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<div class="title">regularized_svd_function.hpp</div> </div>
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<a href="regularized__svd__function_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="l00013"></a><span class="lineno"> 13</span> <span class="preprocessor">#ifndef MLPACK_METHODS_REGULARIZED_SVD_REGULARIZED_FUNCTION_SVD_HPP</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span> <span class="preprocessor">#define MLPACK_METHODS_REGULARIZED_SVD_REGULARIZED_FUNCTION_SVD_HPP</span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span> </div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span> <span class="preprocessor">#include <<a class="code" href="prereqs_8hpp.html">mlpack/prereqs.hpp</a>></span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span> <span class="preprocessor">#include <<a class="code" href="sgd_8hpp.html">mlpack/core/optimizers/sgd/sgd.hpp</a>></span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span> </div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span> <span class="keyword">namespace </span><a class="code" href="namespacemlpack.html">mlpack</a> {</div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span> <span class="keyword">namespace </span>svd {</div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span> </div><div class="line"><a name="l00022"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html"> 22</a></span> <span class="keyword">class </span><a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html">RegularizedSVDFunction</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"> 24</span>  <span class="keyword">public</span>:</div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span> </div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span>  <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#aee28becab4f6caa581a8e89642656ef1">RegularizedSVDFunction</a>(<span class="keyword">const</span> arma::mat& <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a3813463642e5081fd6dad8571ad66d9e">data</a>,</div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a1781dbd46502bbb918b45252614e65c6">rank</a>,</div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span>  <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#ad2110f373e509f1dcbbac0690af41bd6">lambda</a>);</div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span> </div><div class="line"><a name="l00044"></a><span class="lineno"> 44</span>  <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#af4a35fbd344cc8c1af53d22dbe03e883">Evaluate</a>(<span class="keyword">const</span> arma::mat& parameters) <span class="keyword">const</span>;</div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span> </div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span>  <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#af4a35fbd344cc8c1af53d22dbe03e883">Evaluate</a>(<span class="keyword">const</span> arma::mat& parameters,</div><div class="line"><a name="l00054"></a><span class="lineno"> 54</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> i) <span class="keyword">const</span>;</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span> </div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>  <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#ad7e0b7b303f945f25cb5c8412c42b286">Gradient</a>(<span class="keyword">const</span> arma::mat& parameters,</div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>  arma::mat& gradient) <span class="keyword">const</span>;</div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span> </div><div class="line"><a name="l00067"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a0ed69b68ba0ffbcc3175f2b18f1c9fbd"> 67</a></span>  <span class="keyword">const</span> arma::mat& <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a0ed69b68ba0ffbcc3175f2b18f1c9fbd">GetInitialPoint</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#af4c02872e6fddef53b5681d05366923d">initialPoint</a>; }</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span> </div><div class="line"><a name="l00070"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a0a9cab79033661c9c109e9136cddb438"> 70</a></span>  <span class="keyword">const</span> arma::mat& <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a0a9cab79033661c9c109e9136cddb438">Dataset</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a3813463642e5081fd6dad8571ad66d9e">data</a>; }</div><div class="line"><a name="l00071"></a><span class="lineno"> 71</span> </div><div class="line"><a name="l00073"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#ac40cad0028f903263d27a855ce62273d"> 73</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#ac40cad0028f903263d27a855ce62273d">NumFunctions</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> data.n_cols; }</div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span> </div><div class="line"><a name="l00076"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a3ca9b47ea74c5821f8f47fd9498681b5"> 76</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a3ca9b47ea74c5821f8f47fd9498681b5">NumUsers</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a701075e7dee591defa459a873def52ba">numUsers</a>; }</div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span> </div><div class="line"><a name="l00079"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a561eea19f58f072fc5df9b64b67b39b0"> 79</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a561eea19f58f072fc5df9b64b67b39b0">NumItems</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a7a7d5aaacf7bcd728152646b927255b3">numItems</a>; }</div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span> </div><div class="line"><a name="l00082"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#abba28b8bf28a7a61494a83b67c1e7e8f"> 82</a></span>  <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#abba28b8bf28a7a61494a83b67c1e7e8f">Lambda</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#ad2110f373e509f1dcbbac0690af41bd6">lambda</a>; }</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span> </div><div class="line"><a name="l00085"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a70087b7e8835ae0597a5fd8e600b8d95"> 85</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a70087b7e8835ae0597a5fd8e600b8d95">Rank</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a1781dbd46502bbb918b45252614e65c6">rank</a>; }</div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span> </div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span>  <span class="keyword">private</span>:</div><div class="line"><a name="l00089"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a3813463642e5081fd6dad8571ad66d9e"> 89</a></span>  <span class="keyword">const</span> arma::mat& <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a3813463642e5081fd6dad8571ad66d9e">data</a>;</div><div class="line"><a name="l00091"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#af4c02872e6fddef53b5681d05366923d"> 91</a></span>  arma::mat <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#af4c02872e6fddef53b5681d05366923d">initialPoint</a>;</div><div class="line"><a name="l00093"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a1781dbd46502bbb918b45252614e65c6"> 93</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a1781dbd46502bbb918b45252614e65c6">rank</a>;</div><div class="line"><a name="l00095"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#ad2110f373e509f1dcbbac0690af41bd6"> 95</a></span>  <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#ad2110f373e509f1dcbbac0690af41bd6">lambda</a>;</div><div class="line"><a name="l00097"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a701075e7dee591defa459a873def52ba"> 97</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a701075e7dee591defa459a873def52ba">numUsers</a>;</div><div class="line"><a name="l00099"></a><span class="lineno"><a class="line" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a7a7d5aaacf7bcd728152646b927255b3"> 99</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a7a7d5aaacf7bcd728152646b927255b3">numItems</a>;</div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span> };</div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span> </div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span> } <span class="comment">// namespace svd</span></div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span> } <span class="comment">// namespace mlpack</span></div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span> </div><div class="line"><a name="l00105"></a><span class="lineno"> 105</span> <span class="keyword">namespace </span><a class="code" href="namespacemlpack.html">mlpack</a> {</div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span> <span class="keyword">namespace </span>optimization {</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span> </div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>  <span class="keyword">template</span><></div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span>  <span class="keywordtype">double</span> StandardSGD<mlpack::svd::RegularizedSVDFunction>::Optimize(arma::mat& parameters);</div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span> </div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span> } <span class="comment">// namespace optimization</span></div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span> } <span class="comment">// namespace mlpack</span></div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span> </div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span> <span class="preprocessor">#endif</span></div><div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_af4c02872e6fddef53b5681d05366923d"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#af4c02872e6fddef53b5681d05366923d">mlpack::svd::RegularizedSVDFunction::initialPoint</a></div><div class="ttdeci">arma::mat initialPoint</div><div class="ttdoc">Initial parameter point. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00091">regularized_svd_function.hpp:91</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_a70087b7e8835ae0597a5fd8e600b8d95"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a70087b7e8835ae0597a5fd8e600b8d95">mlpack::svd::RegularizedSVDFunction::Rank</a></div><div class="ttdeci">size_t Rank() const </div><div class="ttdoc">Return the rank used for the factorization. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00085">regularized_svd_function.hpp:85</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_a0a9cab79033661c9c109e9136cddb438"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a0a9cab79033661c9c109e9136cddb438">mlpack::svd::RegularizedSVDFunction::Dataset</a></div><div class="ttdeci">const arma::mat & Dataset() const </div><div class="ttdoc">Return the dataset passed into the constructor. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00070">regularized_svd_function.hpp:70</a></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_1svd_1_1RegularizedSVDFunction_html_ac40cad0028f903263d27a855ce62273d"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#ac40cad0028f903263d27a855ce62273d">mlpack::svd::RegularizedSVDFunction::NumFunctions</a></div><div class="ttdeci">size_t NumFunctions() const </div><div class="ttdoc">Return the number of training examples. Useful for SGD optimizer. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00073">regularized_svd_function.hpp:73</a></div></div>
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<div class="ttc" id="prereqs_8hpp_html"><div class="ttname"><a href="prereqs_8hpp.html">prereqs.hpp</a></div><div class="ttdoc">The core includes that mlpack expects; standard C++ includes and Armadillo. </div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_ad2110f373e509f1dcbbac0690af41bd6"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#ad2110f373e509f1dcbbac0690af41bd6">mlpack::svd::RegularizedSVDFunction::lambda</a></div><div class="ttdeci">double lambda</div><div class="ttdoc">Regularization parameter for the optimization. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00095">regularized_svd_function.hpp:95</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_ad7e0b7b303f945f25cb5c8412c42b286"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#ad7e0b7b303f945f25cb5c8412c42b286">mlpack::svd::RegularizedSVDFunction::Gradient</a></div><div class="ttdeci">void Gradient(const arma::mat &parameters, arma::mat &gradient) const </div><div class="ttdoc">Evaluates the full gradient of the cost function over all the training examples. </div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_a3ca9b47ea74c5821f8f47fd9498681b5"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a3ca9b47ea74c5821f8f47fd9498681b5">mlpack::svd::RegularizedSVDFunction::NumUsers</a></div><div class="ttdeci">size_t NumUsers() const </div><div class="ttdoc">Return the number of users in the data. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00076">regularized_svd_function.hpp:76</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_a3813463642e5081fd6dad8571ad66d9e"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a3813463642e5081fd6dad8571ad66d9e">mlpack::svd::RegularizedSVDFunction::data</a></div><div class="ttdeci">const arma::mat & data</div><div class="ttdoc">Rating data. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00089">regularized_svd_function.hpp:89</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_af4a35fbd344cc8c1af53d22dbe03e883"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#af4a35fbd344cc8c1af53d22dbe03e883">mlpack::svd::RegularizedSVDFunction::Evaluate</a></div><div class="ttdeci">double Evaluate(const arma::mat &parameters) const </div><div class="ttdoc">Evaluates the cost function over all examples in the data. </div></div>
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<div class="ttc" id="sgd_8hpp_html"><div class="ttname"><a href="sgd_8hpp.html">sgd.hpp</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_a561eea19f58f072fc5df9b64b67b39b0"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a561eea19f58f072fc5df9b64b67b39b0">mlpack::svd::RegularizedSVDFunction::NumItems</a></div><div class="ttdeci">size_t NumItems() const </div><div class="ttdoc">Return the number of items in the data. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00079">regularized_svd_function.hpp:79</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_a7a7d5aaacf7bcd728152646b927255b3"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a7a7d5aaacf7bcd728152646b927255b3">mlpack::svd::RegularizedSVDFunction::numItems</a></div><div class="ttdeci">size_t numItems</div><div class="ttdoc">Number of items in the given dataset. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00099">regularized_svd_function.hpp:99</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_a701075e7dee591defa459a873def52ba"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a701075e7dee591defa459a873def52ba">mlpack::svd::RegularizedSVDFunction::numUsers</a></div><div class="ttdeci">size_t numUsers</div><div class="ttdoc">Number of users in the given dataset. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00097">regularized_svd_function.hpp:97</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_a0ed69b68ba0ffbcc3175f2b18f1c9fbd"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a0ed69b68ba0ffbcc3175f2b18f1c9fbd">mlpack::svd::RegularizedSVDFunction::GetInitialPoint</a></div><div class="ttdeci">const arma::mat & GetInitialPoint() const </div><div class="ttdoc">Return the initial point for the optimization. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00067">regularized_svd_function.hpp:67</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_abba28b8bf28a7a61494a83b67c1e7e8f"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#abba28b8bf28a7a61494a83b67c1e7e8f">mlpack::svd::RegularizedSVDFunction::Lambda</a></div><div class="ttdeci">double Lambda() const </div><div class="ttdoc">Return the regularization parameters. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00082">regularized_svd_function.hpp:82</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_a1781dbd46502bbb918b45252614e65c6"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#a1781dbd46502bbb918b45252614e65c6">mlpack::svd::RegularizedSVDFunction::rank</a></div><div class="ttdeci">size_t rank</div><div class="ttdoc">Rank used for matrix factorization. </div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00093">regularized_svd_function.hpp:93</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html">mlpack::svd::RegularizedSVDFunction</a></div><div class="ttdef"><b>Definition:</b> <a href="regularized__svd__function_8hpp_source.html#l00022">regularized_svd_function.hpp:22</a></div></div>
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<div class="ttc" id="classmlpack_1_1svd_1_1RegularizedSVDFunction_html_aee28becab4f6caa581a8e89642656ef1"><div class="ttname"><a href="classmlpack_1_1svd_1_1RegularizedSVDFunction.html#aee28becab4f6caa581a8e89642656ef1">mlpack::svd::RegularizedSVDFunction::RegularizedSVDFunction</a></div><div class="ttdeci">RegularizedSVDFunction(const arma::mat &data, const size_t rank, const double lambda)</div><div class="ttdoc">Constructor for RegularizedSVDFunction class. </div></div>
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