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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><li class="navelem"><a class="el" href="dir_f2c902aa2e0a74bdfe4e54224fb2267f.html">binary_space_tree</a></li> </ul>
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<div class="title">traits.hpp</div> </div>
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<a href="binary__space__tree_2traits_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="l00012"></a><span class="lineno"> 12</span> <span class="preprocessor">#ifndef MLPACK_CORE_TREE_BINARY_SPACE_TREE_TRAITS_HPP</span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span> <span class="preprocessor">#define MLPACK_CORE_TREE_BINARY_SPACE_TREE_TRAITS_HPP</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span> </div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span> <span class="preprocessor">#include <<a class="code" href="tree__traits_8hpp.html">mlpack/core/tree/tree_traits.hpp</a>></span></div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span> <span class="preprocessor">#include <<a class="code" href="ballbound_8hpp.html">mlpack/core/tree/ballbound.hpp</a>></span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span> </div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span> <span class="keyword">namespace </span><a class="code" href="namespacemlpack.html">mlpack</a> {</div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span> <span class="keyword">namespace </span>tree {</div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span> </div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span> <span class="keyword">template</span><<span class="keyword">typename</span> MetricType,</div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span>  <span class="keyword">typename</span> StatisticType,</div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span>  <span class="keyword">typename</span> MatType,</div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span>  <span class="keyword">template</span><<span class="keyword">typename</span> BoundMetricType, <span class="keyword">typename</span>...> <span class="keyword">class </span>BoundType,</div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span>  <span class="keyword">template</span><<span class="keyword">typename</span> SplitBoundType, <span class="keyword">typename</span> SplitMatType></div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span>  <span class="keyword">class </span>SplitType></div><div class="line"><a name="l00033"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Matc82955fcc5e17376c7ac825c22d34930.html"> 33</a></span> <span class="keyword">class </span><a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html">TreeTraits</a><<a class="code" href="classmlpack_1_1tree_1_1BinarySpaceTree.html">BinarySpaceTree</a><MetricType, StatisticType, MatType, BoundType,</div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span>  SplitType>></div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span> {</div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span>  <span class="keyword">public</span>:</div><div class="line"><a name="l00042"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Matc82955fcc5e17376c7ac825c22d34930.html#a1efe1153d5a25b08b533067abf94dda0"> 42</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af1498fa2514423f81fc30a3c67c694fb">HasOverlappingChildren</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span> </div><div class="line"><a name="l00047"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Matc82955fcc5e17376c7ac825c22d34930.html#a0ae43f353d07b6ead878eb2b05f83a8c"> 47</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ab386d6cc4c474b5201cb94005100c6f2">HasDuplicatedPoints</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span> </div><div class="line"><a name="l00052"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Matc82955fcc5e17376c7ac825c22d34930.html#a5bc6a876b48cd63b0ffceea31ae2e082"> 52</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4751f17406c9202f3c0228e6307dd22f">FirstPointIsCentroid</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span> </div><div class="line"><a name="l00057"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Matc82955fcc5e17376c7ac825c22d34930.html#a9f8af5b9ed0c5e0ee4b49a6639d435ad"> 57</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4f47cb87cdee54e84617d9ac49d6c6cd">HasSelfChildren</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span> </div><div class="line"><a name="l00062"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Matc82955fcc5e17376c7ac825c22d34930.html#a445bac610de20bd271fe6419263b0bb7"> 62</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ae6207c6ccffcc6ff51e60f5edbe40d05">RearrangesDataset</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span> </div><div class="line"><a name="l00067"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Matc82955fcc5e17376c7ac825c22d34930.html#a3f173e814f73e11bae7976a5d14f884a"> 67</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af012af0a98e4dd36c2754cf1dbb202f0">BinaryTree</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span> </div><div class="line"><a name="l00073"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Matc82955fcc5e17376c7ac825c22d34930.html#acefe5c0dfdb13107e0284179e24a641d"> 73</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a13c453e1f11e7ac2724dcaf2a9c92243">UniqueNumDescendants</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span> };</div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span> </div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span> <span class="keyword">template</span><<span class="keyword">typename</span> MetricType,</div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>  <span class="keyword">typename</span> StatisticType,</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>  <span class="keyword">typename</span> MatType,</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  <span class="keyword">template</span><<span class="keyword">typename</span> BoundMetricType, <span class="keyword">typename</span>...> <span class="keyword">class </span>BoundType></div><div class="line"><a name="l00085"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat455d0165b2c85743977ec4c0a5dd95ca.html"> 85</a></span> <span class="keyword">class </span><a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html">TreeTraits</a><<a class="code" href="classmlpack_1_1tree_1_1BinarySpaceTree.html">BinarySpaceTree</a><MetricType, StatisticType, MatType, BoundType,</div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>  <a class="code" href="classmlpack_1_1tree_1_1RPTreeMaxSplit.html">RPTreeMaxSplit</a>>></div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span> {</div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>  <span class="keyword">public</span>:</div><div class="line"><a name="l00092"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat455d0165b2c85743977ec4c0a5dd95ca.html#a601173fc9a13530407ccf49091f3a8c8"> 92</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af1498fa2514423f81fc30a3c67c694fb">HasOverlappingChildren</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span> </div><div class="line"><a name="l00097"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat455d0165b2c85743977ec4c0a5dd95ca.html#aa9865121e06617ae351a54daa4315cea"> 97</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ab386d6cc4c474b5201cb94005100c6f2">HasDuplicatedPoints</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span> </div><div class="line"><a name="l00102"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat455d0165b2c85743977ec4c0a5dd95ca.html#a5b03b1a8e39b4b08261174cda1be5fea"> 102</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4751f17406c9202f3c0228e6307dd22f">FirstPointIsCentroid</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span> </div><div class="line"><a name="l00107"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat455d0165b2c85743977ec4c0a5dd95ca.html#af2e6836af1651337419009015866cdfe"> 107</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4f47cb87cdee54e84617d9ac49d6c6cd">HasSelfChildren</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span> </div><div class="line"><a name="l00112"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat455d0165b2c85743977ec4c0a5dd95ca.html#a14e7cfe8063406d917733746221d6e1b"> 112</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ae6207c6ccffcc6ff51e60f5edbe40d05">RearrangesDataset</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span> </div><div class="line"><a name="l00117"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat455d0165b2c85743977ec4c0a5dd95ca.html#a2f0005d2870b01d138e12ec9b422a59b"> 117</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af012af0a98e4dd36c2754cf1dbb202f0">BinaryTree</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span> </div><div class="line"><a name="l00123"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat455d0165b2c85743977ec4c0a5dd95ca.html#adf5003cf6ba4ce0d290a3c0952e9a134"> 123</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a13c453e1f11e7ac2724dcaf2a9c92243">UniqueNumDescendants</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00124"></a><span class="lineno"> 124</span> };</div><div class="line"><a name="l00125"></a><span class="lineno"> 125</span> </div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span> <span class="keyword">template</span><<span class="keyword">typename</span> MetricType,</div><div class="line"><a name="l00132"></a><span class="lineno"> 132</span>  <span class="keyword">typename</span> StatisticType,</div><div class="line"><a name="l00133"></a><span class="lineno"> 133</span>  <span class="keyword">typename</span> MatType,</div><div class="line"><a name="l00134"></a><span class="lineno"> 134</span>  <span class="keyword">template</span><<span class="keyword">typename</span> BoundMetricType, <span class="keyword">typename</span>...> <span class="keyword">class </span>BoundType></div><div class="line"><a name="l00135"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat83fa92e671856c0b52f8456f1beaf6c5.html"> 135</a></span> <span class="keyword">class </span><a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html">TreeTraits</a><<a class="code" href="classmlpack_1_1tree_1_1BinarySpaceTree.html">BinarySpaceTree</a><MetricType, StatisticType, MatType, BoundType,</div><div class="line"><a name="l00136"></a><span class="lineno"> 136</span>  <a class="code" href="classmlpack_1_1tree_1_1RPTreeMeanSplit.html">RPTreeMeanSplit</a>>></div><div class="line"><a name="l00137"></a><span class="lineno"> 137</span> {</div><div class="line"><a name="l00138"></a><span class="lineno"> 138</span>  <span class="keyword">public</span>:</div><div class="line"><a name="l00142"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat83fa92e671856c0b52f8456f1beaf6c5.html#aec6ad30c37bd8ef39283ff254e0f35ee"> 142</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af1498fa2514423f81fc30a3c67c694fb">HasOverlappingChildren</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span> </div><div class="line"><a name="l00147"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat83fa92e671856c0b52f8456f1beaf6c5.html#a218819468026d3305116ecc42f8b8b07"> 147</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ab386d6cc4c474b5201cb94005100c6f2">HasDuplicatedPoints</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00148"></a><span class="lineno"> 148</span> </div><div class="line"><a name="l00152"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat83fa92e671856c0b52f8456f1beaf6c5.html#a50bbb3dfbbf22e66aa7d63efc0f27e32"> 152</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4751f17406c9202f3c0228e6307dd22f">FirstPointIsCentroid</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span> </div><div class="line"><a name="l00157"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat83fa92e671856c0b52f8456f1beaf6c5.html#ae618638ec101432ad4d3d0281ee57bcf"> 157</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4f47cb87cdee54e84617d9ac49d6c6cd">HasSelfChildren</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span> </div><div class="line"><a name="l00162"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat83fa92e671856c0b52f8456f1beaf6c5.html#a315947174262e9911e17da16077bf541"> 162</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ae6207c6ccffcc6ff51e60f5edbe40d05">RearrangesDataset</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span> </div><div class="line"><a name="l00167"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat83fa92e671856c0b52f8456f1beaf6c5.html#a7b75678b2cb5a977dc9fb2191f7fed7f"> 167</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af012af0a98e4dd36c2754cf1dbb202f0">BinaryTree</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00168"></a><span class="lineno"> 168</span> </div><div class="line"><a name="l00173"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat83fa92e671856c0b52f8456f1beaf6c5.html#afd7106e685c7e94d4e76ff7aa26e3de7"> 173</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a13c453e1f11e7ac2724dcaf2a9c92243">UniqueNumDescendants</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span> };</div><div class="line"><a name="l00175"></a><span class="lineno"> 175</span> </div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span> <span class="keyword">template</span><<span class="keyword">typename</span> MetricType,</div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span>  <span class="keyword">typename</span> StatisticType,</div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>  <span class="keyword">typename</span> MatType,</div><div class="line"><a name="l00185"></a><span class="lineno"> 185</span>  <span class="keyword">template</span><<span class="keyword">typename</span> SplitBoundType, <span class="keyword">typename</span> SplitMatType></div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>  <span class="keyword">class </span>SplitType></div><div class="line"><a name="l00187"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat267d3b8606ae92840ddcba6834055254.html"> 187</a></span> <span class="keyword">class </span><a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html">TreeTraits</a><<a class="code" href="classmlpack_1_1tree_1_1BinarySpaceTree.html">BinarySpaceTree</a><MetricType, StatisticType, MatType,</div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span>  bound::BallBound, SplitType>></div><div class="line"><a name="l00189"></a><span class="lineno"> 189</span> {</div><div class="line"><a name="l00190"></a><span class="lineno"> 190</span>  <span class="keyword">public</span>:</div><div class="line"><a name="l00191"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat267d3b8606ae92840ddcba6834055254.html#a13402187742ec72816de4d6e32fdfa58"> 191</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af1498fa2514423f81fc30a3c67c694fb">HasOverlappingChildren</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00192"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat267d3b8606ae92840ddcba6834055254.html#af9cdd1c2883515ebfe543c7f2637d5cc"> 192</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ab386d6cc4c474b5201cb94005100c6f2">HasDuplicatedPoints</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00193"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat267d3b8606ae92840ddcba6834055254.html#aa87caaf8ffc7d15e1d2a769049cef06f"> 193</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4751f17406c9202f3c0228e6307dd22f">FirstPointIsCentroid</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00194"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat267d3b8606ae92840ddcba6834055254.html#acb3816f1d36e03b1519ea7042032edf9"> 194</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4f47cb87cdee54e84617d9ac49d6c6cd">HasSelfChildren</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00195"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat267d3b8606ae92840ddcba6834055254.html#a04822d3ee53b1ee4f8f9fd55e3212d94"> 195</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ae6207c6ccffcc6ff51e60f5edbe40d05">RearrangesDataset</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00196"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat267d3b8606ae92840ddcba6834055254.html#ada835708a389ed42a652e2e3fb001d2a"> 196</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af012af0a98e4dd36c2754cf1dbb202f0">BinaryTree</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00197"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat267d3b8606ae92840ddcba6834055254.html#a58d4465cdf735677e690d6efe0e29f1d"> 197</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a13c453e1f11e7ac2724dcaf2a9c92243">UniqueNumDescendants</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00198"></a><span class="lineno"> 198</span> };</div><div class="line"><a name="l00199"></a><span class="lineno"> 199</span> </div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span> <span class="keyword">template</span><<span class="keyword">typename</span> MetricType,</div><div class="line"><a name="l00207"></a><span class="lineno"> 207</span>  <span class="keyword">typename</span> StatisticType,</div><div class="line"><a name="l00208"></a><span class="lineno"> 208</span>  <span class="keyword">typename</span> MatType,</div><div class="line"><a name="l00209"></a><span class="lineno"> 209</span>  <span class="keyword">template</span><<span class="keyword">typename</span> SplitBoundType, <span class="keyword">typename</span> SplitMatType></div><div class="line"><a name="l00210"></a><span class="lineno"> 210</span>  <span class="keyword">class </span>SplitType></div><div class="line"><a name="l00211"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat5e47ac61d347b64f5768de253cdf2773.html"> 211</a></span> <span class="keyword">class </span><a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html">TreeTraits</a><<a class="code" href="classmlpack_1_1tree_1_1BinarySpaceTree.html">BinarySpaceTree</a><MetricType, StatisticType, MatType,</div><div class="line"><a name="l00212"></a><span class="lineno"> 212</span>  bound::HollowBallBound, SplitType>></div><div class="line"><a name="l00213"></a><span class="lineno"> 213</span> {</div><div class="line"><a name="l00214"></a><span class="lineno"> 214</span>  <span class="keyword">public</span>:</div><div class="line"><a name="l00215"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat5e47ac61d347b64f5768de253cdf2773.html#adb52c376fe451556ed170013dbfa5476"> 215</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af1498fa2514423f81fc30a3c67c694fb">HasOverlappingChildren</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00216"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat5e47ac61d347b64f5768de253cdf2773.html#aa43145b67afe9e27be39e7f85d81449a"> 216</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ab386d6cc4c474b5201cb94005100c6f2">HasDuplicatedPoints</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00217"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat5e47ac61d347b64f5768de253cdf2773.html#a21e02e6b9f30271eb36339d1ae3eac7a"> 217</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4751f17406c9202f3c0228e6307dd22f">FirstPointIsCentroid</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00218"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat5e47ac61d347b64f5768de253cdf2773.html#a778716f1da895c95cefdd8cc545f35a1"> 218</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4f47cb87cdee54e84617d9ac49d6c6cd">HasSelfChildren</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00219"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat5e47ac61d347b64f5768de253cdf2773.html#ad5766b6478ba52dfccff4b5fc9a49965"> 219</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ae6207c6ccffcc6ff51e60f5edbe40d05">RearrangesDataset</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00220"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat5e47ac61d347b64f5768de253cdf2773.html#a9a85d65b0081654dd564b96595867174"> 220</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af012af0a98e4dd36c2754cf1dbb202f0">BinaryTree</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00221"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat5e47ac61d347b64f5768de253cdf2773.html#a54309f7a57957a5b65c254dc5e5a16f7"> 221</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a13c453e1f11e7ac2724dcaf2a9c92243">UniqueNumDescendants</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00222"></a><span class="lineno"> 222</span> };</div><div class="line"><a name="l00223"></a><span class="lineno"> 223</span> </div><div class="line"><a name="l00230"></a><span class="lineno"> 230</span> <span class="keyword">template</span><<span class="keyword">typename</span> MetricType,</div><div class="line"><a name="l00231"></a><span class="lineno"> 231</span>  <span class="keyword">typename</span> StatisticType,</div><div class="line"><a name="l00232"></a><span class="lineno"> 232</span>  <span class="keyword">typename</span> MatType,</div><div class="line"><a name="l00233"></a><span class="lineno"> 233</span>  <span class="keyword">template</span><<span class="keyword">typename</span> SplitBoundType, <span class="keyword">typename</span> SplitMatType></div><div class="line"><a name="l00234"></a><span class="lineno"> 234</span>  <span class="keyword">class </span>SplitType></div><div class="line"><a name="l00235"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat224e09bac64c8e2ee29120d72866c234.html"> 235</a></span> <span class="keyword">class </span><a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html">TreeTraits</a><<a class="code" href="classmlpack_1_1tree_1_1BinarySpaceTree.html">BinarySpaceTree</a><MetricType, StatisticType, MatType,</div><div class="line"><a name="l00236"></a><span class="lineno"> 236</span>  bound::CellBound, SplitType>></div><div class="line"><a name="l00237"></a><span class="lineno"> 237</span> {</div><div class="line"><a name="l00238"></a><span class="lineno"> 238</span>  <span class="keyword">public</span>:</div><div class="line"><a name="l00239"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat224e09bac64c8e2ee29120d72866c234.html#ade21dba484f8930fa7bf97373725e0bf"> 239</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af1498fa2514423f81fc30a3c67c694fb">HasOverlappingChildren</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00240"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat224e09bac64c8e2ee29120d72866c234.html#a8101569ac2dbdc20d2902df9f98832b0"> 240</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ab386d6cc4c474b5201cb94005100c6f2">HasDuplicatedPoints</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00241"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat224e09bac64c8e2ee29120d72866c234.html#a069fef74cc3ccd5362972817bc8977bd"> 241</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4751f17406c9202f3c0228e6307dd22f">FirstPointIsCentroid</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00242"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat224e09bac64c8e2ee29120d72866c234.html#afbda521831fc1280dbd19f5a24aa2c7d"> 242</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a4f47cb87cdee54e84617d9ac49d6c6cd">HasSelfChildren</a> = <span class="keyword">false</span>;</div><div class="line"><a name="l00243"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat224e09bac64c8e2ee29120d72866c234.html#ae6e0ae5a482770220f789a2eaf08ec2d"> 243</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#ae6207c6ccffcc6ff51e60f5edbe40d05">RearrangesDataset</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00244"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat224e09bac64c8e2ee29120d72866c234.html#ac488d319787158c0402406d6c4fee03c"> 244</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#af012af0a98e4dd36c2754cf1dbb202f0">BinaryTree</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00245"></a><span class="lineno"><a class="line" href="classmlpack_1_1tree_1_1TreeTraits_3_01BinarySpaceTree_3_01MetricType_00_01StatisticType_00_01Mat224e09bac64c8e2ee29120d72866c234.html#a2f13937f5f077a3dd958c818363b7f3a"> 245</a></span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1tree_1_1TreeTraits.html#a13c453e1f11e7ac2724dcaf2a9c92243">UniqueNumDescendants</a> = <span class="keyword">true</span>;</div><div class="line"><a name="l00246"></a><span class="lineno"> 246</span> };</div><div class="line"><a name="l00247"></a><span class="lineno"> 247</span> </div><div class="line"><a name="l00248"></a><span class="lineno"> 248</span> } <span class="comment">// namespace tree</span></div><div class="line"><a name="l00249"></a><span class="lineno"> 249</span> } <span class="comment">// namespace mlpack</span></div><div class="line"><a name="l00250"></a><span class="lineno"> 250</span> </div><div class="line"><a name="l00251"></a><span class="lineno"> 251</span> <span class="preprocessor">#endif</span></div><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_1RPTreeMaxSplit_html"><div class="ttname"><a href="classmlpack_1_1tree_1_1RPTreeMaxSplit.html">mlpack::tree::RPTreeMaxSplit</a></div><div class="ttdoc">This class splits a node by a random hyperplane. </div><div class="ttdef"><b>Definition:</b> <a href="rp__tree__max__split_8hpp_source.html#l00032">rp_tree_max_split.hpp:32</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1TreeTraits_html_ae6207c6ccffcc6ff51e60f5edbe40d05"><div class="ttname"><a href="classmlpack_1_1tree_1_1TreeTraits.html#ae6207c6ccffcc6ff51e60f5edbe40d05">mlpack::tree::TreeTraits::RearrangesDataset</a></div><div class="ttdeci">static const bool RearrangesDataset</div><div class="ttdoc">This is true if the tree rearranges points in the dataset when it is built. </div><div class="ttdef"><b>Definition:</b> <a href="tree__traits_8hpp_source.html#l00105">tree_traits.hpp:105</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1BinarySpaceTree_html"><div class="ttname"><a href="classmlpack_1_1tree_1_1BinarySpaceTree.html">mlpack::tree::BinarySpaceTree</a></div><div class="ttdoc">A binary space partitioning tree, such as a KD-tree or a ball tree. </div><div class="ttdef"><b>Definition:</b> <a href="binary__space__tree_2binary__space__tree_8hpp_source.html#l00054">binary_space_tree.hpp:54</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1TreeTraits_html_af1498fa2514423f81fc30a3c67c694fb"><div class="ttname"><a href="classmlpack_1_1tree_1_1TreeTraits.html#af1498fa2514423f81fc30a3c67c694fb">mlpack::tree::TreeTraits::HasOverlappingChildren</a></div><div class="ttdeci">static const bool HasOverlappingChildren</div><div class="ttdoc">This is true if the subspaces represented by the children of a node can overlap. </div><div class="ttdef"><b>Definition:</b> <a href="tree__traits_8hpp_source.html#l00084">tree_traits.hpp:84</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1TreeTraits_html_a4751f17406c9202f3c0228e6307dd22f"><div class="ttname"><a href="classmlpack_1_1tree_1_1TreeTraits.html#a4751f17406c9202f3c0228e6307dd22f">mlpack::tree::TreeTraits::FirstPointIsCentroid</a></div><div class="ttdeci">static const bool FirstPointIsCentroid</div><div class="ttdoc">This is true if the first point of each node is the centroid of its bound. </div><div class="ttdef"><b>Definition:</b> <a href="tree__traits_8hpp_source.html#l00094">tree_traits.hpp:94</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1TreeTraits_html_a13c453e1f11e7ac2724dcaf2a9c92243"><div class="ttname"><a href="classmlpack_1_1tree_1_1TreeTraits.html#a13c453e1f11e7ac2724dcaf2a9c92243">mlpack::tree::TreeTraits::UniqueNumDescendants</a></div><div class="ttdeci">static const bool UniqueNumDescendants</div><div class="ttdoc">This is true if the NumDescendants() method doesn&#39;t include duplicated points. </div><div class="ttdef"><b>Definition:</b> <a href="tree__traits_8hpp_source.html#l00116">tree_traits.hpp:116</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1RPTreeMeanSplit_html"><div class="ttname"><a href="classmlpack_1_1tree_1_1RPTreeMeanSplit.html">mlpack::tree::RPTreeMeanSplit</a></div><div class="ttdoc">This class splits a binary space tree. </div><div class="ttdef"><b>Definition:</b> <a href="rp__tree__mean__split_8hpp_source.html#l00033">rp_tree_mean_split.hpp:33</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1TreeTraits_html_ab386d6cc4c474b5201cb94005100c6f2"><div class="ttname"><a href="classmlpack_1_1tree_1_1TreeTraits.html#ab386d6cc4c474b5201cb94005100c6f2">mlpack::tree::TreeTraits::HasDuplicatedPoints</a></div><div class="ttdeci">static const bool HasDuplicatedPoints</div><div class="ttdoc">This is true if a point can be included in more than one node. </div><div class="ttdef"><b>Definition:</b> <a href="tree__traits_8hpp_source.html#l00089">tree_traits.hpp:89</a></div></div>
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<div class="ttc" id="tree__traits_8hpp_html"><div class="ttname"><a href="tree__traits_8hpp.html">tree_traits.hpp</a></div></div>
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<div class="ttc" id="ballbound_8hpp_html"><div class="ttname"><a href="ballbound_8hpp.html">ballbound.hpp</a></div><div class="ttdoc">Bounds that are useful for binary space partitioning trees. </div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1TreeTraits_html"><div class="ttname"><a href="classmlpack_1_1tree_1_1TreeTraits.html">mlpack::tree::TreeTraits</a></div><div class="ttdoc">The TreeTraits class provides compile-time information on the characteristics of a given tree type...</div><div class="ttdef"><b>Definition:</b> <a href="tree__traits_8hpp_source.html#l00077">tree_traits.hpp:77</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1TreeTraits_html_af012af0a98e4dd36c2754cf1dbb202f0"><div class="ttname"><a href="classmlpack_1_1tree_1_1TreeTraits.html#af012af0a98e4dd36c2754cf1dbb202f0">mlpack::tree::TreeTraits::BinaryTree</a></div><div class="ttdeci">static const bool BinaryTree</div><div class="ttdoc">This is true if the tree always has only two children. </div><div class="ttdef"><b>Definition:</b> <a href="tree__traits_8hpp_source.html#l00110">tree_traits.hpp:110</a></div></div>
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<div class="ttc" id="classmlpack_1_1tree_1_1TreeTraits_html_a4f47cb87cdee54e84617d9ac49d6c6cd"><div class="ttname"><a href="classmlpack_1_1tree_1_1TreeTraits.html#a4f47cb87cdee54e84617d9ac49d6c6cd">mlpack::tree::TreeTraits::HasSelfChildren</a></div><div class="ttdeci">static const bool HasSelfChildren</div><div class="ttdoc">This is true if the points contained in the first child of a node (Child(0)) are also contained in th...</div><div class="ttdef"><b>Definition:</b> <a href="tree__traits_8hpp_source.html#l00100">tree_traits.hpp:100</a></div></div>
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