138 lines
33 KiB
HTML
138 lines
33 KiB
HTML
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
|
|
<html xmlns="http://www.w3.org/1999/xhtml">
|
|
<head>
|
|
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
|
|
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
|
|
<meta name="generator" content="Doxygen 1.8.11"/>
|
|
<title>mlpack: src/mlpack/methods/adaboost/adaboost_model.hpp Source File</title>
|
|
<link href="tabs.css" rel="stylesheet" type="text/css"/>
|
|
<script type="text/javascript" src="jquery.js"></script>
|
|
<script type="text/javascript" src="dynsections.js"></script>
|
|
<link href="search/search.css" rel="stylesheet" type="text/css"/>
|
|
<script type="text/javascript" src="search/searchdata.js"></script>
|
|
<script type="text/javascript" src="search/search.js"></script>
|
|
<script type="text/javascript">
|
|
$(document).ready(function() { init_search(); });
|
|
</script>
|
|
<link href="doxygen.css" rel="stylesheet" type="text/css" />
|
|
<link href="extra-stylesheet.css" rel="stylesheet" type="text/css"/>
|
|
</head>
|
|
<body>
|
|
<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
|
|
<div id="titlearea">
|
|
<table cellspacing="0" cellpadding="0">
|
|
<tbody>
|
|
<tr style="height: 56px;">
|
|
<td id="projectalign" style="padding-left: 0.5em;">
|
|
<div id="projectname">mlpack
|
|
 <span id="projectnumber">master</span>
|
|
</div>
|
|
</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
</div>
|
|
<!-- end header part -->
|
|
<!-- Generated by Doxygen 1.8.11 -->
|
|
<script type="text/javascript">
|
|
var searchBox = new SearchBox("searchBox", "search",false,'Search');
|
|
</script>
|
|
<div id="navrow1" class="tabs">
|
|
<ul class="tablist">
|
|
<li><a href="index.html"><span>Main Page</span></a></li>
|
|
<li><a href="pages.html"><span>Related Pages</span></a></li>
|
|
<li><a href="namespaces.html"><span>Namespaces</span></a></li>
|
|
<li><a href="annotated.html"><span>Classes</span></a></li>
|
|
<li class="current"><a href="files.html"><span>Files</span></a></li>
|
|
<li>
|
|
<div id="MSearchBox" class="MSearchBoxInactive">
|
|
<span class="left">
|
|
<img id="MSearchSelect" src="search/mag_sel.png"
|
|
onmouseover="return searchBox.OnSearchSelectShow()"
|
|
onmouseout="return searchBox.OnSearchSelectHide()"
|
|
alt=""/>
|
|
<input type="text" id="MSearchField" value="Search" accesskey="S"
|
|
onfocus="searchBox.OnSearchFieldFocus(true)"
|
|
onblur="searchBox.OnSearchFieldFocus(false)"
|
|
onkeyup="searchBox.OnSearchFieldChange(event)"/>
|
|
</span><span class="right">
|
|
<a id="MSearchClose" href="javascript:searchBox.CloseResultsWindow()"><img id="MSearchCloseImg" border="0" src="search/close.png" alt=""/></a>
|
|
</span>
|
|
</div>
|
|
</li>
|
|
</ul>
|
|
</div>
|
|
<div id="navrow2" class="tabs2">
|
|
<ul class="tablist">
|
|
<li><a href="files.html"><span>File List</span></a></li>
|
|
<li><a href="globals.html"><span>File Members</span></a></li>
|
|
</ul>
|
|
</div>
|
|
<!-- window showing the filter options -->
|
|
<div id="MSearchSelectWindow"
|
|
onmouseover="return searchBox.OnSearchSelectShow()"
|
|
onmouseout="return searchBox.OnSearchSelectHide()"
|
|
onkeydown="return searchBox.OnSearchSelectKey(event)">
|
|
</div>
|
|
|
|
<!-- iframe showing the search results (closed by default) -->
|
|
<div id="MSearchResultsWindow">
|
|
<iframe src="javascript:void(0)" frameborder="0"
|
|
name="MSearchResults" id="MSearchResults">
|
|
</iframe>
|
|
</div>
|
|
|
|
<div id="nav-path" class="navpath">
|
|
<ul>
|
|
<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_3cfbf900288ec2fe8dd2c2c8482f216e.html">methods</a></li><li class="navelem"><a class="el" href="dir_23df8455679e8ad547d712804f6863e9.html">adaboost</a></li> </ul>
|
|
</div>
|
|
</div><!-- top -->
|
|
<div class="header">
|
|
<div class="headertitle">
|
|
<div class="title">adaboost_model.hpp</div> </div>
|
|
</div><!--header-->
|
|
<div class="contents">
|
|
<a href="adaboost__model_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="l00007"></a><span class="lineno"> 7</span> <span class="preprocessor">#ifndef MLPACK_METHODS_ADABOOST_ADABOOST_MODEL_HPP</span></div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span> <span class="preprocessor">#define MLPACK_METHODS_ADABOOST_ADABOOST_MODEL_HPP</span></div><div class="line"><a name="l00009"></a><span class="lineno"> 9</span> </div><div class="line"><a name="l00010"></a><span class="lineno"> 10</span> <span class="preprocessor">#include <<a class="code" href="core_8hpp.html">mlpack/core.hpp</a>></span></div><div class="line"><a name="l00011"></a><span class="lineno"> 11</span> <span class="preprocessor">#include "<a class="code" href="adaboost_8hpp.html">adaboost.hpp</a>"</span></div><div class="line"><a name="l00012"></a><span class="lineno"> 12</span> </div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span> <span class="keyword">namespace </span><a class="code" href="namespacemlpack.html">mlpack</a> {</div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span> <span class="keyword">namespace </span>adaboost {</div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span> </div><div class="line"><a name="l00019"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html"> 19</a></span> <span class="keyword">class </span><a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html">AdaBoostModel</a></div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span> {</div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span>  <span class="keyword">public</span>:</div><div class="line"><a name="l00022"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a8c6d05405728a675084fb8b1abfb3673"> 22</a></span>  <span class="keyword">enum</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a8c6d05405728a675084fb8b1abfb3673">WeakLearnerTypes</a></div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span>  {</div><div class="line"><a name="l00024"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a8c6d05405728a675084fb8b1abfb3673aa6bf729b055198ba7ac1ea9ce46b0b2b"> 24</a></span>  <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a8c6d05405728a675084fb8b1abfb3673aa6bf729b055198ba7ac1ea9ce46b0b2b">DECISION_STUMP</a>,</div><div class="line"><a name="l00025"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a8c6d05405728a675084fb8b1abfb3673ade8f0280fbf6831626a1cb0ca8db1d5e"> 25</a></span>  <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a8c6d05405728a675084fb8b1abfb3673ade8f0280fbf6831626a1cb0ca8db1d5e">PERCEPTRON</a></div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span>  };</div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span> </div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span>  <span class="keyword">private</span>:</div><div class="line"><a name="l00030"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a27d1dfb8cb52433b70dd6d7bfd64239e"> 30</a></span>  arma::Col<size_t> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a27d1dfb8cb52433b70dd6d7bfd64239e">mappings</a>;</div><div class="line"><a name="l00032"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a675cb073fb1148eb662f09b9a04b03c9"> 32</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a675cb073fb1148eb662f09b9a04b03c9">weakLearnerType</a>;</div><div class="line"><a name="l00034"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a917ee34b3f4167649668407040c52a8b"> 34</a></span>  <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoost.html">AdaBoost<decision_stump::DecisionStump<></a>>* <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a917ee34b3f4167649668407040c52a8b">dsBoost</a>;</div><div class="line"><a name="l00036"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#ab9b538be8f32bc157a2107f26d02416c"> 36</a></span>  <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoost.html">AdaBoost<perceptron::Perceptron<></a>>* <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#ab9b538be8f32bc157a2107f26d02416c">pBoost</a>;</div><div class="line"><a name="l00038"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a7288963a0d4ab340063562bea2879a09"> 38</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a7288963a0d4ab340063562bea2879a09">dimensionality</a>;</div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span> </div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span>  <span class="keyword">public</span>:</div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span>  <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#af0335c1a7e103dbca42c00ac3fb94596">AdaBoostModel</a>();</div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span> </div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span>  <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#af0335c1a7e103dbca42c00ac3fb94596">AdaBoostModel</a>(<span class="keyword">const</span> arma::Col<size_t>& mappings,</div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> weakLearnerType);</div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span> </div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span>  <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#af0335c1a7e103dbca42c00ac3fb94596">AdaBoostModel</a>(<span class="keyword">const</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html">AdaBoostModel</a>& other);</div><div class="line"><a name="l00050"></a><span class="lineno"> 50</span> </div><div class="line"><a name="l00052"></a><span class="lineno"> 52</span>  <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#af0335c1a7e103dbca42c00ac3fb94596">AdaBoostModel</a>(<a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html">AdaBoostModel</a>&& other);</div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span> </div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>  <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html">AdaBoostModel</a>& <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#ab04ecf1eb79af9d385bf68624032d806">operator=</a>(<span class="keyword">const</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html">AdaBoostModel</a>& other);</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span> </div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>  <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#ace08fcd5fbf95e4ab259aef8c8f6a40c">~AdaBoostModel</a>();</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span> </div><div class="line"><a name="l00061"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a301acd979a0d1a58a7ca80a480b433f1"> 61</a></span>  <span class="keyword">const</span> arma::Col<size_t>& <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a301acd979a0d1a58a7ca80a480b433f1">Mappings</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a27d1dfb8cb52433b70dd6d7bfd64239e">mappings</a>; }</div><div class="line"><a name="l00063"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a4822c44d3274802472e96800db3adf46"> 63</a></span>  arma::Col<size_t>& <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a4822c44d3274802472e96800db3adf46">Mappings</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a27d1dfb8cb52433b70dd6d7bfd64239e">mappings</a>; }</div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span> </div><div class="line"><a name="l00066"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a1e494e25bbb89e0d4d7134b8cd179169"> 66</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a1e494e25bbb89e0d4d7134b8cd179169">WeakLearnerType</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a675cb073fb1148eb662f09b9a04b03c9">weakLearnerType</a>; }</div><div class="line"><a name="l00068"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a39352f5bd2709d235a25e890655a9b8d"> 68</a></span>  <span class="keywordtype">size_t</span>& <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a39352f5bd2709d235a25e890655a9b8d">WeakLearnerType</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a675cb073fb1148eb662f09b9a04b03c9">weakLearnerType</a>; }</div><div class="line"><a name="l00069"></a><span class="lineno"> 69</span> </div><div class="line"><a name="l00071"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a079682b4ebad69441d8949d46ff3aca5"> 71</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a079682b4ebad69441d8949d46ff3aca5">Dimensionality</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a7288963a0d4ab340063562bea2879a09">dimensionality</a>; }</div><div class="line"><a name="l00073"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#aa1328eff9fd2d5db8aa9187a96d995a9"> 73</a></span>  <span class="keywordtype">size_t</span>& <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#aa1328eff9fd2d5db8aa9187a96d995a9">Dimensionality</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a7288963a0d4ab340063562bea2879a09">dimensionality</a>; }</div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span> </div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>  <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a2063ee60ef71ae78c0c74b4ee332f2a0">Train</a>(<span class="keyword">const</span> arma::mat& data,</div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span>  <span class="keyword">const</span> arma::Row<size_t>& labels,</div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> iterations,</div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span>  <span class="keyword">const</span> <span class="keywordtype">double</span> tolerance);</div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span> </div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>  <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#ae6d95f49a266fd0425bb40f640d5bb19">Classify</a>(<span class="keyword">const</span> arma::mat& testData, arma::Row<size_t>& predictions);</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span> </div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>  <span class="keyword">template</span><<span class="keyword">typename</span> Archive></div><div class="line"><a name="l00086"></a><span class="lineno"><a class="line" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a6b345710ab674eb303ffe307f20d5405"> 86</a></span>  <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a6b345710ab674eb303ffe307f20d5405">Serialize</a>(Archive& ar, <span class="keyword">const</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> <span class="comment">/* version */</span>)</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="keywordflow">if</span> (Archive::is_loading::value)</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>  {</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>  <span class="keywordflow">if</span> (dsBoost)</div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span>  <span class="keyword">delete</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a917ee34b3f4167649668407040c52a8b">dsBoost</a>;</div><div class="line"><a name="l00092"></a><span class="lineno"> 92</span>  <span class="keywordflow">if</span> (pBoost)</div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span>  <span class="keyword">delete</span> <a class="code" href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#ab9b538be8f32bc157a2107f26d02416c">pBoost</a>;</div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span> </div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>  dsBoost = NULL;</div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span>  pBoost = NULL;</div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>  }</div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span> </div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>  ar & <a class="code" href="namespacemlpack_1_1data.html#a785ee98e0070286ef86eeeea85a74018">data::CreateNVP</a>(mappings, <span class="stringliteral">"mappings"</span>);</div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span>  ar & <a class="code" href="namespacemlpack_1_1data.html#a785ee98e0070286ef86eeeea85a74018">data::CreateNVP</a>(weakLearnerType, <span class="stringliteral">"weakLearnerType"</span>);</div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>  <span class="keywordflow">if</span> (weakLearnerType == WeakLearnerTypes::DECISION_STUMP)</div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span>  ar & <a class="code" href="namespacemlpack_1_1data.html#a785ee98e0070286ef86eeeea85a74018">data::CreateNVP</a>(dsBoost, <span class="stringliteral">"adaboost_ds"</span>);</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span>  <span class="keywordflow">else</span> <span class="keywordflow">if</span> (weakLearnerType == WeakLearnerTypes::PERCEPTRON)</div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span>  ar & <a class="code" href="namespacemlpack_1_1data.html#a785ee98e0070286ef86eeeea85a74018">data::CreateNVP</a>(pBoost, <span class="stringliteral">"adaboost_p"</span>);</div><div class="line"><a name="l00105"></a><span class="lineno"> 105</span>  ar & <a class="code" href="namespacemlpack_1_1data.html#a785ee98e0070286ef86eeeea85a74018">data::CreateNVP</a>(dimensionality, <span class="stringliteral">"dimensionality"</span>);</div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>  }</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span> };</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span> </div><div class="line"><a name="l00109"></a><span class="lineno"> 109</span> } <span class="comment">// namespace adaboost</span></div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span> } <span class="comment">// namespace mlpack</span></div><div class="line"><a name="l00111"></a><span class="lineno"> 111</span> </div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span> <span class="preprocessor">#endif</span></div><div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a27d1dfb8cb52433b70dd6d7bfd64239e"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a27d1dfb8cb52433b70dd6d7bfd64239e">mlpack::adaboost::AdaBoostModel::mappings</a></div><div class="ttdeci">arma::Col< size_t > mappings</div><div class="ttdoc">The mappings for the labels. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00030">adaboost_model.hpp:30</a></div></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>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_ab9b538be8f32bc157a2107f26d02416c"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#ab9b538be8f32bc157a2107f26d02416c">mlpack::adaboost::AdaBoostModel::pBoost</a></div><div class="ttdeci">AdaBoost< perceptron::Perceptron<> > * pBoost</div><div class="ttdoc">Non-NULL if using perceptrons. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00036">adaboost_model.hpp:36</a></div></div>
|
|
<div class="ttc" id="namespacemlpack_1_1data_html_a785ee98e0070286ef86eeeea85a74018"><div class="ttname"><a href="namespacemlpack_1_1data.html#a785ee98e0070286ef86eeeea85a74018">mlpack::data::CreateNVP</a></div><div class="ttdeci">FirstShim< T > CreateNVP(T &t, const std::string &name, typename std::enable_if_t< HasSerialize< T >::value > *=0)</div><div class="ttdoc">Call this function to produce a name-value pair; this is similar to BOOST_SERIALIZATION_NVP(), but should be used for types that have a Serialize() function (or contain a type that has a Serialize() function) instead of a serialize() function. </div><div class="ttdef"><b>Definition:</b> <a href="serialization__shim_8hpp_source.html#l00094">serialization_shim.hpp:94</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoost_html"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoost.html">mlpack::adaboost::AdaBoost</a></div><div class="ttdoc">The AdaBoost class. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost_8hpp_source.html#l00081">adaboost.hpp:81</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a675cb073fb1148eb662f09b9a04b03c9"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a675cb073fb1148eb662f09b9a04b03c9">mlpack::adaboost::AdaBoostModel::weakLearnerType</a></div><div class="ttdeci">size_t weakLearnerType</div><div class="ttdoc">The type of weak learner. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00032">adaboost_model.hpp:32</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_aa1328eff9fd2d5db8aa9187a96d995a9"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#aa1328eff9fd2d5db8aa9187a96d995a9">mlpack::adaboost::AdaBoostModel::Dimensionality</a></div><div class="ttdeci">size_t & Dimensionality()</div><div class="ttdoc">Modify the dimensionality of the model. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00073">adaboost_model.hpp:73</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_ab04ecf1eb79af9d385bf68624032d806"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#ab04ecf1eb79af9d385bf68624032d806">mlpack::adaboost::AdaBoostModel::operator=</a></div><div class="ttdeci">AdaBoostModel & operator=(const AdaBoostModel &other)</div><div class="ttdoc">Copy assignment operator. </div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a39352f5bd2709d235a25e890655a9b8d"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a39352f5bd2709d235a25e890655a9b8d">mlpack::adaboost::AdaBoostModel::WeakLearnerType</a></div><div class="ttdeci">size_t & WeakLearnerType()</div><div class="ttdoc">Modify the weak learner type. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00068">adaboost_model.hpp:68</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a2063ee60ef71ae78c0c74b4ee332f2a0"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a2063ee60ef71ae78c0c74b4ee332f2a0">mlpack::adaboost::AdaBoostModel::Train</a></div><div class="ttdeci">void Train(const arma::mat &data, const arma::Row< size_t > &labels, const size_t iterations, const double tolerance)</div><div class="ttdoc">Train the model. </div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a079682b4ebad69441d8949d46ff3aca5"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a079682b4ebad69441d8949d46ff3aca5">mlpack::adaboost::AdaBoostModel::Dimensionality</a></div><div class="ttdeci">size_t Dimensionality() const </div><div class="ttdoc">Get the dimensionality of the model. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00071">adaboost_model.hpp:71</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_af0335c1a7e103dbca42c00ac3fb94596"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#af0335c1a7e103dbca42c00ac3fb94596">mlpack::adaboost::AdaBoostModel::AdaBoostModel</a></div><div class="ttdeci">AdaBoostModel()</div><div class="ttdoc">Create an empty AdaBoost model. </div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_ace08fcd5fbf95e4ab259aef8c8f6a40c"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#ace08fcd5fbf95e4ab259aef8c8f6a40c">mlpack::adaboost::AdaBoostModel::~AdaBoostModel</a></div><div class="ttdeci">~AdaBoostModel()</div><div class="ttdoc">Clean up memory. </div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a4822c44d3274802472e96800db3adf46"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a4822c44d3274802472e96800db3adf46">mlpack::adaboost::AdaBoostModel::Mappings</a></div><div class="ttdeci">arma::Col< size_t > & Mappings()</div><div class="ttdoc">Modify the mappings. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00063">adaboost_model.hpp:63</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html">mlpack::adaboost::AdaBoostModel</a></div><div class="ttdoc">The model to save to disk. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00019">adaboost_model.hpp:19</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_ae6d95f49a266fd0425bb40f640d5bb19"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#ae6d95f49a266fd0425bb40f640d5bb19">mlpack::adaboost::AdaBoostModel::Classify</a></div><div class="ttdeci">void Classify(const arma::mat &testData, arma::Row< size_t > &predictions)</div><div class="ttdoc">Classify test points. </div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a1e494e25bbb89e0d4d7134b8cd179169"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a1e494e25bbb89e0d4d7134b8cd179169">mlpack::adaboost::AdaBoostModel::WeakLearnerType</a></div><div class="ttdeci">size_t WeakLearnerType() const </div><div class="ttdoc">Get the weak learner type. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00066">adaboost_model.hpp:66</a></div></div>
|
|
<div class="ttc" id="core_8hpp_html"><div class="ttname"><a href="core_8hpp.html">core.hpp</a></div><div class="ttdoc">Include all of the base components required to write MLPACK methods, and the main MLPACK Doxygen docu...</div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a8c6d05405728a675084fb8b1abfb3673"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a8c6d05405728a675084fb8b1abfb3673">mlpack::adaboost::AdaBoostModel::WeakLearnerTypes</a></div><div class="ttdeci">WeakLearnerTypes</div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00022">adaboost_model.hpp:22</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a8c6d05405728a675084fb8b1abfb3673ade8f0280fbf6831626a1cb0ca8db1d5e"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a8c6d05405728a675084fb8b1abfb3673ade8f0280fbf6831626a1cb0ca8db1d5e">mlpack::adaboost::AdaBoostModel::PERCEPTRON</a></div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00025">adaboost_model.hpp:25</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a7288963a0d4ab340063562bea2879a09"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a7288963a0d4ab340063562bea2879a09">mlpack::adaboost::AdaBoostModel::dimensionality</a></div><div class="ttdeci">size_t dimensionality</div><div class="ttdoc">Number of dimensions in training data. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00038">adaboost_model.hpp:38</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a301acd979a0d1a58a7ca80a480b433f1"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a301acd979a0d1a58a7ca80a480b433f1">mlpack::adaboost::AdaBoostModel::Mappings</a></div><div class="ttdeci">const arma::Col< size_t > & Mappings() const </div><div class="ttdoc">Get the mappings. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00061">adaboost_model.hpp:61</a></div></div>
|
|
<div class="ttc" id="adaboost_8hpp_html"><div class="ttname"><a href="adaboost_8hpp.html">adaboost.hpp</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a917ee34b3f4167649668407040c52a8b"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a917ee34b3f4167649668407040c52a8b">mlpack::adaboost::AdaBoostModel::dsBoost</a></div><div class="ttdeci">AdaBoost< decision_stump::DecisionStump<> > * dsBoost</div><div class="ttdoc">Non-NULL if using decision stumps. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00034">adaboost_model.hpp:34</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a6b345710ab674eb303ffe307f20d5405"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a6b345710ab674eb303ffe307f20d5405">mlpack::adaboost::AdaBoostModel::Serialize</a></div><div class="ttdeci">void Serialize(Archive &ar, const unsigned int)</div><div class="ttdoc">Serialize the model. </div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00086">adaboost_model.hpp:86</a></div></div>
|
|
<div class="ttc" id="classmlpack_1_1adaboost_1_1AdaBoostModel_html_a8c6d05405728a675084fb8b1abfb3673aa6bf729b055198ba7ac1ea9ce46b0b2b"><div class="ttname"><a href="classmlpack_1_1adaboost_1_1AdaBoostModel.html#a8c6d05405728a675084fb8b1abfb3673aa6bf729b055198ba7ac1ea9ce46b0b2b">mlpack::adaboost::AdaBoostModel::DECISION_STUMP</a></div><div class="ttdef"><b>Definition:</b> <a href="adaboost__model_8hpp_source.html#l00024">adaboost_model.hpp:24</a></div></div>
|
|
</div><!-- fragment --></div><!-- contents -->
|
|
<!-- start footer part -->
|
|
<hr class="footer"/><address class="footer"><small>
|
|
Generated by  <a href="http://www.doxygen.org/index.html">
|
|
<img class="footer" src="doxygen.png" alt="doxygen"/>
|
|
</a> 1.8.11
|
|
</small></address>
|
|
</body>
|
|
<script type="text/javascript">
|
|
var x = document.getElementsByClassName("formulaDsp");
|
|
var i;
|
|
for (i = 0; i < x.length; i++)
|
|
{
|
|
x[i].width /= 4;
|
|
}
|
|
</script>
|
|
</html>
|