1 | package negotiator.boaframework.opponentmodel.nash;
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2 |
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3 | import java.util.HashMap;
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4 | import java.util.List;
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5 | import java.util.Map.Entry;
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6 |
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7 | import genius.core.issue.IssueDiscrete;
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8 | import genius.core.issue.Value;
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9 | import genius.core.issue.ValueDiscrete;
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10 |
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11 | /**
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12 | * The IssueEvaluationDiscrete class evaluates an issue. It keeps track of the frequency with which the evaluated
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13 | * negotiator picks values, and bases the importance of the values on this.
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14 | *
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15 | * The class uses two hashmaps, which are constantly up to date:
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16 | * - The list with the chosen frequency per value.
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17 | * - The list of normalized weights based on the frequencies.
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18 | *
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19 | * @author Roland van der Linden
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20 | *
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21 | */
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22 | public class IssueEvaluationDiscrete extends AIssueEvaluation
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23 | {
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24 | // ********************************
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25 | // Fields
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26 | // ********************************
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27 |
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28 | //This hashmap holds the number of times a certain value has been chosen.
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29 | //Each value of an issue is represented by a String (must be unique).
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30 | protected HashMap<String, Integer> valueFrequencyMap;
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31 | //This hashmap holds the normalized estimated weights of the values in the issue.
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32 | //This is based on the number of times a value has been chosen, relative to the number
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33 | //of times a choice was made. So presumably, the more often a value is chosen,
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34 | //the more preferable it is.
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35 | //Values range in between 1 and 0, with the most important value having weight 1.
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36 | //Note that the weight of a value is UNRELATED to the weight of the issue itself (in this class).
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37 | //Each value of an issue is represented by a String (must be unique).
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38 | private HashMap<String, Double> normalizedValueWeightMap;
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39 |
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40 |
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41 | // ********************************
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42 | // Constructor & init
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43 | // ********************************
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44 |
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45 | /**
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46 | * This constructs the IssueEvaluationDiscrete. You need to
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47 | * provide the IssueDiscrete which needs to be evaluated so we can
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48 | * initialize the corresponding fields.
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49 | * @param issueD The issueDiscrete that needs to be evaluated. May not be null.
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50 | */
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51 | public IssueEvaluationDiscrete(IssueDiscrete issueD)
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52 | {
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53 | super(issueD);
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54 |
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55 | this.initValueFrequencyMap();
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56 | this.initValueWeightMap();
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57 | }
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58 |
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59 | /**
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60 | * This method will initialize the valueFrequencyMap. We insert a representing string
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61 | * for each value in the issue. We also set the frequency of each value to zero.
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62 | */
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63 | protected void initValueFrequencyMap()
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64 | {
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65 | List<ValueDiscrete> discreteValues = this.getIssueDiscrete().getValues();
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66 | this.valueFrequencyMap = new HashMap<String, Integer>(discreteValues.size());
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67 |
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68 | //Get all possible values of the discrete issue and give all of them frequency zero.
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69 | for(ValueDiscrete vd : discreteValues)
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70 | this.valueFrequencyMap.put(vd.getValue(), 0);
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71 | }
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72 |
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73 | /**
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74 | * This method will initialize the normalizedValueWeightMap. We insert a representing string
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75 | * for each value in the issue. We set the weight of each value to -1. Note that those
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76 | * values should never be used.
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77 | */
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78 | private void initValueWeightMap()
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79 | {
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80 | List<ValueDiscrete> discreteValues = this.getIssueDiscrete().getValues();
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81 | this.normalizedValueWeightMap = new HashMap<String, Double>(discreteValues.size());
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82 |
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83 | //Get all possible values of the discrete issue and them weight -1.
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84 | for(ValueDiscrete vd : discreteValues)
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85 | this.normalizedValueWeightMap.put(vd.getValue(), -1.0);
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86 | }
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87 |
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88 |
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89 | // ********************************
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90 | // Update
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91 | // ********************************
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92 |
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93 | /**
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94 | * This method updates the IssueEvaluationDiscrete, based on the value that has been offered to us
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95 | * in a new bid. We will first receiveMessage the valueFrequencyMap based on the newly chosen value, and then receiveMessage
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96 | * the normalizedValueWeightMap based on the new frequencies.
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97 | * @param chosenValue The value of the issue we are evaluating that has just been chosen. May not be null.
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98 | */
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99 | @Override
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100 | public void updateIssueEvaluation(Value chosenValue)
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101 | {
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102 | super.updateIssueEvaluation(chosenValue);
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103 |
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104 | this.updateValueFrequencyMap(chosenValue);
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105 | this.updateValueWeightMap();
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106 | }
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107 |
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108 |
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109 | /**
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110 | * This method updates the valueFrequencyMap for the IssueDiscrete we are evaluating.
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111 | * Based on the value that has been chosen, we add +1 to the amount of times the
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112 | * value has been chosen in the past.
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113 | */
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114 | protected void updateValueFrequencyMap(Value chosenValue)
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115 | {
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116 | if(!(chosenValue instanceof ValueDiscrete))
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117 | throw new IllegalArgumentException("The IssueEvaluationDiscrete receiveMessage method requires a ValueDiscrete value. It is now a: " + chosenValue.getClass().getSimpleName());
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118 |
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119 | ValueDiscrete valueD = (ValueDiscrete)chosenValue;
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120 |
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121 | //Calculate the new frequency.
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122 | Integer newFrequency = 1 + this.valueFrequencyMap.get(valueD.getValue());
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123 |
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124 | //Remove the old frequency of the discrete value, and insert the new one.
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125 | this.valueFrequencyMap.put(valueD.getValue(), newFrequency);
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126 | }
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127 |
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128 | /**
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129 | * This method updates the normalizedValueWeightMap. The weight of the value with the highest frequency
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130 | * is 1. The weight of the other values is scaled according to their frequency relatively to the highest frequency.
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131 | *
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132 | */
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133 | private void updateValueWeightMap()
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134 | {
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135 | int highestFrequency = this.getHighestFrequency();
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136 |
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137 | //We do not allow calculation if no frequencies have been entered, so we throw
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138 | //an exception if the highestFrequency is zero.
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139 | if(highestFrequency <= 0)
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140 | throw new IllegalStateException("ValueWeight calculations are not supported when no frequencies have been set.");
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141 |
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142 | //And then we normalize the weight of each value based on their frequency divided by the highestFrequency.
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143 | for(Entry<String, Integer> entry : this.valueFrequencyMap.entrySet())
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144 | {
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145 | double newValueWeight = (double)entry.getValue() / (double)highestFrequency;
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146 | this.normalizedValueWeightMap.put(entry.getKey(), newValueWeight);
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147 | }
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148 | }
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149 |
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150 |
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151 | // **************************************
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152 | // Getters
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153 | // **************************************
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154 |
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155 | /**
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156 | * This method gives us the casted IssueDiscrete object
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157 | * we are evaluating.
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158 | * @return The IssueDiscrete we are evaluating.
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159 | */
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160 | public IssueDiscrete getIssueDiscrete()
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161 | {
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162 | return (IssueDiscrete)this.issue;
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163 | }
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164 |
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165 | /**
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166 | * This returns the number of possible values for the discrete issue.
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167 | */
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168 | public int getNumberOfDiscreteValues()
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169 | {
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170 | return this.getIssueDiscrete().getNumberOfValues();
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171 | }
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172 |
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173 | /**
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174 | * This method returns the sum of the frequencies in the valueFrequencyMap.
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175 | * This should be equal to the number of offered values.
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176 | */
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177 | protected int getSummedFrequency()
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178 | {
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179 | if(!this.isFirstValueOffered())
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180 | throw new IllegalStateException("Frequency calculations are not supported when no values have been offered yet.");
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181 |
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182 | int result = 0;
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183 |
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184 | for(Integer valueFrequency : this.valueFrequencyMap.values())
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185 | result += valueFrequency;
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186 |
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187 | return result;
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188 | }
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189 |
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190 | /**
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191 | * This method returns the highest frequency that can be
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192 | * found in the valueFrequencyMap.
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193 | */
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194 | protected int getHighestFrequency()
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195 | {
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196 | if(!this.isFirstValueOffered())
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197 | throw new IllegalStateException("Frequency calculations are not supported when no values have been offered yet.");
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198 |
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199 | int highestFrequency = -1;
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200 |
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201 | for(Integer valueFrequency : this.valueFrequencyMap.values())
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202 | if(valueFrequency > highestFrequency)
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203 | highestFrequency = valueFrequency;
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204 |
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205 | return highestFrequency;
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206 | }
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207 |
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208 | /**
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209 | * This method returns the percentage of the highest frequency.
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210 | * So we return the frequency of the value with the highest frequency and divide it with the total number of values chosen.
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211 | * @return
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212 | */
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213 | protected double getPercentageOfHighestFrequency()
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214 | {
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215 | if(!this.isFirstValueOffered())
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216 | throw new IllegalStateException("Frequency calculations are not supported when no values have been offered yet.");
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217 |
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218 | return (double)getHighestFrequency() / (double)getSummedFrequency();
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219 | }
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220 |
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221 | /**
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222 | * This method returns the normalized weight of the given value.
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223 | *
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224 | * Note that the weight of the most important value (measured by it's frequency) is 1,
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225 | * and the others values' weights are scaled relatively to their frequency.
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226 | */
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227 | @Override
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228 | public double getNormalizedValueWeight(Value value)
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229 | {
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230 | //We do not offer correct normalized valueWeights when no values have been offered yet,
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231 | //so the correct behavior would be to throw an exception.
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232 | if(!this.isFirstValueOffered())
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233 | throw new IllegalStateException("ValueWeight calculations are not supported when no values have been offered yet.");
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234 |
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235 | ValueDiscrete valueD = (ValueDiscrete)value;
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236 | String discreteValue = valueD.getValue();
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237 | return this.normalizedValueWeightMap.get(discreteValue);
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238 | }
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239 |
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240 | /**
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241 | * This returns a string representation of the issueEvaluation.
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242 | * @return The string representation.
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243 | */
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244 | public String toString()
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245 | {
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246 | String result = super.toString();
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247 | String nl = "\n";
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248 |
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249 | result += "===== ValueFrequencyMap =====" + nl;
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250 | result += "===== NormalizedValueWeightMap =====" + nl;
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251 | result += "##### END #####" + nl;
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252 |
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253 | return result;
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254 | }
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255 | } |
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