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GUI


  @stiq
2011/07/16

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outlook temperature humidity windy   play
sunny            85      85 FALSE    no
sunny            80      90 TRUE     no
overcast         83      86 FALSE    yes
rainy            70      96 FALSE    yes
rainy            68 12   80 FALSE    yes
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GUI




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GUI




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GUI



Java
Java


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GUI




      Python


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•                 csv
    weka   arff

•          arff

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outlook temperature humidity windy   play
sunny            85      85 FALSE    no
sunny            80      90 TRUE     no
overcast         83      86 FALSE    yes
rainy            70      96 FALSE    yes
rainy            68      80 FALSE    yes




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weka



• arff
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outlook temperature humidity windy   play
sunny            85      85 FALSE    no
sunny            80      90 TRUE     no
overcast         83      86 FALSE    yes
rainy            70      96 FALSE    yes
rainy            68      80 FALSE    yes




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arff




       51
Time taken to build model: 0.01 seconds

           === Stratified cross-validation ===
                  === Summary ===

Correctly Classified Instances       9           64.2857 %
Incorrectly Classified Instances     5           35.7143 %
           Kappa statistic              0.186
        Mean absolute error              0.2857
       Root mean squared error             0.4818
        Relative absolute error         60     %
      Root relative squared error       97.6586 %
          Total Number of Instances         14




                           52
=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class
      0.778 0.6     0.7    0.778 0.737     0.789 yes
       0.4   0.222   0.5    0.4    0.444   0.789 no

                === Confusion Matrix ===

                    a b <-- classified as
                        7 2 | a = yes
                        3 2 | b = no




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• Weka
                in           : http://
    www.mkc.zaq.ne.jp/eabeh309/weka/
•
                             #sakuTextMining -
    hamadakoichi blog : http://d.hatena.ne.jp/
    hamadakoichi/20110416/p1

                        56
• MySQL    TF-IDF                 2
                      : http://txqz.net/blog/
  2006/12/19/2347
• Japanese VoteMatch Working Group
                                            ―


          ―   : http://votematch.jpn.org/
  votematchwg/japanese/jreference.html
                     57

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Saku textmining 4 textmining for social

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