| <!DOCTYPE html><html lang="en"><head><meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><meta name="generator" content="rustdoc"><meta name="description" content="DBSCAN Model"><meta name="keywords" content="rust, rustlang, rust-lang, DBSCAN"><title>DBSCAN in rusty_machine::learning::dbscan - Rust</title><link rel="preload" as="font" type="font/woff2" crossorigin href="../../../SourceSerif4-Regular.ttf.woff2"><link rel="preload" as="font" type="font/woff2" crossorigin href="../../../FiraSans-Regular.woff2"><link rel="preload" as="font" type="font/woff2" crossorigin href="../../../FiraSans-Medium.woff2"><link rel="preload" as="font" type="font/woff2" crossorigin href="../../../SourceCodePro-Regular.ttf.woff2"><link rel="preload" as="font" type="font/woff2" crossorigin href="../../../SourceSerif4-Bold.ttf.woff2"><link rel="preload" as="font" type="font/woff2" crossorigin href="../../../SourceCodePro-Semibold.ttf.woff2"><link rel="stylesheet" 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class="sidebar-logo" href="../../../rusty_machine/index.html"><div class="logo-container"><img class="rust-logo" src="../../../rust-logo.svg" alt="logo"></div></a><h2></h2></nav><nav class="sidebar"><a class="sidebar-logo" href="../../../rusty_machine/index.html"><div class="logo-container"><img class="rust-logo" src="../../../rust-logo.svg" alt="logo"></div></a><h2 class="location"><a href="#">DBSCAN</a></h2><div class="sidebar-elems"><section><h3><a href="#implementations">Methods</a></h3><ul class="block"><li><a href="#method.clusters">clusters</a></li><li><a href="#method.new">new</a></li><li><a href="#method.set_predictive">set_predictive</a></li></ul><h3><a href="#trait-implementations">Trait Implementations</a></h3><ul class="block"><li><a href="#impl-Debug-for-DBSCAN">Debug</a></li><li><a href="#impl-Default-for-DBSCAN">Default</a></li><li><a href="#impl-UnSupModel%3CMatrix%3Cf64%3E%2C%20Vector%3COption%3Cusize%3E%3E%3E-for-DBSCAN">UnSupModel<Matrix<f64>, Vector<Option<usize>>></a></li></ul><h3><a href="#synthetic-implementations">Auto Trait Implementations</a></h3><ul class="block"><li><a href="#impl-RefUnwindSafe-for-DBSCAN">RefUnwindSafe</a></li><li><a href="#impl-Send-for-DBSCAN">Send</a></li><li><a href="#impl-Sync-for-DBSCAN">Sync</a></li><li><a href="#impl-Unpin-for-DBSCAN">Unpin</a></li><li><a href="#impl-UnwindSafe-for-DBSCAN">UnwindSafe</a></li></ul><h3><a href="#blanket-implementations">Blanket Implementations</a></h3><ul class="block"><li><a href="#impl-Any-for-DBSCAN">Any</a></li><li><a href="#impl-Borrow%3CT%3E-for-DBSCAN">Borrow<T></a></li><li><a href="#impl-BorrowMut%3CT%3E-for-DBSCAN">BorrowMut<T></a></li><li><a href="#impl-From%3CT%3E-for-DBSCAN">From<T></a></li><li><a href="#impl-Into%3CU%3E-for-DBSCAN">Into<U></a></li><li><a href="#impl-TryFrom%3CU%3E-for-DBSCAN">TryFrom<U></a></li><li><a href="#impl-TryInto%3CU%3E-for-DBSCAN">TryInto<U></a></li><li><a href="#impl-VZip%3CV%3E-for-DBSCAN">VZip<V></a></li></ul></section><h2><a href="index.html">In rusty_machine::learning::dbscan</a></h2></div></nav><main><div class="width-limiter"><nav class="sub"><form class="search-form"><div class="search-container"><span></span><input class="search-input" name="search" autocomplete="off" spellcheck="false" placeholder="Click or press ‘S’ to search, ‘?’ for more options…" type="search"><div id="help-button" title="help" tabindex="-1"><a href="../../../help.html">?</a></div><div id="settings-menu" tabindex="-1"><a href="../../../settings.html" title="settings"><img width="22" height="22" alt="Change settings" src="../../../wheel.svg"></a></div></div></form></nav><section id="main-content" class="content"><div class="main-heading"><h1 class="fqn">Struct <a href="../../index.html">rusty_machine</a>::<wbr><a href="../index.html">learning</a>::<wbr><a href="index.html">dbscan</a>::<wbr><a class="struct" href="#">DBSCAN</a><button id="copy-path" onclick="copy_path(this)" title="Copy item path to clipboard"><img src="../../../clipboard.svg" width="19" height="18" alt="Copy item path"></button></h1><span class="out-of-band"><a class="srclink" href="../../../src/rusty_machine/learning/dbscan.rs.html#51-58">source</a> · <a id="toggle-all-docs" href="javascript:void(0)" title="collapse all docs">[<span class="inner">−</span>]</a></span></div><div class="item-decl"><pre class="rust struct"><code>pub struct DBSCAN { /* private fields */ }</code></pre></div><details class="rustdoc-toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>DBSCAN Model</p> |
| <p>Implements clustering using the DBSCAN algorithm |
| via the <code>UnSupModel</code> trait.</p> |
| </div></details><h2 id="implementations" class="small-section-header">Implementations<a href="#implementations" class="anchor"></a></h2><div id="implementations-list"><details class="rustdoc-toggle implementors-toggle" open><summary><section id="impl-DBSCAN" class="impl has-srclink"><a class="srclink rightside" href="../../../src/rusty_machine/learning/dbscan.rs.html#140-227">source</a><a href="#impl-DBSCAN" class="anchor"></a><h3 class="code-header">impl <a class="struct" href="struct.DBSCAN.html" title="struct rusty_machine::learning::dbscan::DBSCAN">DBSCAN</a></h3></section></summary><div class="impl-items"><details class="rustdoc-toggle method-toggle" open><summary><section id="method.new" class="method has-srclink"><a class="srclink rightside" href="../../../src/rusty_machine/learning/dbscan.rs.html#143-154">source</a><h4 class="code-header">pub fn <a href="#method.new" class="fnname">new</a>(eps: f64, min_points: usize) -> <a class="struct" href="struct.DBSCAN.html" title="struct rusty_machine::learning::dbscan::DBSCAN">DBSCAN</a></h4></section></summary><div class="docblock"><p>Create a new DBSCAN model with a given |
| distance episilon and minimum points per cluster.</p> |
| </div></details><details class="rustdoc-toggle method-toggle" open><summary><section id="method.set_predictive" class="method has-srclink"><a class="srclink rightside" href="../../../src/rusty_machine/learning/dbscan.rs.html#161-163">source</a><h4 class="code-header">pub fn <a href="#method.set_predictive" class="fnname">set_predictive</a>(&mut self, predictive: bool)</h4></section></summary><div class="docblock"><p>Set predictive to true if the model is to be used |
| to classify future points.</p> |
| <p>If the model is set as predictive then the input data |
| will be cloned during training.</p> |
| </div></details><details class="rustdoc-toggle method-toggle" open><summary><section id="method.clusters" class="method has-srclink"><a class="srclink rightside" href="../../../src/rusty_machine/learning/dbscan.rs.html#166-168">source</a><h4 class="code-header">pub fn <a href="#method.clusters" class="fnname">clusters</a>(&self) -> Option<&<a class="struct" href="../../linalg/struct.Vector.html" title="struct rusty_machine::linalg::Vector">Vector</a><Option<usize>>></h4></section></summary><div class="docblock"><p>Return an Option pointing to the model clusters.</p> |
| </div></details></div></details></div><h2 id="trait-implementations" class="small-section-header">Trait Implementations<a href="#trait-implementations" class="anchor"></a></h2><div id="trait-implementations-list"><details class="rustdoc-toggle implementors-toggle" open><summary><section id="impl-Debug-for-DBSCAN" class="impl has-srclink"><a class="srclink rightside" href="../../../src/rusty_machine/learning/dbscan.rs.html#50">source</a><a href="#impl-Debug-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl Debug for <a class="struct" href="struct.DBSCAN.html" title="struct rusty_machine::learning::dbscan::DBSCAN">DBSCAN</a></h3></section></summary><div class="impl-items"><details class="rustdoc-toggle method-toggle" open><summary><section id="method.fmt" class="method trait-impl has-srclink"><a class="srclink rightside" href="../../../src/rusty_machine/learning/dbscan.rs.html#50">source</a><a href="#method.fmt" class="anchor"></a><h4 class="code-header">fn <a class="fnname">fmt</a>(&self, f: &mut Formatter<'_>) -> Result</h4></section></summary><div class='docblock'>Formats the value using the given formatter. <a>Read more</a></div></details></div></details><details class="rustdoc-toggle implementors-toggle" open><summary><section id="impl-Default-for-DBSCAN" class="impl has-srclink"><a class="srclink rightside" href="../../../src/rusty_machine/learning/dbscan.rs.html#65-76">source</a><a href="#impl-Default-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl Default for <a class="struct" href="struct.DBSCAN.html" title="struct rusty_machine::learning::dbscan::DBSCAN">DBSCAN</a></h3></section></summary><div class="docblock"><p>Constructs a non-predictive DBSCAN model with the |
| following parameters:</p> |
| <ul> |
| <li><code>eps</code> : <code>0.5</code></li> |
| <li><code>min_points</code> : <code>5</code></li> |
| </ul> |
| </div><div class="impl-items"><details class="rustdoc-toggle method-toggle" open><summary><section id="method.default" class="method trait-impl has-srclink"><a class="srclink rightside" href="../../../src/rusty_machine/learning/dbscan.rs.html#66-75">source</a><a href="#method.default" class="anchor"></a><h4 class="code-header">fn <a class="fnname">default</a>() -> <a class="struct" href="struct.DBSCAN.html" title="struct rusty_machine::learning::dbscan::DBSCAN">DBSCAN</a></h4></section></summary><div class='docblock'>Returns the “default value” for a type. <a>Read more</a></div></details></div></details><details class="rustdoc-toggle implementors-toggle" open><summary><section id="impl-UnSupModel%3CMatrix%3Cf64%3E%2C%20Vector%3COption%3Cusize%3E%3E%3E-for-DBSCAN" class="impl has-srclink"><a class="srclink rightside" href="../../../src/rusty_machine/learning/dbscan.rs.html#78-138">source</a><a href="#impl-UnSupModel%3CMatrix%3Cf64%3E%2C%20Vector%3COption%3Cusize%3E%3E%3E-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl <a class="trait" href="../trait.UnSupModel.html" title="trait rusty_machine::learning::UnSupModel">UnSupModel</a><<a class="struct" href="../../linalg/struct.Matrix.html" title="struct rusty_machine::linalg::Matrix">Matrix</a><f64>, <a class="struct" href="../../linalg/struct.Vector.html" title="struct rusty_machine::linalg::Vector">Vector</a><Option<usize>>> for <a class="struct" href="struct.DBSCAN.html" title="struct rusty_machine::learning::dbscan::DBSCAN">DBSCAN</a></h3></section></summary><div class="impl-items"><details class="rustdoc-toggle method-toggle" open><summary><section id="method.train" class="method trait-impl has-srclink"><a class="srclink rightside" href="../../../src/rusty_machine/learning/dbscan.rs.html#80-104">source</a><a href="#method.train" class="anchor"></a><h4 class="code-header">fn <a href="../trait.UnSupModel.html#tymethod.train" class="fnname">train</a>(&mut self, inputs: &<a class="struct" href="../../linalg/struct.Matrix.html" title="struct rusty_machine::linalg::Matrix">Matrix</a><f64>) -> <a class="type" href="../type.LearningResult.html" title="type rusty_machine::learning::LearningResult">LearningResult</a><()></h4></section></summary><div class="docblock"><p>Train the classifier using input data.</p> |
| </div></details><details class="rustdoc-toggle method-toggle" open><summary><section id="method.predict" class="method trait-impl has-srclink"><a class="srclink rightside" href="../../../src/rusty_machine/learning/dbscan.rs.html#106-137">source</a><a href="#method.predict" class="anchor"></a><h4 class="code-header">fn <a href="../trait.UnSupModel.html#tymethod.predict" class="fnname">predict</a>(&self, inputs: &<a class="struct" href="../../linalg/struct.Matrix.html" title="struct rusty_machine::linalg::Matrix">Matrix</a><f64>) -> <a class="type" href="../type.LearningResult.html" title="type rusty_machine::learning::LearningResult">LearningResult</a><<a class="struct" href="../../linalg/struct.Vector.html" title="struct rusty_machine::linalg::Vector">Vector</a><Option<usize>>></h4></section></summary><div class='docblock'>Predict output from inputs.</div></details></div></details></div><h2 id="synthetic-implementations" class="small-section-header">Auto Trait Implementations<a href="#synthetic-implementations" class="anchor"></a></h2><div id="synthetic-implementations-list"><section id="impl-RefUnwindSafe-for-DBSCAN" class="impl has-srclink"><a href="#impl-RefUnwindSafe-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl RefUnwindSafe for <a class="struct" href="struct.DBSCAN.html" title="struct rusty_machine::learning::dbscan::DBSCAN">DBSCAN</a></h3></section><section id="impl-Send-for-DBSCAN" class="impl has-srclink"><a href="#impl-Send-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl Send for <a class="struct" href="struct.DBSCAN.html" title="struct rusty_machine::learning::dbscan::DBSCAN">DBSCAN</a></h3></section><section id="impl-Sync-for-DBSCAN" class="impl has-srclink"><a href="#impl-Sync-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl Sync for <a class="struct" href="struct.DBSCAN.html" title="struct rusty_machine::learning::dbscan::DBSCAN">DBSCAN</a></h3></section><section id="impl-Unpin-for-DBSCAN" class="impl has-srclink"><a href="#impl-Unpin-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl Unpin for <a class="struct" href="struct.DBSCAN.html" title="struct rusty_machine::learning::dbscan::DBSCAN">DBSCAN</a></h3></section><section id="impl-UnwindSafe-for-DBSCAN" class="impl has-srclink"><a href="#impl-UnwindSafe-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl UnwindSafe for <a class="struct" href="struct.DBSCAN.html" title="struct rusty_machine::learning::dbscan::DBSCAN">DBSCAN</a></h3></section></div><h2 id="blanket-implementations" class="small-section-header">Blanket Implementations<a href="#blanket-implementations" class="anchor"></a></h2><div id="blanket-implementations-list"><details class="rustdoc-toggle implementors-toggle"><summary><section id="impl-Any-for-DBSCAN" class="impl has-srclink"><a href="#impl-Any-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl<T> Any for T<span class="where fmt-newline">where<br> T: 'static + ?Sized,</span></h3></section></summary><div class="impl-items"><details class="rustdoc-toggle method-toggle" open><summary><section id="method.type_id" class="method trait-impl has-srclink"><a href="#method.type_id" class="anchor"></a><h4 class="code-header">fn <a class="fnname">type_id</a>(&self) -> TypeId</h4></section></summary><div class='docblock'>Gets the <code>TypeId</code> of <code>self</code>. <a>Read more</a></div></details></div></details><details class="rustdoc-toggle implementors-toggle"><summary><section id="impl-Borrow%3CT%3E-for-DBSCAN" class="impl has-srclink"><a href="#impl-Borrow%3CT%3E-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl<T> Borrow<T> for T<span class="where fmt-newline">where<br> T: ?Sized,</span></h3></section></summary><div class="impl-items"><details class="rustdoc-toggle method-toggle" open><summary><section id="method.borrow" class="method trait-impl has-srclink"><span class="since rightside" title="const unstable">const: <a href="https://github.com/rust-lang/rust/issues/91522" title="Tracking issue for const_borrow">unstable</a></span><a href="#method.borrow" class="anchor"></a><h4 class="code-header">fn <a class="fnname">borrow</a>(&self) -> &T</h4></section></summary><div class='docblock'>Immutably borrows from an owned value. <a>Read more</a></div></details></div></details><details class="rustdoc-toggle implementors-toggle"><summary><section id="impl-BorrowMut%3CT%3E-for-DBSCAN" class="impl has-srclink"><a href="#impl-BorrowMut%3CT%3E-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl<T> BorrowMut<T> for T<span class="where fmt-newline">where<br> T: ?Sized,</span></h3></section></summary><div class="impl-items"><details class="rustdoc-toggle method-toggle" open><summary><section id="method.borrow_mut" class="method trait-impl has-srclink"><span class="since rightside" title="const unstable">const: <a href="https://github.com/rust-lang/rust/issues/91522" title="Tracking issue for const_borrow">unstable</a></span><a href="#method.borrow_mut" class="anchor"></a><h4 class="code-header">fn <a class="fnname">borrow_mut</a>(&mut self) -> &mut T</h4></section></summary><div class='docblock'>Mutably borrows from an owned value. <a>Read more</a></div></details></div></details><details class="rustdoc-toggle implementors-toggle"><summary><section id="impl-From%3CT%3E-for-DBSCAN" class="impl has-srclink"><a href="#impl-From%3CT%3E-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl<T> From<T> for T</h3></section></summary><div class="impl-items"><details class="rustdoc-toggle method-toggle" open><summary><section id="method.from" class="method trait-impl has-srclink"><span class="since rightside" title="const unstable">const: <a href="https://github.com/rust-lang/rust/issues/88674" title="Tracking issue for const_convert">unstable</a></span><a href="#method.from" class="anchor"></a><h4 class="code-header">fn <a class="fnname">from</a>(t: T) -> T</h4></section></summary><div class="docblock"><p>Returns the argument unchanged.</p> |
| </div></details></div></details><details class="rustdoc-toggle implementors-toggle"><summary><section id="impl-Into%3CU%3E-for-DBSCAN" class="impl has-srclink"><a href="#impl-Into%3CU%3E-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl<T, U> Into<U> for T<span class="where fmt-newline">where<br> U: From<T>,</span></h3></section></summary><div class="impl-items"><details class="rustdoc-toggle method-toggle" open><summary><section id="method.into" class="method trait-impl has-srclink"><span class="since rightside" title="const unstable">const: <a href="https://github.com/rust-lang/rust/issues/88674" title="Tracking issue for const_convert">unstable</a></span><a href="#method.into" class="anchor"></a><h4 class="code-header">fn <a class="fnname">into</a>(self) -> U</h4></section></summary><div class="docblock"><p>Calls <code>U::from(self)</code>.</p> |
| <p>That is, this conversion is whatever the implementation of |
| <code>[From]<T> for U</code> chooses to do.</p> |
| </div></details></div></details><details class="rustdoc-toggle implementors-toggle"><summary><section id="impl-TryFrom%3CU%3E-for-DBSCAN" class="impl has-srclink"><a href="#impl-TryFrom%3CU%3E-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl<T, U> TryFrom<U> for T<span class="where fmt-newline">where<br> U: Into<T>,</span></h3></section></summary><div class="impl-items"><details class="rustdoc-toggle" open><summary><section id="associatedtype.Error-1" class="associatedtype trait-impl has-srclink"><a href="#associatedtype.Error-1" class="anchor"></a><h4 class="code-header">type <a class="associatedtype">Error</a> = Infallible</h4></section></summary><div class='docblock'>The type returned in the event of a conversion error.</div></details><details class="rustdoc-toggle method-toggle" open><summary><section id="method.try_from" class="method trait-impl has-srclink"><span class="since rightside" title="const unstable">const: <a href="https://github.com/rust-lang/rust/issues/88674" title="Tracking issue for const_convert">unstable</a></span><a href="#method.try_from" class="anchor"></a><h4 class="code-header">fn <a class="fnname">try_from</a>(value: U) -> Result<T, <T as TryFrom<U>>::Error></h4></section></summary><div class='docblock'>Performs the conversion.</div></details></div></details><details class="rustdoc-toggle implementors-toggle"><summary><section id="impl-TryInto%3CU%3E-for-DBSCAN" class="impl has-srclink"><a href="#impl-TryInto%3CU%3E-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl<T, U> TryInto<U> for T<span class="where fmt-newline">where<br> U: TryFrom<T>,</span></h3></section></summary><div class="impl-items"><details class="rustdoc-toggle" open><summary><section id="associatedtype.Error" class="associatedtype trait-impl has-srclink"><a href="#associatedtype.Error" class="anchor"></a><h4 class="code-header">type <a class="associatedtype">Error</a> = <U as TryFrom<T>>::Error</h4></section></summary><div class='docblock'>The type returned in the event of a conversion error.</div></details><details class="rustdoc-toggle method-toggle" open><summary><section id="method.try_into" class="method trait-impl has-srclink"><span class="since rightside" title="const unstable">const: <a href="https://github.com/rust-lang/rust/issues/88674" title="Tracking issue for const_convert">unstable</a></span><a href="#method.try_into" class="anchor"></a><h4 class="code-header">fn <a class="fnname">try_into</a>(self) -> Result<U, <U as TryFrom<T>>::Error></h4></section></summary><div class='docblock'>Performs the conversion.</div></details></div></details><details class="rustdoc-toggle implementors-toggle"><summary><section id="impl-VZip%3CV%3E-for-DBSCAN" class="impl has-srclink"><a class="srclink rightside" href="../../../src/ppv_lite86/types.rs.html#221">source</a><a href="#impl-VZip%3CV%3E-for-DBSCAN" class="anchor"></a><h3 class="code-header">impl<V, T> <a class="trait" href="../../../ppv_lite86/types/trait.VZip.html" title="trait ppv_lite86::types::VZip">VZip</a><V> for T<span class="where fmt-newline">where<br> V: <a class="trait" href="../../../ppv_lite86/types/trait.MultiLane.html" title="trait ppv_lite86::types::MultiLane">MultiLane</a><T>,</span></h3></section></summary><div class="impl-items"><section id="method.vzip" class="method trait-impl has-srclink"><a class="srclink rightside" href="../../../src/ppv_lite86/types.rs.html#226">source</a><a href="#method.vzip" class="anchor"></a><h4 class="code-header">fn <a href="../../../ppv_lite86/types/trait.VZip.html#tymethod.vzip" class="fnname">vzip</a>(self) -> V</h4></section></div></details></div></section></div></main><div id="rustdoc-vars" data-root-path="../../../" data-current-crate="rusty_machine" data-themes="ayu,dark,light" data-resource-suffix="" data-rustdoc-version="1.66.0-nightly (5c8bff74b 2022-10-21)" ></div></body></html> |
