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ChangeLog.md

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Version 0.2.0

  • Add scaler module
  • Add DataTransformer class, that can handle the feature scaling for data
  • Set up a strict requirement for mealpy version 2.5.4

Version 0.1.9

  • Add more Optimizers in MhaSelector and MultiMhaSelector
  • Add more Regression and Classification objectives for fitness function
  • Add more Regression and Classification metrics for evaluate() function
  • Update logo and documents
  • Add more examples

Version 0.1.8

  • Fix bug load data from library.

Version 0.1.7

  • Remove some unknown datasets
  • Fix bug name in Kendall and Spearman functions of FilterSelector
  • Add Relief-based family to FilterSelector
    • Relief Original
    • Relief-F
    • VLS-Relief-F: Very Large Scale ReliefF
  • Remove rtf transfer function in MhaSelector
  • Update save results file of MultiMhaSelector's evaluate() function.
  • Update examples for some Selector class

Version 0.1.6

  • Rename some public functions to private functions
  • Add MultiMhaSelector class
  • Add Matplotlib library and support visualization for MultiMhaSelector class
  • Add dependency plotly>=5.10.0 and kaleido >=0.2.1
  • Update examples for some Selector class
  • Replace evaluator module by evaluate method in Selector class.

Version 0.1.5

  • Add more regression and classification datasets
  • Update documents, examples, test
  • Remove matplotlib dependency

Version 0.1.4

  • Add Unsupervised-based methods:
    • "VAR": Variance Threshold method
    • "MAD": Mean Absolute Difference
    • "DR": Dispersion Ratio
    • "MCL": Multicollinearity method based on Variance Inflation Factor (VIF) value
  • Update documents, examples, test
  • Remove matplotlib dependency

Version 0.1.3

  • Relocate regression and classification datasets
  • Add Embedded Feature Selection:
    • Regularization methods (lasso-based)
    • Tree-based methods
  • Update documents, examples, test

Version 0.1.2

  • Add transfer utility
  • Add mealpy_util wrapper
  • Add MhaSelector class that holds all Metaheuristic Algorithm for Feature Selector
  • Add examples, tests, docs for MhaSelector class
  • Update Data class

Version 0.1.1

  • Add Github Action
  • Add citation
  • Add tests
  • Add docs
  • Rename classes:
    • Sequential to SequentialSelector
    • Recursive to RecursiveSelector
    • Filter to FilterSelector

Version 0.1.0 (First version)

  • Add project, Selector class, utils module.
  • Add wrapper module:
    • sequential-based
    • recursive-based
  • Add filter-based module.
  • Add examples
  • Add infors (ChangeLog.md, MANIFEST.in, LICENSE, README.md, requirements.txt)