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-*- mode: rst -*-\n\n\n.. image:: docs/logos/logo_itmo_fs_itog_colour.jpg\n  :scale: 10 %\n  :target: https://en.itmo.ru/\n\n\n\nITMO_FS\n=======\n\nFeature selection library in Python\n\nPackage information: |Python 2.7| |Python 3.6| |License| |Docs| |CodeCov|\n\n\nInstall with\n\n::\n\n   pip install ITMO_FS\n\nCurrent available algorithms:\n\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Supervised filters                           | Unsupervised filters                          | Wrappers                     | Hybrid          | Embedded | Ensembles       |\n+==============================================+===============================================+==============================+=================+==========+=================+\n| Spearman correlation                         | Trace Ratio (Laplacian)                       | Add Del                      | Filter Wrapper  | MOSNS    | MeLiF           |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Pearson correlation                          | Multi-Cluster Feature Selection               | Backward selection           | IWSSr-SFLA      | MOSS     | Best goes first |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Fit Criterion                                | Unsupervised Discriminative Feature Selection | Sequential Forward Selection |                 | RFE      | Best sum        |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| F ratio                                      |                                               | QPFS                         |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Gini index                                   |                                               | Hill climbing                |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Symmetric Uncertainty                        |                                               | Simulated Annealing          |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Fechner correlation                          |                                               | Recursive Elimination        |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Kendall correlation                          |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Information Gain                             |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| ANOVA                                        |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Chi-squared                                  |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Relief                                       |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| ReliefF                                      |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Laplacian score                              |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Modified T-score                             |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Mutual Information Maximization              |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Minimum Redundancy Maximum Relevance         |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Joint Mutual Information                     |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Conditional Infomax Feature Extraction       |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Mutual Information Feature Selection         |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Conditional Mutual Info Maximization         |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Interaction Capping                          |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Dynamic Change of Selected Feature           |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Composition of Feature Relevancy             |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Max-Relevance and Max-Independence           |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Interaction Weight                           |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Double Input Symmetric Relevance             |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Fast Correlation                             |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Statistical Inference Relief                 |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Trace Ratio (Fisher)                         |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Nonnegative Discriminative Feature Selection |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Robust Feature Selection                     |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| Spectral Feature Selection                   |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| VDM                                          |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| QPFS                                         |                                               |                              |                 |          |                 |\n+----------------------------------------------+-----------------------------------------------+------------------------------+-----------------+----------+-----------------+\n| MIMAGA                                       |                                               |                              |                 |          |                 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