DisTreebution package

Subpackages

• DisTreebution.CRPSRT package
  • Submodules
  • DisTreebution.CRPSRT.FenwickTree module
    • FenwickTree
      • FenwickTree.prefix_sum()
      • FenwickTree.range_sum()
      • FenwickTree.frequencies()
      • FenwickTree.add()
      • FenwickTree.init()
  • DisTreebution.CRPSRT.MinMaxHeap module
    • MinMaxHeap
      • MinMaxHeap.insert()
      • MinMaxHeap.peekmin()
      • MinMaxHeap.peekmax()
      • MinMaxHeap.popmin()
      • MinMaxHeap.popmax()
    • level()
    • trickledown()
    • trickledownmin()
    • trickledownmax()
    • bubbleup()
    • bubbleupmin()
    • bubbleupmax()
    • peekmin()
    • peekmax()
    • removemin()
    • removemax()
    • insert()
    • minmaxheapproperty()
    • test()
    • test_heap()
  • DisTreebution.CRPSRT.RegressionTree module
    • RegressionTree
      • RegressionTree.fit()
      • RegressionTree.find_best_split()
      • RegressionTree.predict()
      • RegressionTree.get_values_leaf()
      • RegressionTree.get_values_leaf_and_groups()
      • RegressionTree.fit()
      • RegressionTree.find_best_split()
      • RegressionTree.predict()
      • RegressionTree.get_values_leaf()
      • RegressionTree.get_values_leaf_and_groups()
  • DisTreebution.CRPSRT.WBTree module
    • WBTree
      • WBTree.EQ
      • WBTree.EQG
      • WBTree.LT
      • WBTree.LE
      • WBTree.GT
      • WBTree.GE
      • WBTree.Node
      • WBTree.clear()
      • WBTree.first()
      • WBTree.last()
      • WBTree.find()
      • WBTree.add()
      • WBTree.remove()
      • WBTree.removenode()
      • WBTree.rebalance()
  • DisTreebution.CRPSRT.entropies_CRPS module
    • entropies_CRPS()
  • Module contents
• DisTreebution.QRT package
  • Submodules
  • DisTreebution.QRT.MinMaxHeap module
    • MinMaxHeap
      • MinMaxHeap.insert()
      • MinMaxHeap.peekmin()
      • MinMaxHeap.peekmax()
      • MinMaxHeap.popmin()
      • MinMaxHeap.popmax()
    • level()
    • trickledown()
    • trickledownmin()
    • trickledownmax()
    • bubbleup()
    • bubbleupmin()
    • bubbleupmax()
    • peekmin()
    • peekmax()
    • removemin()
    • removemax()
    • insert()
    • minmaxheapproperty()
    • test()
    • test_heap()
  • DisTreebution.QRT.RegressionTreeQuantile module
    • RegressionTreeQuantile
      • RegressionTreeQuantile.fit()
      • RegressionTreeQuantile.find_best_split()
      • RegressionTreeQuantile.predict()
      • RegressionTreeQuantile.get_values_leaf()
      • RegressionTreeQuantile.get_values_leaf_and_groups()
  • DisTreebution.QRT.entropies_MultiQuantiles module
    • level2idx()
    • get_entropy()
    • get_entropy_multiquantiles()
    • get_max_heaps_minus()
    • get_min_heaps_plus()
    • OLD_LOO_quantiles()
    • LOO_quantiles()
    • entropies_MultiQuantiles()
  • Module contents
• DisTreebution.RT package
  • Submodules
  • DisTreebution.RT.RegressionTreeQuadratic module
    • RegressionTreeQuadratic
      • RegressionTreeQuadratic.fit()
      • RegressionTreeQuadratic.find_best_split()
      • RegressionTreeQuadratic.get_values_leaf()
      • RegressionTreeQuadratic.get_values_leaf_and_groups()
  • DisTreebution.RT.entropies_Quadratic module
    • entropies_Quadratic()
  • Module contents
• DisTreebution.UQ package
  • Submodules
  • DisTreebution.UQ.Conformalisation module
    • get_quantile()
    • Conformalisation
      • Conformalisation.preprocess_trees()
      • Conformalisation.preprocess_trees_with_groups()
      • Conformalisation.operation_leaf()
      • Conformalisation.preprocess_trees()
      • Conformalisation.preprocess_trees_with_groups()
      • Conformalisation.operation_leaf()
  • DisTreebution.UQ.Conformalisation_CQR module
    • Conformalisation_CQR
      • Conformalisation_CQR.conformalize_split()
      • Conformalisation_CQR.predict_conformal_set_split()
      • Conformalisation_CQR.conformalize_split_group_coverage()
      • Conformalisation_CQR.predict_conformal_set_split_group_coverage()
      • Conformalisation_CQR.get_low_up_test_i()
      • Conformalisation_CQR.get_low_up_score()
  • DisTreebution.UQ.Conformalisation_distributional module
    • Conformalisation_distributional
      • Conformalisation_distributional.conformalize_split()
      • Conformalisation_distributional.predict_conformal_set_split()
      • Conformalisation_distributional.conformalize_split_group_coverage()
      • Conformalisation_distributional.predict_conformal_set_split_group_coverage()
      • Conformalisation_distributional.get_low_up_test_i()
      • Conformalisation_distributional.get_low_up_score()
  • DisTreebution.UQ.UQ module
    • UQ
      • UQ.compute_width_coverage()
      • UQ.compute_group_width_coverage()
      • UQ.train_trees()
      • UQ.conformalize()
      • UQ.predict_conformal_set()
      • UQ.get_quantile_estimate()
  • DisTreebution.UQ.datasets module
    • level2idx()
    • sine_skew()
    • griewank()
    • michalewicz()
    • candes_sesia()
    • bimodal()
    • asymmetric()
    • homoscedastic()
    • heteroscedastic()
    • sales()
  • DisTreebution.UQ.utils module
    • filter_dict()
    • crps_from_quantiles()
    • compute_crps()
    • load_dataset()
  • Module contents

Module contents