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<li class="navelem"><a class="el" href="dir_68267d1309a1af8e8297ef4c3efbcdba.html">src</a></li><li class="navelem"><a class="el" href="dir_44a936ef30fc126706c6284a2fc0c990.html">mlpack</a></li><li class="navelem"><a class="el" href="dir_f7ac9cdfd28b2e882eb44d163e3b98b4.html">core</a></li><li class="navelem"><a class="el" href="dir_d361cbf9654077cd65f7968e3f8eccf6.html">tree</a></li> </ul>
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<div class="title">example_tree.hpp</div> </div>
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<a href="example__tree_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span> </div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span> <span class="preprocessor">#ifndef MLPACK_CORE_TREE_EXAMPLE_TREE_HPP</span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span> <span class="preprocessor">#define MLPACK_CORE_TREE_EXAMPLE_TREE_HPP</span></div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span> </div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span> <span class="keyword">namespace </span><a class="code" href="namespacemlpack.html">mlpack</a> {</div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span> <span class="keyword">namespace </span>tree {</div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span> </div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span> <span class="keyword">template</span><<span class="keyword">typename</span> MetricType = metric::LMetric<2, true>,</div><div class="line"><a name="l00054"></a><span class="lineno"> 54</span>  <span class="keyword">typename</span> StatisticType = EmptyStatistic,</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>  <span class="keyword">typename</span> MatType = arma::mat></div><div class="line"><a name="l00056"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1ExampleTree.html"> 56</a></span> <span class="keyword">class </span><a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html">ExampleTree</a></div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span> {</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>  <span class="keyword">public</span>:</div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span>  <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#abaaf19b1a2b919d4e2d28bb90525ae91">ExampleTree</a>(<span class="keyword">const</span> MatType& dataset,</div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>  MetricType& <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a4b4eb828f7492ebafa97a7991c04c315">metric</a>);</div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span> </div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#af6a98cb805e6d08ffc088e21a69f706a">NumChildren</a>() <span class="keyword">const</span>;</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span> </div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>  <span class="keyword">const</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html">ExampleTree</a>& <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#ad1a4181cc3e07c758d3294e84037aafd">Child</a>(<span class="keyword">const</span> <span class="keywordtype">size_t</span> i) <span class="keyword">const</span>;</div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>  <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html">ExampleTree</a>& <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#ad1a4181cc3e07c758d3294e84037aafd">Child</a>(<span class="keyword">const</span> <span class="keywordtype">size_t</span> i);</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span> </div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span>  <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html">ExampleTree</a>* <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#ac2e6342ed4556f5130e4e9b369af6aa2">Parent</a>() <span class="keyword">const</span>;</div><div class="line"><a name="l00092"></a><span class="lineno"> 92</span> </div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#ac436acbced3cd0b99ff5f4223e1554c4">NumPoints</a>() <span class="keyword">const</span>;</div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span> </div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a20d1e0a047f46caabff14ccaec2ac1a8">Point</a>(<span class="keyword">const</span> <span class="keywordtype">size_t</span> i) <span class="keyword">const</span>;</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span> </div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a4bea7680d3005d77f4db5cf80cae3a3c">NumDescendants</a>() <span class="keyword">const</span>;</div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span> </div><div class="line"><a name="l00123"></a><span class="lineno"> 123</span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#ac73da82b85245cf1dc044decebb204e6">Descendant</a>(<span class="keyword">const</span> <span class="keywordtype">size_t</span> i) <span class="keyword">const</span>;</div><div class="line"><a name="l00124"></a><span class="lineno"> 124</span> </div><div class="line"><a name="l00126"></a><span class="lineno"> 126</span>  <span class="keyword">const</span> StatisticType& <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a6f834a749cdf32773e8fd2ce8a49364b">Stat</a>() <span class="keyword">const</span>;</div><div class="line"><a name="l00128"></a><span class="lineno"> 128</span>  StatisticType& <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a6f834a749cdf32773e8fd2ce8a49364b">Stat</a>();</div><div class="line"><a name="l00129"></a><span class="lineno"> 129</span> </div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span>  <span class="keyword">const</span> MetricType& <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#acae2d391cfc2e6a1ab0e3db6a0219bb0">Metric</a>() <span class="keyword">const</span>;</div><div class="line"><a name="l00133"></a><span class="lineno"> 133</span>  MetricType& <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#acae2d391cfc2e6a1ab0e3db6a0219bb0">Metric</a>();</div><div class="line"><a name="l00134"></a><span class="lineno"> 134</span> </div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span>  <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a6d09b7624a33c4476892aaee57c21a24">MinDistance</a>(<span class="keyword">const</span> MatType& point) <span class="keyword">const</span>;</div><div class="line"><a name="l00144"></a><span class="lineno"> 144</span> </div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span>  <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a6d09b7624a33c4476892aaee57c21a24">MinDistance</a>(<span class="keyword">const</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html">ExampleTree</a>& other) <span class="keyword">const</span>;</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span> </div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span>  <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a6f7b0f22d5b042fefa548afe59ba4656">MaxDistance</a>(<span class="keyword">const</span> MatType& point) <span class="keyword">const</span>;</div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span> </div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span>  <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a6f7b0f22d5b042fefa548afe59ba4656">MaxDistance</a>(<span class="keyword">const</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html">ExampleTree</a>& other) <span class="keyword">const</span>;</div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span> </div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>  <a class="code" href="classmlpack_1_1math_1_1RangeType.html">math::Range</a> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#afbe951155756bc116fde10fcc9506959">RangeDistance</a>(<span class="keyword">const</span> MatType& point) <span class="keyword">const</span>;</div><div class="line"><a name="l00187"></a><span class="lineno"> 187</span> </div><div class="line"><a name="l00199"></a><span class="lineno"> 199</span>  <a class="code" href="classmlpack_1_1math_1_1RangeType.html">math::Range</a> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#afbe951155756bc116fde10fcc9506959">RangeDistance</a>(<span class="keyword">const</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html">ExampleTree</a>& other) <span class="keyword">const</span>;</div><div class="line"><a name="l00200"></a><span class="lineno"> 200</span> </div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span>  <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a89587cb6e4700f219ee2d157e89d9044">Centroid</a>(arma::vec& centroid) <span class="keyword">const</span>;</div><div class="line"><a name="l00207"></a><span class="lineno"> 207</span> </div><div class="line"><a name="l00214"></a><span class="lineno"> 214</span>  <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#ae470d95ccb6058f848cd8e6f94c21974">FurthestDescendantDistance</a>() <span class="keyword">const</span>;</div><div class="line"><a name="l00215"></a><span class="lineno"> 215</span> </div><div class="line"><a name="l00220"></a><span class="lineno"> 220</span>  <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a88dca3b346bc48c177d515674db42029">ParentDistance</a>() <span class="keyword">const</span>;</div><div class="line"><a name="l00221"></a><span class="lineno"> 221</span> </div><div class="line"><a name="l00222"></a><span class="lineno"> 222</span>  <span class="keyword">private</span>:</div><div class="line"><a name="l00225"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1ExampleTree.html#a32eea6c74781112a993ed0ca8693e47b"> 225</a></span>  StatisticType <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a32eea6c74781112a993ed0ca8693e47b">stat</a>;</div><div class="line"><a name="l00226"></a><span class="lineno"> 226</span> </div><div class="line"><a name="l00234"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1ExampleTree.html#a4b4eb828f7492ebafa97a7991c04c315"> 234</a></span>  MetricType& <a class="code" href="classmlpack_1_1tree_1_1ExampleTree.html#a4b4eb828f7492ebafa97a7991c04c315">metric</a>;</div><div class="line"><a name="l00235"></a><span class="lineno"> 235</span> };</div><div class="line"><a name="l00236"></a><span class="lineno"> 236</span> </div><div class="line"><a name="l00237"></a><span class="lineno"> 237</span> } <span class="comment">// namespace tree</span></div><div class="line"><a name="l00238"></a><span class="lineno"> 238</span> } <span class="comment">// namespace mlpack</span></div><div class="line"><a name="l00239"></a><span class="lineno"> 239</span> </div><div class="line"><a name="l00240"></a><span class="lineno"> 240</span> <span class="preprocessor">#endif</span></div><div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_af6a98cb805e6d08ffc088e21a69f706a"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#af6a98cb805e6d08ffc088e21a69f706a">mlpack::tree::ExampleTree::NumChildren</a></div><div class="ttdeci">size_t NumChildren() const </div><div class="ttdoc">Return the number of children of this node. </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_a89587cb6e4700f219ee2d157e89d9044"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#a89587cb6e4700f219ee2d157e89d9044">mlpack::tree::ExampleTree::Centroid</a></div><div class="ttdeci">void Centroid(arma::vec &centroid) const </div><div class="ttdoc">Fill the given vector with the center of the node. </div></div>
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<div class="ttc" id="namespacemlpack_html"><div class="ttname"><a href="namespacemlpack.html">mlpack</a></div><div class="ttdoc">Linear algebra utility functions, generally performed on matrices or vectors. </div><div class="ttdef"><b>Definition:</b> <a href="binarize_8hpp_source.html#l00018">binarize.hpp:18</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html">mlpack::tree::ExampleTree</a></div><div class="ttdoc">This is not an actual space tree but instead an example tree that exists to show and document all the...</div><div class="ttdef"><b>Definition:</b> <a href="example__tree_8hpp_source.html#l00056">example_tree.hpp:56</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_a4bea7680d3005d77f4db5cf80cae3a3c"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#a4bea7680d3005d77f4db5cf80cae3a3c">mlpack::tree::ExampleTree::NumDescendants</a></div><div class="ttdeci">size_t NumDescendants() const </div><div class="ttdoc">Get the number of descendant points. </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_a88dca3b346bc48c177d515674db42029"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#a88dca3b346bc48c177d515674db42029">mlpack::tree::ExampleTree::ParentDistance</a></div><div class="ttdeci">double ParentDistance() const </div><div class="ttdoc">Get the distance from the center of this node to the center of the parent node. </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_ae470d95ccb6058f848cd8e6f94c21974"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#ae470d95ccb6058f848cd8e6f94c21974">mlpack::tree::ExampleTree::FurthestDescendantDistance</a></div><div class="ttdeci">double FurthestDescendantDistance() const </div><div class="ttdoc">Get the distance from the center of the node to the furthest descendant point of this node...</div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_ac2e6342ed4556f5130e4e9b369af6aa2"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#ac2e6342ed4556f5130e4e9b369af6aa2">mlpack::tree::ExampleTree::Parent</a></div><div class="ttdeci">ExampleTree * Parent() const </div><div class="ttdoc">Return the parent node (NULL if this is the root of the tree). </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_a4b4eb828f7492ebafa97a7991c04c315"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#a4b4eb828f7492ebafa97a7991c04c315">mlpack::tree::ExampleTree::metric</a></div><div class="ttdeci">MetricType & metric</div><div class="ttdoc">This member is just here so the ExampleTree compiles without warnings. </div><div class="ttdef"><b>Definition:</b> <a href="example__tree_8hpp_source.html#l00234">example_tree.hpp:234</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_a6d09b7624a33c4476892aaee57c21a24"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#a6d09b7624a33c4476892aaee57c21a24">mlpack::tree::ExampleTree::MinDistance</a></div><div class="ttdeci">double MinDistance(const MatType &point) const </div><div class="ttdoc">Return the minimum distance between this node and a point. </div></div>
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<div class="ttc" id="classmlpack_1_1math_1_1RangeType_html"><div class="ttname"><a href="classmlpack_1_1math_1_1RangeType.html">mlpack::math::RangeType< double ></a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_acae2d391cfc2e6a1ab0e3db6a0219bb0"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#acae2d391cfc2e6a1ab0e3db6a0219bb0">mlpack::tree::ExampleTree::Metric</a></div><div class="ttdeci">const MetricType & Metric() const </div><div class="ttdoc">Get the instantiated metric for this node. </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_a6f7b0f22d5b042fefa548afe59ba4656"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#a6f7b0f22d5b042fefa548afe59ba4656">mlpack::tree::ExampleTree::MaxDistance</a></div><div class="ttdeci">double MaxDistance(const MatType &point) const </div><div class="ttdoc">Return the maximum distance between this node and a point. </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_abaaf19b1a2b919d4e2d28bb90525ae91"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#abaaf19b1a2b919d4e2d28bb90525ae91">mlpack::tree::ExampleTree::ExampleTree</a></div><div class="ttdeci">ExampleTree(const MatType &dataset, MetricType &metric)</div><div class="ttdoc">This constructor will build the tree given a dataset and an instantiated metric. </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_afbe951155756bc116fde10fcc9506959"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#afbe951155756bc116fde10fcc9506959">mlpack::tree::ExampleTree::RangeDistance</a></div><div class="ttdeci">math::Range RangeDistance(const MatType &point) const </div><div class="ttdoc">Return both the minimum and maximum distances between this node and a point as a math::Range object...</div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_ac436acbced3cd0b99ff5f4223e1554c4"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#ac436acbced3cd0b99ff5f4223e1554c4">mlpack::tree::ExampleTree::NumPoints</a></div><div class="ttdeci">size_t NumPoints() const </div><div class="ttdoc">Return the number of points held in this node. </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_a32eea6c74781112a993ed0ca8693e47b"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#a32eea6c74781112a993ed0ca8693e47b">mlpack::tree::ExampleTree::stat</a></div><div class="ttdeci">StatisticType stat</div><div class="ttdoc">This member is just here so the ExampleTree compiles without warnings. </div><div class="ttdef"><b>Definition:</b> <a href="example__tree_8hpp_source.html#l00225">example_tree.hpp:225</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_ad1a4181cc3e07c758d3294e84037aafd"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#ad1a4181cc3e07c758d3294e84037aafd">mlpack::tree::ExampleTree::Child</a></div><div class="ttdeci">const ExampleTree & Child(const size_t i) const </div><div class="ttdoc">Return a particular child of this node. </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_a20d1e0a047f46caabff14ccaec2ac1a8"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#a20d1e0a047f46caabff14ccaec2ac1a8">mlpack::tree::ExampleTree::Point</a></div><div class="ttdeci">size_t Point(const size_t i) const </div><div class="ttdoc">Return the index of a particular point of this node. </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_a6f834a749cdf32773e8fd2ce8a49364b"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#a6f834a749cdf32773e8fd2ce8a49364b">mlpack::tree::ExampleTree::Stat</a></div><div class="ttdeci">const StatisticType & Stat() const </div><div class="ttdoc">Get the statistic for this node. </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1ExampleTree_html_ac73da82b85245cf1dc044decebb204e6"><div class="ttname"><a href="classmlpack_1_1tree_1_1ExampleTree.html#ac73da82b85245cf1dc044decebb204e6">mlpack::tree::ExampleTree::Descendant</a></div><div class="ttdeci">size_t Descendant(const size_t i) const </div><div class="ttdoc">Get the index of a particular descendant point. </div></div>
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