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All_Results.txt
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All_Results.txt
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Naive Bayes and Count_features(Shortsnippets):
Predicted:
['php' 'command-line' 'authentication' ... 'sharepoint' 'android'
'version-control']
Accuracy: 0.16502070723160242
Precision: 0.09981226088065015
Recall: 0.16502070723160242
F-measure: 0.11156617208792882
Naive Bayes and Count_features(Longsnippets):
Predicted:
['php' 'ruby' 'authentication' ... 'sharepoint' 'api' 'version-control']
Accuracy: 0.1653392800254858
Precision: 0.0950698326508566
Recall: 0.1653392800254858
F-measure: 0.10965767365358334
===========================================
Naive Bayes and TFIDF features(Shortsnippets):
Predicted:
['web' 's' 'java' ... 'web' 's' 's']
Accuracy: 0.0821917808219178
Precision: 0.058150685667981636
Recall: 0.0821917808219178
F-measure: 0.04109960313447562
Naive Bayes and TFIDF features(Longsnippets):
Predicted:
Predicted:
['deployment' 'scripting' 'hadoop' ... 'java' 'java' 'https']
Accuracy: 0.09174896463841987
Precision: 0.054964789518922086
Recall: 0.09174896463841987
F-measure: 0.04745631209248072
=======================================================
SVM and Count features(ShortSnippets):
Predicted:
['s' 'css' 'interface' ... 'interface' 'api' 'git-notes']
Accuracy: 0.07613889773813316
Precision: 0.05796473065112335
Recall: 0.07613889773813316
F-measure: 0.05866193449457907
SVM and Count features(LongSnippets):
Predicted:
['php' 'interface' 'api' ... 'java' 'api' 'php']
Accuracy: 0.08920038228735266
Precision: 0.06805779208006646
Recall: 0.08920038228735266
F-measure: 0.06861378574950332
SVM and TfIDF features(ShortSnippets):
Predicted:
['s' 'emacs' '.net' ... 'web' 'android' 's']
Accuracy: 0.10608474036317299
Precision: 0.0641424238800889
Recall: 0.10608474036317299
F-measure: 0.05967868226756483
SVM and TfIDF features(LongSnippets):
Predicted:
['deployment' 'html' 'jsf' ... 'pdf' 'facebook' 'graphics']
Accuracy: 0.014335775724753107
Precision: 0.016122562163537208
Recall: 0.014335775724753107
F-measure: 0.01160522717158147
=============================================================
MLP and Count features(ShortSnippets):
Predicted:
['web' 'javascript' 'java' ... 'javascript' 'android' 'java']
Accuracy: 0.06817457789104811
Precision: 0.01507143448139651
Recall: 0.06817457789104811
F-measure: 0.02338159675963199
MLP and Count features(LongSnippets):
Predicted:
[u'php' u's' u'api' ... u's' u'android' u'database']
Accuracy: 0.03313157056387384
Precision: 0.006030462448253578
Recall: 0.03313157056387384
F-measure: 0.008561079025954245
MLP and TfIDF features(ShortSnippets):
Predicted:
['s' 'emacs' 'open-source' ... 'web' 'api' 'database']
Accuracy: 0.05320165657852819
Precision: 0.0293336186863825
Recall: 0.05320165657852819
F-measure: 0.03520763190979317
MLP and TfIDF features(LongSnippets):
Predicted:
['deployment' 'html' 'jsf' ... 'pdf' 'facebook' 'graphics']
Accuracy: 0.014335775724753107
Precision: 0.016122562163537208
Recall: 0.014335775724753107
F-measure: 0.01160522717158147