDieterExponentialSampler</a><span class="token punctuation">(</span><span class="parameters "><span class="parameter "><span class="token keyword">val </span>mean<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> : <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></div><div class="brief "><p class="paragraph">Sampling from an <a href="http://mathworld.wolfram.com/ExponentialDistribution.html">exponential distribution</a>.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="-1454518558%2FClasslikes%2F-443365019" anchor-label="AhrensDieterMarsagliaTsangGammaSampler" id="-1454518558%2FClasslikes%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="-ahrens-dieter-marsaglia-tsang-gamma-sampler/index.html"><span>Ahrens</span><wbr><span>Dieter</span><wbr><span>Marsaglia</span><wbr><span>Tsang</span><wbr><span>Gamma</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="-1454518558%2FClasslikes%2F-443365019"></span>
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</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">class </span><a href="-ahrens-dieter-marsaglia-tsang-gamma-sampler/index.html">AhrensDieterMarsagliaTsangGammaSampler</a> : <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></div><div class="brief "><p class="paragraph">Sampling from the <a href="http://mathworld.wolfram.com/GammaDistribution.html">gamma distribution</a>.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="2039416215%2FClasslikes%2F-443365019" anchor-label="AliasMethodDiscreteSampler" id="2039416215%2FClasslikes%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">
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<div class=""><span class="inline-flex">
<div><a href="-alias-method-discrete-sampler/index.html"><span>Alias</span><wbr><span>Method</span><wbr><span>Discrete</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="2039416215%2FClasslikes%2F-443365019"></span>
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<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">class </span><a href="-alias-method-discrete-sampler/index.html">AliasMethodDiscreteSampler</a> : <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></div><div class="brief "><p class="paragraph">Distribution sampler that uses the Alias method. It can be used to sample from n values each with an associated probability. This implementation is based on the detailed explanation of the alias method by Keith Schartz and implements Vose's algorithm.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="2070476635%2FClasslikes%2F-443365019" anchor-label="BasicSampler" id="2070476635%2FClasslikes%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="-basic-sampler/index.html"><span>Basic</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="2070476635%2FClasslikes%2F-443365019"></span>
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<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="-basic-sampler/index.html">BasicSampler</a><span class="token operator">&lt;</span><span class="token keyword">out </span><a href="-basic-sampler/index.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><span class="token punctuation">(</span><span class="parameters "><span class="parameter "><span class="token keyword">val </span>chainBuilder<span class="token operator">: </span><span class="token punctuation">(</span><span class="token keyword"></span><a href="../space.kscience.kmath.random/-random-generator/index.html">RandomGenerator</a><span class="token punctuation">)</span><span class="token operator"> -&gt; </span><span class="token keyword"></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="-basic-sampler/index.html">T</a><span class="token operator">&gt;</span></span></span><span class="token punctuation">)</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="-basic-sampler/index.html">T</a><span class="token operator">&gt; </span></div><div class="brief "><p class="paragraph">Implements <a href="../space.kscience.kmath.stat/-sampler/index.html">Sampler</a> by delegating sampling to value of <a href="-basic-sampler/chain-builder.html">chainBuilder</a>.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="2053876811%2FClasslikes%2F-443365019" anchor-label="BlockingDoubleSampler" id="2053876811%2FClasslikes%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="-blocking-double-sampler/index.html"><span>Blocking</span><wbr><span>Double</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="2053876811%2FClasslikes%2F-443365019"></span>
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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">interface </span><a href="-blocking-double-sampler/index.html">BlockingDoubleSampler</a> : <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></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="675750573%2FClasslikes%2F-443365019" anchor-label="BoxMullerSampler" id="675750573%2FClasslikes%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="-box-muller-sampler/index.html"><span>Box</span><wbr><span>Muller</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="675750573%2FClasslikes%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">object </span><a href="-box-muller-sampler/index.html">BoxMullerSampler</a> : <a href="-normalized-gaussian-sampler/index.html">NormalizedGaussianSampler</a></div><div class="brief "><p class="paragraph"><a href="https://en.wikipedia.org/wiki/Box%E2%80%93Muller_transform">Box-Muller algorithm</a> for sampling from a Gaussian distribution.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="1457235081%2FClasslikes%2F-443365019" anchor-label="ConstantSampler" id="1457235081%2FClasslikes%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="-constant-sampler/index.html"><span>Constant</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="1457235081%2FClasslikes%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">class </span><a href="-constant-sampler/index.html">ConstantSampler</a><span class="token operator">&lt;</span><span class="token keyword">out </span><a href="-constant-sampler/index.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><span class="token punctuation">(</span><span class="parameters "><span class="parameter "><span class="token keyword">val </span>value<span class="token operator">: </span><a href="-constant-sampler/index.html">T</a></span></span><span class="token punctuation">)</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="-constant-sampler/index.html">T</a><span class="token operator">&gt; </span></div><div class="brief "><p class="paragraph">Implements <a href="../space.kscience.kmath.stat/-sampler/index.html">Sampler</a> by sampling only certain <a href="-constant-sampler/value.html">value</a>.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="325292768%2FClasslikes%2F-443365019" anchor-label="GaussianSampler" id="325292768%2FClasslikes%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="-gaussian-sampler/index.html"><span>Gaussian</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="325292768%2FClasslikes%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">class </span><a href="-gaussian-sampler/index.html">GaussianSampler</a><span class="token punctuation">(</span><span class="parameters "><span class="parameter "><span class="token keyword">val </span>mean<span class="token operator">: </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a><span class="token punctuation">, </span></span><span class="parameter "><span class="token keyword">val </span>standardDeviation<span class="token operator">: </span><a href="https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html">Double</a><span class="token punctuation">, </span></span><span class="parameter ">normalized<span class="token operator">: </span><a href="-normalized-gaussian-sampler/index.html">NormalizedGaussianSampler</a><span class="token operator"> = </span>BoxMullerSampler</span></span><span class="token punctuation">)</span> : <a href="-blocking-double-sampler/index.html">BlockingDoubleSampler</a></div><div class="brief "><p class="paragraph">Sampling from a Gaussian distribution with given mean and standard deviation.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="1139170303%2FClasslikes%2F-443365019" anchor-label="KempSmallMeanPoissonSampler" id="1139170303%2FClasslikes%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="-kemp-small-mean-poisson-sampler/index.html"><span>Kemp</span><wbr><span>Small</span><wbr><span>Mean</span><wbr><span>Poisson</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="1139170303%2FClasslikes%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">class </span><a href="-kemp-small-mean-poisson-sampler/index.html">KempSmallMeanPoissonSampler</a> : <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></div><div class="brief "><p class="paragraph">Sampler for the Poisson distribution.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="-1830557522%2FClasslikes%2F-443365019" anchor-label="LargeMeanPoissonSampler" id="-1830557522%2FClasslikes%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="-large-mean-poisson-sampler/index.html"><span>Large</span><wbr><span>Mean</span><wbr><span>Poisson</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="-1830557522%2FClasslikes%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">class </span><a href="-large-mean-poisson-sampler/index.html">LargeMeanPoissonSampler</a><span class="token punctuation">(</span><span class="parameters "><span class="parameter "><span class="token keyword">val </span>mean<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> : <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></div><div class="brief "><p class="paragraph">Sampler for the Poisson distribution.</p></div></div></div>
</div>
</div>
</div>
</div>
<a data-name="1017372936%2FClasslikes%2F-443365019" anchor-label="MarsagliaNormalizedGaussianSampler" id="1017372936%2FClasslikes%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="-marsaglia-normalized-gaussian-sampler/index.html"><span>Marsaglia</span><wbr><span>Normalized</span><wbr><span>Gaussian</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="1017372936%2FClasslikes%2F-443365019"></span>
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<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">object </span><a href="-marsaglia-normalized-gaussian-sampler/index.html">MarsagliaNormalizedGaussianSampler</a> : <a href="-normalized-gaussian-sampler/index.html">NormalizedGaussianSampler</a></div><div class="brief "><p class="paragraph"><a href="https://en.wikipedia.org/wiki/Marsaglia_polar_method">Marsaglia polar method</a> for sampling from a Gaussian distribution with mean 0 and standard deviation 1. This is a variation of the algorithm implemented in BoxMullerNormalizedGaussianSampler.</p></div></div></div>
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<a data-name="-1057807369%2FClasslikes%2F-443365019" anchor-label="NormalizedGaussianSampler" id="-1057807369%2FClasslikes%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 ">
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<div><a href="-normalized-gaussian-sampler/index.html"><span>Normalized</span><wbr><span>Gaussian</span><wbr><span><span>Sampler</span></span></a></div>
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<div class="copy-popup-wrapper "><span class="copy-popup-icon"></span><span>Link copied to clipboard</span></div>
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<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">fun </span><span class="token keyword">interface </span><a href="-normalized-gaussian-sampler/index.html">NormalizedGaussianSampler</a> : <a href="-blocking-double-sampler/index.html">BlockingDoubleSampler</a></div><div class="brief "><p class="paragraph">Marker interface for a sampler that generates values from an N(0,1) <a href="https://en.wikipedia.org/wiki/Normal_distribution">Gaussian distribution</a>.</p></div></div></div>
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<a data-name="2056728055%2FClasslikes%2F-443365019" anchor-label="SamplerSpace" id="2056728055%2FClasslikes%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">
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<div><a href="-sampler-space/index.html"><span>Sampler</span><wbr><span><span>Space</span></span></a></div>
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<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="-sampler-space/index.html">SamplerSpace</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="-sampler-space/index.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 punctuation">, </span><span class="token keyword">out </span><a href="-sampler-space/index.html">S</a><span class="token operator"> : </span><a href="../../kmath-core/space.kscience.kmath.operations/-group/index.html">Group</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="-sampler-space/index.html">T</a><span class="token operator">&gt;</span>, <a href="../../kmath-core/space.kscience.kmath.operations/-scale-operations/index.html">ScaleOperations</a><span class="token operator">&lt;</span><span class="token keyword"></span><a href="-sampler-space/index.html">T</a><span class="token operator">&gt;</span><span class="token operator">&gt;</span><span class="token punctuation">(</span><span class="parameters "><span class="parameter "><span class="token keyword">val </span>algebra<span class="token operator">: </span><a href="-sampler-space/index.html">S</a></span></span><span class="token punctuation">)</span> : <a href="../../kmath-core/space.kscience.kmath.operations/-group/index.html">Group</a><span class="token operator">&lt;</span><span class="token keyword"></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="-sampler-space/index.html">T</a><span class="token operator">&gt;</span><span class="token operator">&gt; </span>, <a href="../../kmath-core/space.kscience.kmath.operations/-scale-operations/index.html">ScaleOperations</a><span class="token operator">&lt;</span><span class="token keyword"></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="-sampler-space/index.html">T</a><span class="token operator">&gt;</span><span class="token operator">&gt; </span></div><div class="brief "><p class="paragraph">A space of samplers. Allows performing simple operations on distributions.</p></div></div></div>
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<a data-name="-1311611038%2FClasslikes%2F-443365019" anchor-label="SmallMeanPoissonSampler" id="-1311611038%2FClasslikes%2F-443365019" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain"></a>
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<div><a href="-small-mean-poisson-sampler/index.html"><span>Small</span><wbr><span>Mean</span><wbr><span>Poisson</span><wbr><span><span>Sampler</span></span></a></div>
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<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="-small-mean-poisson-sampler/index.html">SmallMeanPoissonSampler</a><span class="token punctuation">(</span><span class="parameters "><span class="parameter "><span class="token keyword">val </span>mean<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> : <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></div><div class="brief "><p class="paragraph">Sampler for the Poisson distribution.</p></div></div></div>
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</div>
</div>
<a data-name="819348150%2FClasslikes%2F-443365019" anchor-label="ZigguratNormalizedGaussianSampler" id="819348150%2FClasslikes%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">
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<div><a href="-ziggurat-normalized-gaussian-sampler/index.html"><span>Ziggurat</span><wbr><span>Normalized</span><wbr><span>Gaussian</span><wbr><span><span>Sampler</span></span></a></div>
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<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">object </span><a href="-ziggurat-normalized-gaussian-sampler/index.html">ZigguratNormalizedGaussianSampler</a> : <a href="-normalized-gaussian-sampler/index.html">NormalizedGaussianSampler</a></div><div class="brief "><p class="paragraph"><a href="https://en.wikipedia.org/wiki/Ziggurat_algorithm">Marsaglia and Tsang "Ziggurat"</a> method for sampling from a Gaussian distribution with mean 0 and standard deviation 1. The algorithm is explained in this paper and this implementation has been adapted from the C code provided therein.</p></div></div></div>
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<div data-togglable="FUNCTION">
<h2 class="">Functions</h2>
<div class="table"><a data-name="-740026430%2FFunctions%2F-443365019" anchor-label="KempSmallMeanPoissonSampler" id="-740026430%2FFunctions%2F-443365019" data-filterable-set=":kmath-stat:dokkaHtmlPartial/commonMain"></a>
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<div><a href="-kemp-small-mean-poisson-sampler.html"><span>Kemp</span><wbr><span>Small</span><wbr><span>Mean</span><wbr><span>Poisson</span><wbr><span><span>Sampler</span></span></a></div>
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<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><a href="-kemp-small-mean-poisson-sampler.html"><span class="token function">KempSmallMeanPoissonSampler</span></a><span class="token punctuation">(</span><span class="parameters "><span class="parameter ">mean<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="-kemp-small-mean-poisson-sampler/index.html">KempSmallMeanPoissonSampler</a></div></div></div>
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</div>
</div>
</div>
<a data-name="1853178489%2FFunctions%2F-443365019" anchor-label="PoissonSampler" id="1853178489%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">
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<div class=""><span class="inline-flex">
<div><a href="-poisson-sampler.html"><span>Poisson</span><wbr><span><span>Sampler</span></span></a></div>
<span class="anchor-wrapper"><span class="anchor-icon" pointing-to="1853178489%2FFunctions%2F-443365019"></span>
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<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><a href="-poisson-sampler.html"><span class="token function">PoissonSampler</span></a><span class="token punctuation">(</span><span class="parameters "><span class="parameter ">mean<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="../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></div><div class="brief "><p class="paragraph">Sampler for the Poisson distribution.</p></div></div></div>
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