mlrl.seco.cython package

Submodules

• mlrl.seco.cython.heuristic module
  • FMeasureConfig
    • FMeasureConfig.get_beta()
    • FMeasureConfig.set_beta()
  • MEstimateConfig
    • MEstimateConfig.get_m()
    • MEstimateConfig.set_m()
• mlrl.seco.cython.info module
  • get_cpp_library_info()
• mlrl.seco.cython.learner module
  • AccuracyHeuristicMixin
    • AccuracyHeuristicMixin.use_accuracy_heuristic()
  • AccuracyPruningHeuristicMixin
    • AccuracyPruningHeuristicMixin.use_accuracy_pruning_heuristic()
  • CoverageStoppingCriterionMixin
    • CoverageStoppingCriterionMixin.use_coverage_stopping_criterion()
  • FMeasureHeuristicMixin
    • FMeasureHeuristicMixin.use_f_measure_heuristic()
  • FMeasurePruningHeuristicMixin
    • FMeasurePruningHeuristicMixin.use_f_measure_pruning_heuristic()
  • KlnLiftFunctionMixin
    • KlnLiftFunctionMixin.use_kln_lift_function()
  • LabelWiseBinaryPredictionMixin
    • LabelWiseBinaryPredictionMixin.use_label_wise_binary_predictor()
  • LaplaceHeuristicMixin
    • LaplaceHeuristicMixin.use_laplace_heuristic()
  • LaplacePruningHeuristicMixin
    • LaplacePruningHeuristicMixin.use_laplace_pruning_heuristic()
  • MEstimateHeuristicMixin
    • MEstimateHeuristicMixin.use_m_estimate_heuristic()
  • MEstimatePruningHeuristicMixin
    • MEstimatePruningHeuristicMixin.use_m_estimate_pruning_heuristic()
  • NoCoverageStoppingCriterionMixin
    • NoCoverageStoppingCriterionMixin.use_no_coverage_stopping_criterion()
  • NoLiftFunctionMixin
    • NoLiftFunctionMixin.use_no_lift_function()
  • PartialHeadMixin
    • PartialHeadMixin.use_partial_heads()
  • PeakLiftFunctionMixin
    • PeakLiftFunctionMixin.use_peak_lift_function()
  • PrecisionHeuristicMixin
    • PrecisionHeuristicMixin.use_precision_heuristic()
  • PrecisionPruningHeuristicMixin
    • PrecisionPruningHeuristicMixin.use_precision_pruning_heuristic()
  • RecallHeuristicMixin
    • RecallHeuristicMixin.use_recall_heuristic()
  • RecallPruningHeuristicMixin
    • RecallPruningHeuristicMixin.use_recall_pruning_heuristic()
  • SingleLabelHeadMixin
    • SingleLabelHeadMixin.use_single_label_heads()
  • WraHeuristicMixin
    • WraHeuristicMixin.use_wra_heuristic()
  • WraPruningHeuristicMixin
    • WraPruningHeuristicMixin.use_wra_pruning_heuristic()
• mlrl.seco.cython.learner_seco module
  • SeCo
  • SeCoConfig
    • SeCoConfig.use_accuracy_heuristic()
    • SeCoConfig.use_accuracy_pruning_heuristic()
    • SeCoConfig.use_beam_search_top_down_rule_induction()
    • SeCoConfig.use_coverage_stopping_criterion()
    • SeCoConfig.use_default_rule()
    • SeCoConfig.use_equal_frequency_feature_binning()
    • SeCoConfig.use_equal_width_feature_binning()
    • SeCoConfig.use_example_wise_stratified_bi_partition_sampling()
    • SeCoConfig.use_example_wise_stratified_instance_sampling()
    • SeCoConfig.use_f_measure_heuristic()
    • SeCoConfig.use_f_measure_pruning_heuristic()
    • SeCoConfig.use_feature_sampling_without_replacement()
    • SeCoConfig.use_greedy_top_down_rule_induction()
    • SeCoConfig.use_instance_sampling_with_replacement()
    • SeCoConfig.use_instance_sampling_without_replacement()
    • SeCoConfig.use_irep_rule_pruning()
    • SeCoConfig.use_kln_lift_function()
    • SeCoConfig.use_label_sampling_without_replacement()
    • SeCoConfig.use_label_wise_binary_predictor()
    • SeCoConfig.use_label_wise_stratified_bi_partition_sampling()
    • SeCoConfig.use_label_wise_stratified_instance_sampling()
    • SeCoConfig.use_laplace_heuristic()
    • SeCoConfig.use_laplace_pruning_heuristic()
    • SeCoConfig.use_m_estimate_heuristic()
    • SeCoConfig.use_m_estimate_pruning_heuristic()
    • SeCoConfig.use_no_coverage_stopping_criterion()
    • SeCoConfig.use_no_feature_binning()
    • SeCoConfig.use_no_feature_sampling()
    • SeCoConfig.use_no_instance_sampling()
    • SeCoConfig.use_no_label_sampling()
    • SeCoConfig.use_no_lift_function()
    • SeCoConfig.use_no_parallel_prediction()
    • SeCoConfig.use_no_parallel_rule_refinement()
    • SeCoConfig.use_no_parallel_statistic_update()
    • SeCoConfig.use_no_partition_sampling()
    • SeCoConfig.use_no_rule_pruning()
    • SeCoConfig.use_no_sequential_post_optimization()
    • SeCoConfig.use_no_size_stopping_criterion()
    • SeCoConfig.use_no_time_stopping_criterion()
    • SeCoConfig.use_parallel_prediction()
    • SeCoConfig.use_parallel_rule_refinement()
    • SeCoConfig.use_parallel_statistic_update()
    • SeCoConfig.use_partial_heads()
    • SeCoConfig.use_peak_lift_function()
    • SeCoConfig.use_precision_heuristic()
    • SeCoConfig.use_precision_pruning_heuristic()
    • SeCoConfig.use_random_bi_partition_sampling()
    • SeCoConfig.use_recall_heuristic()
    • SeCoConfig.use_recall_pruning_heuristic()
    • SeCoConfig.use_round_robin_label_sampling()
    • SeCoConfig.use_sequential_post_optimization()
    • SeCoConfig.use_sequential_rule_model_assemblage()
    • SeCoConfig.use_single_label_heads()
    • SeCoConfig.use_size_stopping_criterion()
    • SeCoConfig.use_time_stopping_criterion()
    • SeCoConfig.use_wra_heuristic()
    • SeCoConfig.use_wra_pruning_heuristic()
• mlrl.seco.cython.lift_function module
  • KlnLiftFunctionConfig
    • KlnLiftFunctionConfig.get_k()
    • KlnLiftFunctionConfig.set_k()
  • PeakLiftFunctionConfig
    • PeakLiftFunctionConfig.get_curvature()
    • PeakLiftFunctionConfig.get_max_lift()
    • PeakLiftFunctionConfig.get_peak_label()
    • PeakLiftFunctionConfig.set_curvature()
    • PeakLiftFunctionConfig.set_max_lift()
    • PeakLiftFunctionConfig.set_peak_label()
• mlrl.seco.cython.stopping_criterion module
  • CoverageStoppingCriterionConfig
    • CoverageStoppingCriterionConfig.get_threshold()
    • CoverageStoppingCriterionConfig.set_threshold()