1 | #ifndef _theplu_yat_classifier_matrix_lookup_ |
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2 | #define _theplu_yat_classifier_matrix_lookup_ |
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3 | |
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4 | // $Id$ |
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5 | |
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6 | /* |
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7 | Copyright (C) The authors contributing to this file. |
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8 | |
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9 | This file is part of the yat library, http://lev.thep.lu.se/trac/yat |
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10 | |
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11 | The yat library is free software; you can redistribute it and/or |
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12 | modify it under the terms of the GNU General Public License as |
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13 | published by the Free Software Foundation; either version 2 of the |
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14 | License, or (at your option) any later version. |
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15 | |
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16 | The yat library is distributed in the hope that it will be useful, |
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17 | but WITHOUT ANY WARRANTY; without even the implied warranty of |
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18 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU |
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19 | General Public License for more details. |
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20 | |
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21 | You should have received a copy of the GNU General Public License |
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22 | along with this program; if not, write to the Free Software |
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23 | Foundation, Inc., 59 Temple Place - Suite 330, Boston, MA |
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24 | 02111-1307, USA. |
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25 | */ |
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26 | |
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27 | #include "DataLookup2D.h" |
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28 | |
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29 | #include <iostream> |
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30 | #include <vector> |
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31 | |
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32 | namespace theplu { |
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33 | namespace yat { |
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34 | |
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35 | namespace utility { |
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36 | class matrix; |
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37 | } |
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38 | |
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39 | namespace classifier { |
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40 | |
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41 | /// |
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42 | /// MatrixLookups can be used to create lookups/views into matrices |
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43 | /// in a more general way than the views supported in the matrix |
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44 | /// class. The object does not contain any data, but only a pointer |
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45 | /// to a matrix and row and columns incices defining which |
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46 | /// sub-matrix to look into. Each row and each column corresponds |
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47 | /// to a row and a column in the Kernel, respectively. This design |
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48 | /// allow for fast creation of sub-matrices, which is a common |
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49 | /// operation in most traning/validation procedures. |
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50 | /// |
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51 | /// A MatrixLookup can be created directly from a matrix or from an |
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52 | /// other MatrixLookup. In the latter case, the resulting |
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53 | /// MatrixLookup is looking directly into the underlying matrix to |
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54 | /// avoid multiple lookups. |
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55 | /// |
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56 | /// There is a possibility to set the MatrixLookup as owner of the |
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57 | /// underlying matrix. |
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58 | /// |
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59 | class MatrixLookup : public DataLookup2D |
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60 | { |
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61 | |
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62 | public: |
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63 | |
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64 | |
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65 | /// |
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66 | /// Constructor creating a lookup into the entire @a matrix. |
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67 | /// @param own if true MatrixLookup owns its underlying @a matrix |
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68 | /// |
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69 | /// @note If @a matrix goes out of scope or is deleted, the |
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70 | /// MatrixLookup becomes invalid and the result of further use is |
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71 | /// undefined. |
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72 | /// |
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73 | MatrixLookup(const utility::matrix& matrix, const bool own=false); |
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74 | |
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75 | /// |
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76 | /// Constructor creating a lookup into a sub-matrix of @a matrix. |
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77 | /// The @a row and @a column define what sub-matrix to look into, |
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78 | /// in other words, the created MatrixLookup will fullfill the |
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79 | /// following: \f$ MatrixLookup(i,j)=matrix(row[i],column[j]) |
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80 | /// \f$. This also means that number of rows in created |
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81 | /// MatrixLookup is equal to size of vector @a row, and number of |
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82 | /// columns is equal to size of vector @a column. |
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83 | /// |
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84 | /// @note If @a matrix goes out of scope or is deleted, the |
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85 | /// MatrixLookup becomes invalid and the result of further use is |
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86 | /// undefined. |
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87 | /// |
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88 | MatrixLookup(const utility::matrix& matrix, const std::vector<size_t>& row, |
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89 | const std::vector<size_t>& column); |
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90 | |
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91 | /// |
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92 | /// Constructor creating a lookup into a sub-matrix of @a matrix. |
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93 | /// |
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94 | /// If @a row_vectors is true the new MatrixLookup will consist |
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95 | /// of the row vectors defined by @a index. This means that the |
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96 | /// created MatrixLookup will fullfill: |
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97 | /// \f$ MatrixLookup(i,j)=matrix(i,index[j]) \f$ |
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98 | /// |
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99 | /// If @a row_vectors is false the new MatrixLookup will be consist |
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100 | /// of the rolumn vectors defined by @a index. This means that the |
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101 | /// created MatrixLookup will fullfill: |
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102 | /// \f$ MatrixLookup(i,j)=matrix(index[i],j) \f$ |
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103 | /// |
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104 | /// @note If @a matrix goes out of scope or is deleted, the |
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105 | /// MatrixLookup becomes invalid and the result of further use is |
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106 | /// undefined. |
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107 | /// |
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108 | MatrixLookup(const utility::matrix& matrix, |
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109 | const std::vector<size_t>& index, |
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110 | const bool row_vectors); |
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111 | |
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112 | /// |
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113 | /// @brief Copy constructor. |
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114 | /// |
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115 | /// @note If underlying matrix goes out of scope or is deleted, the |
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116 | /// MatrixLookup becomes invalid and the result of further use is |
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117 | /// undefined. |
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118 | /// |
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119 | MatrixLookup(const MatrixLookup&); |
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120 | |
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121 | /// |
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122 | /// Creates a sub-MatrixLookup. The Lookup is independent of |
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123 | /// MatrixLookup @a ml. The MatrixLookup is created to look |
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124 | /// directly into the underlying matrix to avoid multiple lookups. |
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125 | /// |
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126 | /// The @a row and @a column define what sub-matrix to look into, |
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127 | /// in other words, the created MatrixLookup will fullfill the |
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128 | /// following: \f$ MatrixLookup(i,j)=ml(row[i],column[j]) \f$. This |
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129 | /// also means that number of rows in created MatrixLookup is |
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130 | /// equal to size of vector @a row, and number of columns is equal |
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131 | /// to size of vector @a column. |
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132 | /// |
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133 | /// @note If underlying matrix goes out of scope or is deleted, the |
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134 | /// MatrixLookup becomes invalid and the result of further use is |
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135 | /// undefined. |
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136 | /// |
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137 | MatrixLookup(const MatrixLookup& ml, const std::vector<size_t>& row, |
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138 | const std::vector<size_t>& column); |
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139 | |
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140 | /// |
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141 | /// Constructor creating a lookup into a sub-matrix of |
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142 | /// @a ml. The MatrixLookup is created to look directly into the |
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143 | /// underlying matrix to avoid multiple lookups. |
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144 | /// |
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145 | /// If @a row_vectors is true the new MatrixLookup will consist |
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146 | /// of the row vectors defined by @a index. This means that the |
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147 | /// created MatrixLookup will fullfill: |
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148 | /// \f$ MatrixLookup(i,j)=ml(i,index[j])\f$ |
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149 | /// |
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150 | /// If @a row_vectors is false the new MatrixLookup will consist |
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151 | /// of the rolumn vectors defined by @a index. This means that the |
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152 | /// created MatrixLookup will fullfill: |
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153 | /// \f$ MatrixLookup(i,j) = ml(index[i],j) \f$ |
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154 | /// |
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155 | /// @note If underlying matrix goes out of scope or is deleted, the |
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156 | /// MatrixLookup becomes invalid and the result of further use is |
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157 | /// undefined. |
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158 | /// |
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159 | MatrixLookup(const MatrixLookup& ml, const std::vector<size_t>&, |
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160 | const bool row_vectors); |
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161 | |
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162 | /// |
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163 | /// Constructor creating a MatrixLookup with @a rows rows, @a |
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164 | /// columns columns, and all values are set to @a value. Created |
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165 | /// MatrixLookup owns its underlying matrix. |
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166 | /// |
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167 | MatrixLookup(const size_t rows, const size_t columns, const double value=0); |
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168 | |
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169 | /// |
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170 | /// @brief The istream constructor. |
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171 | /// |
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172 | /// In construction the underlying matrix is created from |
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173 | /// stream. The MatrixLookup will be owner of the underlying |
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174 | /// matrix. |
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175 | /// |
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176 | /// @see matrix(istream&) for details. |
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177 | /// |
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178 | MatrixLookup(std::istream&, char sep='\0'); |
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179 | |
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180 | /// |
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181 | /// Destructor. |
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182 | /// |
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183 | virtual ~MatrixLookup(); |
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184 | |
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185 | /** |
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186 | the new MatrixLookup will consist of the rolumn vectors |
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187 | defined by @a index. This means that the returned MatrixLookup |
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188 | will fullfill: \f$ returned(i,j) = original(index[i],j) \f$ |
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189 | |
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190 | @note If underlying matrix goes out of scope or is deleted, the |
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191 | returned pointer becomes invalid and the result of further use is |
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192 | undefined. |
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193 | |
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194 | */ |
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195 | const MatrixLookup* selected(const std::vector<size_t>&) const; |
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196 | |
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197 | /// |
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198 | /// The created MatrixLookup corresponds to all rows and the |
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199 | /// columns defined by @a index in the original MatrixLookup. The |
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200 | /// created MatrixLookup will fullfill: |
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201 | /// \f$ novel_ml(i,j)=original(i,index[j]) \f$. |
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202 | /// |
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203 | /// @return pointer to sub-Lookup of the MatrixLookup |
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204 | /// |
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205 | /// @note If underlying matrix goes out of scope or is deleted, the |
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206 | /// returned pointer becomes invalid and the result of further use is |
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207 | /// undefined. |
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208 | /// |
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209 | /// @Note Returns a dynamically allocated DataLookup2D, which has |
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210 | /// to be deleted by the caller to avoid memory leaks. |
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211 | /// |
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212 | const MatrixLookup* training_data(const std::vector<size_t>& index) const; |
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213 | |
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214 | /// |
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215 | /// The created MatrixLookup corresponds to all rows and the |
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216 | /// columns defined by @a index in the original MatrixLookup. The |
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217 | /// created MatrixLookup will fullfill: |
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218 | /// \f$ novel_ml(i,j)=original(i,index[j]) \f$. |
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219 | /// |
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220 | /// @return pointer to sub-Lookup of the MatrixLookup |
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221 | /// |
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222 | /// @note If underlying matrix goes out of scope or is deleted, the |
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223 | /// returned pointer becomes invalid and the result of further use is |
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224 | /// undefined. |
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225 | /// |
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226 | const MatrixLookup* validation_data(const std::vector<size_t>&, |
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227 | const std::vector<size_t>&) const; |
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228 | /// |
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229 | /// @return false |
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230 | /// |
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231 | bool weighted(void) const; |
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232 | |
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233 | /// |
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234 | /// Access operator |
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235 | /// |
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236 | /// @return element |
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237 | /// |
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238 | double operator()(const size_t row, const size_t column) const; |
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239 | |
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240 | /// |
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241 | /// @brief assigment operator |
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242 | /// |
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243 | /// Does only change MatrixLookup not the underlying matrix |
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244 | /// object. However if the MatrixLookup is owner of its underlying |
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245 | /// matrix, that matrix will be deleted here. |
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246 | /// |
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247 | const MatrixLookup& operator=(const MatrixLookup&); |
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248 | |
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249 | private: |
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250 | const utility::matrix* data_; |
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251 | }; |
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252 | |
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253 | /// |
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254 | /// The output operator MatrixLookup |
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255 | /// |
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256 | std::ostream& operator<< (std::ostream& s, const MatrixLookup&); |
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257 | |
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258 | }}} // of namespace classifier, yat, and theplu |
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259 | |
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260 | #endif |
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