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java: java codes

  • ArffData: Training and testing datasets
  • lib: The jar packages that the algorithm needs to call (weka.jar, SVMAttributeEval.jar, chiSquaredAttributeEval.jar, etc)
  • src: Java code files
    • cn.lwp.whut.algorithm
      • DataProcess.java: Process the datasets
      • SelectionFeatures.java: Select features with filter-based feature ranking methods, filter-based feature subset selection methods
    • cn.lwp.whut.feature
      • FilterFeatureRanking.java: Filter-based feature ranking methods
      • FilterSubsetSelection.java: Filter-based feature subset selection methods
      • SearchMethod.java: Search strategies for Filter-based feature subset selection methods
    • cn.lwp.whut.main
      • Mian.java: The main method to run the whole java codes

python: python codes

  • CrossVersionData: Training and testing datasets pairs
  • lib: The packages that the algorithm needs to call (sklearn, numpy, pandas, etc)
    • packages.zip: The compressed packages (sklearn, numpy, pandas, etc). It is recommended to download this 'packages.zip' separately here.
  • src: Python code files
    • configuration.py: Store the file paths
    • classifiers.py: The classification models we studied
    • PerformanceMeasure.py: Calculate the performance measures
    • Processing.py: Process the datasets
    • wrapper_subset_selection.py: Define the wrapper-based feature subset selection methods
    • run.py: the main method to run the whole python codes

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Contributors

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