mlrl.boosting.cython package¶
Submodules¶
- mlrl.boosting.cython.head_type module
- mlrl.boosting.cython.info module
- mlrl.boosting.cython.label_binning module
- mlrl.boosting.cython.learner module
AutomaticBinaryPredictorMixin
AutomaticDefaultRuleMixin
AutomaticFeatureBinningMixin
AutomaticHeadMixin
AutomaticLabelBinningMixin
AutomaticParallelRuleRefinementMixin
AutomaticParallelStatisticUpdateMixin
AutomaticPartitionSamplingMixin
AutomaticProbabilityPredictorMixin
AutomaticStatisticsMixin
CompleteHeadMixin
ConstantShrinkageMixin
DenseStatisticsMixin
DynamicPartialHeadMixin
EqualWidthLabelBinningMixin
ExampleWiseBinaryPredictorMixin
ExampleWiseLogisticLossMixin
ExampleWiseSquaredErrorLossMixin
ExampleWiseSquaredHingeLossMixin
FixedPartialHeadMixin
GfmBinaryPredictorMixin
IsotonicJointProbabilityCalibrationMixin
IsotonicMarginalProbabilityCalibrationMixin
L1RegularizationMixin
L2RegularizationMixin
LabelWiseBinaryPredictorMixin
LabelWiseLogisticLossMixin
LabelWiseProbabilityPredictorMixin
LabelWiseScorePredictorMixin
LabelWiseSquaredErrorLossMixin
LabelWiseSquaredHingeLossMixin
MarginalizedProbabilityPredictorMixin
NoDefaultRuleMixin
NoL1RegularizationMixin
NoL2RegularizationMixin
NoLabelBinningMixin
SingleLabelHeadMixin
SparseStatisticsMixin
- mlrl.boosting.cython.learner_boomer module
Boomer
BoomerConfig
BoomerConfig.use_automatic_binary_predictor()
BoomerConfig.use_automatic_default_rule()
BoomerConfig.use_automatic_feature_binning()
BoomerConfig.use_automatic_heads()
BoomerConfig.use_automatic_label_binning()
BoomerConfig.use_automatic_parallel_rule_refinement()
BoomerConfig.use_automatic_parallel_statistic_update()
BoomerConfig.use_automatic_partition_sampling()
BoomerConfig.use_automatic_probability_predictor()
BoomerConfig.use_automatic_statistics()
BoomerConfig.use_beam_search_top_down_rule_induction()
BoomerConfig.use_complete_heads()
BoomerConfig.use_constant_shrinkage_post_processor()
BoomerConfig.use_default_rule()
BoomerConfig.use_dense_statistics()
BoomerConfig.use_dynamic_partial_heads()
BoomerConfig.use_equal_frequency_feature_binning()
BoomerConfig.use_equal_width_feature_binning()
BoomerConfig.use_equal_width_label_binning()
BoomerConfig.use_example_wise_binary_predictor()
BoomerConfig.use_example_wise_logistic_loss()
BoomerConfig.use_example_wise_squared_error_loss()
BoomerConfig.use_example_wise_squared_hinge_loss()
BoomerConfig.use_example_wise_stratified_bi_partition_sampling()
BoomerConfig.use_example_wise_stratified_instance_sampling()
BoomerConfig.use_feature_sampling_without_replacement()
BoomerConfig.use_fixed_partial_heads()
BoomerConfig.use_gfm_binary_predictor()
BoomerConfig.use_global_post_pruning()
BoomerConfig.use_global_pre_pruning()
BoomerConfig.use_greedy_top_down_rule_induction()
BoomerConfig.use_instance_sampling_with_replacement()
BoomerConfig.use_instance_sampling_without_replacement()
BoomerConfig.use_irep_rule_pruning()
BoomerConfig.use_isotonic_joint_probability_calibration()
BoomerConfig.use_isotonic_marginal_probability_calibration()
BoomerConfig.use_l1_regularization()
BoomerConfig.use_l2_regularization()
BoomerConfig.use_label_sampling_without_replacement()
BoomerConfig.use_label_wise_binary_predictor()
BoomerConfig.use_label_wise_logistic_loss()
BoomerConfig.use_label_wise_probability_predictor()
BoomerConfig.use_label_wise_score_predictor()
BoomerConfig.use_label_wise_squared_error_loss()
BoomerConfig.use_label_wise_squared_hinge_loss()
BoomerConfig.use_label_wise_stratified_bi_partition_sampling()
BoomerConfig.use_label_wise_stratified_instance_sampling()
BoomerConfig.use_marginalized_probability_predictor()
BoomerConfig.use_no_default_rule()
BoomerConfig.use_no_feature_binning()
BoomerConfig.use_no_feature_sampling()
BoomerConfig.use_no_global_pruning()
BoomerConfig.use_no_instance_sampling()
BoomerConfig.use_no_joint_probability_calibration()
BoomerConfig.use_no_l1_regularization()
BoomerConfig.use_no_l2_regularization()
BoomerConfig.use_no_label_binning()
BoomerConfig.use_no_label_sampling()
BoomerConfig.use_no_marginal_probability_calibration()
BoomerConfig.use_no_parallel_prediction()
BoomerConfig.use_no_parallel_rule_refinement()
BoomerConfig.use_no_parallel_statistic_update()
BoomerConfig.use_no_partition_sampling()
BoomerConfig.use_no_post_processor()
BoomerConfig.use_no_rule_pruning()
BoomerConfig.use_no_sequential_post_optimization()
BoomerConfig.use_no_size_stopping_criterion()
BoomerConfig.use_no_time_stopping_criterion()
BoomerConfig.use_parallel_prediction()
BoomerConfig.use_parallel_rule_refinement()
BoomerConfig.use_parallel_statistic_update()
BoomerConfig.use_random_bi_partition_sampling()
BoomerConfig.use_round_robin_label_sampling()
BoomerConfig.use_sequential_post_optimization()
BoomerConfig.use_sequential_rule_model_assemblage()
BoomerConfig.use_single_label_heads()
BoomerConfig.use_size_stopping_criterion()
BoomerConfig.use_sparse_statistics()
BoomerConfig.use_time_stopping_criterion()
- mlrl.boosting.cython.post_processor module
- mlrl.boosting.cython.prediction module
- mlrl.boosting.cython.probability_calibration module
- mlrl.boosting.cython.regularization module