mlrl.seco package

This module provides rule learners that make use of the Separate-and-Conquer (SeCo) paradigm.

Subpackages

• mlrl.seco.cython package
  • Submodules
    • mlrl.seco.cython.heuristic module
      • FMeasureConfig
      • MEstimateConfig
    • mlrl.seco.cython.info module
      • get_cpp_library_info()
    • mlrl.seco.cython.learner module
      • AccuracyHeuristicMixin
      • AccuracyPruningHeuristicMixin
      • CoverageStoppingCriterionMixin
      • FMeasureHeuristicMixin
      • FMeasurePruningHeuristicMixin
      • KlnLiftFunctionMixin
      • LaplaceHeuristicMixin
      • LaplacePruningHeuristicMixin
      • MEstimateHeuristicMixin
      • MEstimatePruningHeuristicMixin
      • NoCoverageStoppingCriterionMixin
      • NoLiftFunctionMixin
      • OutputWiseBinaryPredictionMixin
      • PartialHeadMixin
      • PeakLiftFunctionMixin
      • PrecisionHeuristicMixin
      • PrecisionPruningHeuristicMixin
      • RecallHeuristicMixin
      • RecallPruningHeuristicMixin
      • SingleOutputHeadMixin
      • WraHeuristicMixin
      • WraPruningHeuristicMixin
    • mlrl.seco.cython.learner_seco module
      • SeCoClassifier
      • SeCoClassifierConfig
    • mlrl.seco.cython.lift_function module
      • KlnLiftFunctionConfig
      • PeakLiftFunctionConfig
    • mlrl.seco.cython.stopping_criterion module
      • CoverageStoppingCriterionConfig

Submodules

• mlrl.seco.config module
  • HeadTypeParameter
    • HeadTypeParameter.HEAD_TYPE_PARTIAL
    • HeadTypeParameter.HEAD_TYPE_SINGLE
  • HeuristicParameter
  • LiftFunctionParameter
    • LiftFunctionParameter.LIFT_FUNCTION_KLN
    • LiftFunctionParameter.LIFT_FUNCTION_PEAK
    • LiftFunctionParameter.OPTION_CURVATURE
    • LiftFunctionParameter.OPTION_K
    • LiftFunctionParameter.OPTION_MAX_LIFT
    • LiftFunctionParameter.OPTION_PEAK_LABEL
  • PruningHeuristicParameter
• mlrl.seco.info module
  • get_package_info()
• mlrl.seco.runnables module
  • SeCoRunnable
    • SeCoRunnable.get_program_info()
• mlrl.seco.seco_learners module
  • SeCoClassifier
    • SeCoClassifier.set_fit_request()
    • SeCoClassifier.set_predict_proba_request()
    • SeCoClassifier.set_predict_request()
    • SeCoClassifier.set_score_request()