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kddcup99.rst

  • Nicolas Goix's avatar
    a75eb631
    iforest · a75eb631
    Nicolas Goix authored
    example + benchmark
    
    explanation
    
    make some private functions + fix public API
    
    IForest using BaseForest base class for trees
    
    debug + plot_iforest
    
    classic anomaly detection datasets and benchmark
    
    small modif
    
    BaseBagging inheritance
    
    shuffle dataset before benchmarking
    
    BaseBagging inheritance
    
    remove class label 4 from shuttle dataset
    
    pep8 + rm shuttle.csv bench_IsolationForest.png + doc decision_function
    
    add tests
    
    remove comments
    
    fetching kddcup99 and shuttle datasets
    
    fetching kddcup99 and shuttle datasets
    
    pep8
    
    fetching kddcup99 and shuttle datasets
    
    pep8
    
    new files iforest.py and test_iforest.py
    
    sc
    
    alternative to pandas (but very slow)
    in kddcup99.py
    
    faster parser
    
    sc
    
    pep8 + cleanup + simplification
    
    example outlier detection
    
    clean and correct
    
    idem
    
    random_state added
    
    percent10=True in benchmark
    
    mc
    
    remove shuttle + minor changes
    
    sc
    
    undo modif on forest.py and recompile cython on _tree.c
    
    fix travis
    
    cosmit
    
    change bagging to fix travis
    
    Revert "change bagging to fix travis"
    
    This reverts commit 30ea500eb818c7a2c6ea5c3d63e75c6935aa3a35.
    
    add max_samples_ in BaseBagging.fit to fix travis
    
    mc
    
    API : don't add fit param but use a private _fit + update tests + examples to avoid warning
    
    adapt to the new structure of _tree.pyx
    
    cosmit
    
    add performance test for iforest
    
    add _tree.c _utils.c _criterion.c
    
    TST : pass on tests
    
    remove test
    
    relax roc-auc to fix AppVeyor
    
    add test on toy samples
    
    Handle depth averaging at python level
    
    plot example: rm html add png
    
    load_kddcup99 -> fetch_kddcup99 + doc
    
    Take into account arjoly comments
    
    sh -> shuffle
    
    add decision_path code from #5487 to bench
    
    Take into account arjoly comments
    
    Revert "add decision_path code from #5487 to bench"
    
    This reverts commit 46ad44ab487f4fd2728d927cbe09000330e8663e.
    
    fix bug with max_samples != int
    a75eb631
    History
    iforest
    Nicolas Goix authored
    example + benchmark
    
    explanation
    
    make some private functions + fix public API
    
    IForest using BaseForest base class for trees
    
    debug + plot_iforest
    
    classic anomaly detection datasets and benchmark
    
    small modif
    
    BaseBagging inheritance
    
    shuffle dataset before benchmarking
    
    BaseBagging inheritance
    
    remove class label 4 from shuttle dataset
    
    pep8 + rm shuttle.csv bench_IsolationForest.png + doc decision_function
    
    add tests
    
    remove comments
    
    fetching kddcup99 and shuttle datasets
    
    fetching kddcup99 and shuttle datasets
    
    pep8
    
    fetching kddcup99 and shuttle datasets
    
    pep8
    
    new files iforest.py and test_iforest.py
    
    sc
    
    alternative to pandas (but very slow)
    in kddcup99.py
    
    faster parser
    
    sc
    
    pep8 + cleanup + simplification
    
    example outlier detection
    
    clean and correct
    
    idem
    
    random_state added
    
    percent10=True in benchmark
    
    mc
    
    remove shuttle + minor changes
    
    sc
    
    undo modif on forest.py and recompile cython on _tree.c
    
    fix travis
    
    cosmit
    
    change bagging to fix travis
    
    Revert "change bagging to fix travis"
    
    This reverts commit 30ea500eb818c7a2c6ea5c3d63e75c6935aa3a35.
    
    add max_samples_ in BaseBagging.fit to fix travis
    
    mc
    
    API : don't add fit param but use a private _fit + update tests + examples to avoid warning
    
    adapt to the new structure of _tree.pyx
    
    cosmit
    
    add performance test for iforest
    
    add _tree.c _utils.c _criterion.c
    
    TST : pass on tests
    
    remove test
    
    relax roc-auc to fix AppVeyor
    
    add test on toy samples
    
    Handle depth averaging at python level
    
    plot example: rm html add png
    
    load_kddcup99 -> fetch_kddcup99 + doc
    
    Take into account arjoly comments
    
    sh -> shuffle
    
    add decision_path code from #5487 to bench
    
    Take into account arjoly comments
    
    Revert "add decision_path code from #5487 to bench"
    
    This reverts commit 46ad44ab487f4fd2728d927cbe09000330e8663e.
    
    fix bug with max_samples != int