├── .github ├── ISSUE_TEMPLATE │ └── bug_report.md └── workflows │ └── pages.yml ├── .gitignore ├── COPYING ├── DEVELOPING.md ├── NOTICE.md ├── README.md ├── REFERENCE.md ├── azure-pipelines.yml ├── core ├── .gitignore ├── CMakeLists.txt ├── src │ ├── .gitignore │ ├── analysis │ │ ├── SplitFrequencyComputer.cpp │ │ └── SplitFrequencyComputer.h │ ├── commons │ │ ├── Data.cpp │ │ ├── Data.h │ │ ├── globals.h │ │ ├── utility.cpp │ │ └── utility.h │ ├── forest │ │ ├── Forest.cpp │ │ ├── Forest.h │ │ ├── ForestOptions.cpp │ │ ├── ForestOptions.h │ │ ├── ForestPredictor.cpp │ │ ├── ForestPredictor.h │ │ ├── ForestPredictors.cpp │ │ ├── ForestPredictors.h │ │ ├── ForestTrainer.cpp │ │ ├── ForestTrainer.h │ │ ├── ForestTrainers.cpp │ │ └── ForestTrainers.h │ ├── prediction │ │ ├── CausalSurvivalPredictionStrategy.cpp │ │ ├── CausalSurvivalPredictionStrategy.h │ │ ├── DefaultPredictionStrategy.h │ │ ├── InstrumentalPredictionStrategy.cpp │ │ ├── InstrumentalPredictionStrategy.h │ │ ├── LLCausalPredictionStrategy.cpp │ │ ├── LLCausalPredictionStrategy.h │ │ ├── LocalLinearPredictionStrategy.cpp │ │ ├── LocalLinearPredictionStrategy.h │ │ ├── MultiCausalPredictionStrategy.cpp │ │ ├── MultiCausalPredictionStrategy.h │ │ ├── MultiRegressionPredictionStrategy.cpp │ │ ├── MultiRegressionPredictionStrategy.h │ │ ├── ObjectiveBayesDebiaser.cpp │ │ ├── ObjectiveBayesDebiaser.h │ │ ├── OptimizedPredictionStrategy.h │ │ ├── Prediction.cpp │ │ ├── Prediction.h │ │ ├── PredictionValues.cpp │ │ ├── PredictionValues.h │ │ ├── ProbabilityPredictionStrategy.cpp │ │ ├── ProbabilityPredictionStrategy.h │ │ ├── QuantilePredictionStrategy.cpp │ │ ├── QuantilePredictionStrategy.h │ │ ├── RegressionPredictionStrategy.cpp │ │ ├── RegressionPredictionStrategy.h │ │ ├── SurvivalPredictionStrategy.cpp │ │ ├── SurvivalPredictionStrategy.h │ │ └── collector │ │ │ ├── DefaultPredictionCollector.cpp │ │ │ ├── DefaultPredictionCollector.h │ │ │ ├── OptimizedPredictionCollector.cpp │ │ │ ├── OptimizedPredictionCollector.h │ │ │ ├── PredictionCollector.h │ │ │ ├── SampleWeightComputer.cpp │ │ │ ├── SampleWeightComputer.h │ │ │ ├── TreeTraverser.cpp │ │ │ └── TreeTraverser.h │ ├── relabeling │ │ ├── CausalSurvivalRelabelingStrategy.cpp │ │ ├── CausalSurvivalRelabelingStrategy.h │ │ ├── InstrumentalRelabelingStrategy.cpp │ │ ├── InstrumentalRelabelingStrategy.h │ │ ├── LLRegressionRelabelingStrategy.cpp │ │ ├── LLRegressionRelabelingStrategy.h │ │ ├── MultiCausalRelabelingStrategy.cpp │ │ ├── MultiCausalRelabelingStrategy.h │ │ ├── MultiNoopRelabelingStrategy.cpp │ │ ├── MultiNoopRelabelingStrategy.h │ │ ├── NoopRelabelingStrategy.cpp │ │ ├── NoopRelabelingStrategy.h │ │ ├── QuantileRelabelingStrategy.cpp │ │ ├── QuantileRelabelingStrategy.h │ │ └── RelabelingStrategy.h │ ├── sampling │ │ ├── RandomSampler.cpp │ │ ├── RandomSampler.h │ │ ├── SamplingOptions.cpp │ │ └── SamplingOptions.h │ ├── splitting │ │ ├── AcceleratedSurvivalSplittingRule.cpp │ │ ├── AcceleratedSurvivalSplittingRule.h │ │ ├── CausalSurvivalSplittingRule.cpp │ │ ├── CausalSurvivalSplittingRule.h │ │ ├── InstrumentalSplittingRule.cpp │ │ ├── InstrumentalSplittingRule.h │ │ ├── MultiCausalSplittingRule.cpp │ │ ├── MultiCausalSplittingRule.h │ │ ├── MultiRegressionSplittingRule.cpp │ │ ├── MultiRegressionSplittingRule.h │ │ ├── ProbabilitySplittingRule.cpp │ │ ├── ProbabilitySplittingRule.h │ │ ├── RegressionSplittingRule.cpp │ │ ├── RegressionSplittingRule.h │ │ ├── SplittingRule.h │ │ ├── SurvivalSplittingRule.cpp │ │ ├── SurvivalSplittingRule.h │ │ └── factory │ │ │ ├── CausalSurvivalSplittingRuleFactory.cpp │ │ │ ├── CausalSurvivalSplittingRuleFactory.h │ │ │ ├── InstrumentalSplittingRuleFactory.cpp │ │ │ ├── InstrumentalSplittingRuleFactory.h │ │ │ ├── MultiCausalSplittingRuleFactory.cpp │ │ │ ├── MultiCausalSplittingRuleFactory.h │ │ │ ├── MultiRegressionSplittingRuleFactory.cpp │ │ │ ├── MultiRegressionSplittingRuleFactory.h │ │ │ ├── ProbabilitySplittingRuleFactory.cpp │ │ │ ├── ProbabilitySplittingRuleFactory.h │ │ │ ├── RegressionSplittingRuleFactory.cpp │ │ │ ├── RegressionSplittingRuleFactory.h │ │ │ ├── SplittingRuleFactory.h │ │ │ ├── SurvivalSplittingRuleFactory.cpp │ │ │ └── SurvivalSplittingRuleFactory.h │ └── tree │ │ ├── Tree.cpp │ │ ├── Tree.h │ │ ├── TreeOptions.cpp │ │ ├── TreeOptions.h │ │ ├── TreeTrainer.cpp │ │ └── TreeTrainer.h ├── test │ ├── analysis │ │ └── SplitFrequencyUnitTest.cpp │ ├── catch.hpp │ ├── commons │ │ └── utilitytest.cpp │ ├── forest │ │ ├── CausalForestTest.cpp │ │ ├── CausalSurvivalForestTest.cpp │ │ ├── ForestCharacterizationTest.cpp │ │ ├── ForestSmokeTest.cpp │ │ ├── LocalLinearForestTest.cpp │ │ ├── README.md │ │ ├── RegressionForestTest.cpp │ │ └── resources │ │ │ ├── causal_data.csv │ │ │ ├── causal_data_MIA.csv │ │ │ ├── causal_data_ll.csv │ │ │ ├── causal_oob_predictions.csv │ │ │ ├── causal_oob_predictions_sample_weights.csv │ │ │ ├── causal_predictions.csv │ │ │ ├── causal_predictions_sample_weights.csv │ │ │ ├── causal_survival_data.csv │ │ │ ├── causal_survival_data_MIA.csv │ │ │ ├── causal_survival_oob_predictions.csv │ │ │ ├── causal_survival_oob_predictions_MIA.csv │ │ │ ├── causal_survival_predictions.csv │ │ │ ├── causal_survival_predictions_MIA.csv │ │ │ ├── friedman.csv │ │ │ ├── gaussian_data.csv │ │ │ ├── ll_regression_oob_predictions.csv │ │ │ ├── ll_regression_predictions.csv │ │ │ ├── multi_causal_data.csv │ │ │ ├── probability_data.csv │ │ │ ├── probability_oob_predictions.csv │ │ │ ├── probability_predictions.csv │ │ │ ├── quantile_data.csv │ │ │ ├── quantile_data_MIA.csv │ │ │ ├── quantile_oob_predictions.csv │ │ │ ├── quantile_oob_predictions_MIA.csv │ │ │ ├── quantile_predictions.csv │ │ │ ├── quantile_predictions_MIA.csv │ │ │ ├── regression_data.csv │ │ │ ├── regression_data_MIA.csv │ │ │ ├── regression_oob_predictions.csv │ │ │ ├── regression_oob_predictions_MIA.csv │ │ │ ├── regression_oob_predictions_sample_weights.csv │ │ │ ├── regression_predictions.csv │ │ │ ├── regression_predictions_MIA.csv │ │ │ ├── regression_predictions_sample_weights.csv │ │ │ ├── small_gaussian_data.csv │ │ │ ├── stable_causal_oob_predictions.csv │ │ │ ├── stable_causal_oob_predictions_MIA.csv │ │ │ ├── stable_causal_predictions.csv │ │ │ ├── stable_causal_predictions_MIA.csv │ │ │ ├── stable_multi_causal_oob_predictions.csv │ │ │ ├── stable_multi_causal_oob_predictions_stable_split.csv │ │ │ ├── stable_multi_causal_predictions.csv │ │ │ ├── stable_multi_causal_predictions_stable_split.csv │ │ │ ├── survival_data.csv │ │ │ ├── survival_data_MIA.csv │ │ │ ├── survival_fastlogrank_oob_predictions.csv │ │ │ ├── survival_fastlogrank_oob_predictions_MIA.csv │ │ │ ├── survival_fastlogrank_predictions.csv │ │ │ ├── survival_fastlogrank_predictions_MIA.csv │ │ │ ├── survival_oob_predictions.csv │ │ │ ├── survival_oob_predictions_MIA.csv │ │ │ ├── survival_predictions.csv │ │ │ └── survival_predictions_MIA.csv │ ├── prediction │ │ ├── InstrumentalPredictionStrategyTest.cpp │ │ ├── MultiCausalPredictionStrategyTest.cpp │ │ ├── MultiRegressionPredictionStrategyTest.cpp │ │ ├── QuantilePredictionStrategyTest.cpp │ │ ├── README.md │ │ ├── RegressionPredictionStrategyTest.cpp │ │ └── SurvivalPredictionStrategyTest.cpp │ ├── relabeling │ │ ├── InstrumentalRelabelingStrategyTest.cpp │ │ ├── MultiCausalRelabelingStrategyTest.cpp │ │ └── QuantileRelabelingStrategyTest.cpp │ ├── sampling │ │ └── RandomSamplerTest.cpp │ ├── setup.cpp │ ├── splitting │ │ ├── MultiCausalSplittingRuleTest.cpp │ │ ├── MultiRegressionSplittingRuleTest.cpp │ │ ├── README.md │ │ ├── SplittingRuleInvarianceTest.cpp │ │ ├── SurvivalSplittingRuleTest.cpp │ │ └── resources │ │ │ ├── survival_data_logrank.csv │ │ │ └── survival_data_logrank_expected.csv │ ├── tree │ │ └── TreePruningUnitTest.cpp │ └── utilities │ │ ├── FileTestUtilities.cpp │ │ ├── FileTestUtilities.h │ │ ├── ForestTestUtilities.cpp │ │ └── ForestTestUtilities.h └── third_party │ ├── Eigen │ ├── Cholesky │ ├── CholmodSupport │ ├── Core │ ├── Dense │ ├── Eigen │ ├── Eigenvalues │ ├── Geometry │ ├── Householder │ ├── IterativeLinearSolvers │ ├── Jacobi │ ├── KLUSupport │ ├── LICENSE │ ├── LU │ ├── MetisSupport │ ├── OrderingMethods │ ├── PaStiXSupport │ ├── PardisoSupport │ ├── QR │ ├── QtAlignedMalloc │ ├── SPQRSupport │ ├── SVD │ ├── Sparse │ ├── SparseCholesky │ ├── SparseCore │ ├── SparseLU │ ├── SparseQR │ ├── StdDeque │ ├── StdList │ ├── StdVector │ ├── SuperLUSupport │ ├── UmfPackSupport │ └── src │ │ ├── Cholesky │ │ ├── LDLT.h │ │ ├── LLT.h │ │ └── LLT_LAPACKE.h │ │ ├── CholmodSupport │ │ └── CholmodSupport.h │ │ ├── Core │ │ ├── ArithmeticSequence.h │ │ ├── Array.h │ │ ├── ArrayBase.h │ │ ├── ArrayWrapper.h │ │ ├── Assign.h │ │ ├── AssignEvaluator.h │ │ ├── Assign_MKL.h │ │ ├── BandMatrix.h │ │ ├── Block.h │ │ ├── BooleanRedux.h │ │ ├── CommaInitializer.h │ │ ├── ConditionEstimator.h │ │ ├── CoreEvaluators.h │ │ ├── CoreIterators.h │ │ ├── CwiseBinaryOp.h │ │ ├── CwiseNullaryOp.h │ │ ├── CwiseTernaryOp.h │ │ ├── CwiseUnaryOp.h │ │ ├── CwiseUnaryView.h │ │ ├── DenseBase.h │ │ ├── DenseCoeffsBase.h │ │ ├── DenseStorage.h │ │ ├── Diagonal.h │ │ ├── DiagonalMatrix.h │ │ ├── DiagonalProduct.h │ │ ├── Dot.h │ │ ├── EigenBase.h │ │ ├── ForceAlignedAccess.h │ │ ├── Fuzzy.h │ │ ├── GeneralProduct.h │ │ ├── GenericPacketMath.h │ │ ├── GlobalFunctions.h │ │ ├── IO.h │ │ ├── IndexedView.h │ │ ├── Inverse.h │ │ ├── Map.h │ │ ├── MapBase.h │ │ ├── MathFunctions.h │ │ ├── MathFunctionsImpl.h │ │ ├── Matrix.h │ │ ├── MatrixBase.h │ │ ├── NestByValue.h │ │ ├── NoAlias.h │ │ ├── NumTraits.h │ │ ├── PartialReduxEvaluator.h │ │ ├── PermutationMatrix.h │ │ ├── PlainObjectBase.h │ │ ├── Product.h │ │ ├── ProductEvaluators.h │ │ ├── Random.h │ │ ├── Redux.h │ │ ├── Ref.h │ │ ├── Replicate.h │ │ ├── Reshaped.h │ │ ├── ReturnByValue.h │ │ ├── Reverse.h │ │ ├── Select.h │ │ ├── SelfAdjointView.h │ │ ├── SelfCwiseBinaryOp.h │ │ ├── Solve.h │ │ ├── SolveTriangular.h │ │ ├── SolverBase.h │ │ ├── StableNorm.h │ │ ├── StlIterators.h │ │ ├── Stride.h │ │ ├── Swap.h │ │ ├── Transpose.h │ │ ├── Transpositions.h │ │ ├── TriangularMatrix.h │ │ ├── VectorBlock.h │ │ ├── VectorwiseOp.h │ │ ├── Visitor.h │ │ ├── arch │ │ │ ├── AVX │ │ │ │ ├── Complex.h │ │ │ │ ├── MathFunctions.h │ │ │ │ ├── PacketMath.h │ │ │ │ └── TypeCasting.h │ │ │ ├── AVX512 │ │ │ │ ├── Complex.h │ │ │ │ ├── MathFunctions.h │ │ │ │ ├── PacketMath.h │ │ │ │ └── TypeCasting.h │ │ │ ├── AltiVec │ │ │ │ ├── Complex.h │ │ │ │ ├── MathFunctions.h │ │ │ │ ├── MatrixProduct.h │ │ │ │ ├── MatrixProductCommon.h │ │ │ │ ├── MatrixProductMMA.h │ │ │ │ └── PacketMath.h │ │ │ ├── CUDA │ │ │ │ └── Complex.h │ │ │ ├── Default │ │ │ │ ├── BFloat16.h │ │ │ │ ├── ConjHelper.h │ │ │ │ ├── GenericPacketMathFunctions.h │ │ │ │ ├── GenericPacketMathFunctionsFwd.h │ │ │ │ ├── Half.h │ │ │ │ ├── Settings.h │ │ │ │ └── TypeCasting.h │ │ │ ├── GPU │ │ │ │ ├── MathFunctions.h │ │ │ │ ├── PacketMath.h │ │ │ │ └── TypeCasting.h │ │ │ ├── HIP │ │ │ │ └── hcc │ │ │ │ │ └── math_constants.h │ │ │ ├── MSA │ │ │ │ ├── Complex.h │ │ │ │ ├── MathFunctions.h │ │ │ │ └── PacketMath.h │ │ │ ├── NEON │ │ │ │ ├── Complex.h │ │ │ │ ├── GeneralBlockPanelKernel.h │ │ │ │ ├── MathFunctions.h │ │ │ │ ├── PacketMath.h │ │ │ │ └── TypeCasting.h │ │ │ ├── SSE │ │ │ │ ├── Complex.h │ │ │ │ ├── MathFunctions.h │ │ │ │ ├── PacketMath.h │ │ │ │ └── TypeCasting.h │ │ │ ├── SVE │ │ │ │ ├── MathFunctions.h │ │ │ │ ├── PacketMath.h │ │ │ │ └── TypeCasting.h │ │ │ ├── SYCL │ │ │ │ ├── InteropHeaders.h │ │ │ │ ├── MathFunctions.h │ │ │ │ ├── PacketMath.h │ │ │ │ ├── SyclMemoryModel.h │ │ │ │ └── TypeCasting.h │ │ │ └── ZVector │ │ │ │ ├── Complex.h │ │ │ │ ├── MathFunctions.h │ │ │ │ └── PacketMath.h │ │ ├── functors │ │ │ ├── AssignmentFunctors.h │ │ │ ├── BinaryFunctors.h │ │ │ ├── NullaryFunctors.h │ │ │ ├── StlFunctors.h │ │ │ ├── TernaryFunctors.h │ │ │ └── UnaryFunctors.h │ │ ├── products │ │ │ ├── GeneralBlockPanelKernel.h │ │ │ ├── GeneralMatrixMatrix.h │ │ │ ├── GeneralMatrixMatrixTriangular.h │ │ │ ├── GeneralMatrixMatrixTriangular_BLAS.h │ │ │ ├── GeneralMatrixMatrix_BLAS.h │ │ │ ├── GeneralMatrixVector.h │ │ │ ├── GeneralMatrixVector_BLAS.h │ │ │ ├── Parallelizer.h │ │ │ ├── SelfadjointMatrixMatrix.h │ │ │ ├── SelfadjointMatrixMatrix_BLAS.h │ │ │ ├── SelfadjointMatrixVector.h │ │ │ ├── SelfadjointMatrixVector_BLAS.h │ │ │ ├── SelfadjointProduct.h │ │ │ ├── SelfadjointRank2Update.h │ │ │ ├── TriangularMatrixMatrix.h │ │ │ ├── TriangularMatrixMatrix_BLAS.h │ │ │ ├── TriangularMatrixVector.h │ │ │ ├── TriangularMatrixVector_BLAS.h │ │ │ ├── TriangularSolverMatrix.h │ │ │ ├── TriangularSolverMatrix_BLAS.h │ │ │ └── TriangularSolverVector.h │ │ └── util │ │ │ ├── BlasUtil.h │ │ │ ├── ConfigureVectorization.h │ │ │ ├── Constants.h │ │ │ ├── DisableStupidWarnings.h │ │ │ ├── ForwardDeclarations.h │ │ │ ├── IndexedViewHelper.h │ │ │ ├── IntegralConstant.h │ │ │ ├── MKL_support.h │ │ │ ├── Macros.h │ │ │ ├── Memory.h │ │ │ ├── Meta.h │ │ │ ├── NonMPL2.h │ │ │ ├── ReenableStupidWarnings.h │ │ │ ├── ReshapedHelper.h │ │ │ ├── StaticAssert.h │ │ │ ├── SymbolicIndex.h │ │ │ └── XprHelper.h │ │ ├── Eigenvalues │ │ ├── ComplexEigenSolver.h │ │ ├── ComplexSchur.h │ │ ├── ComplexSchur_LAPACKE.h │ │ ├── EigenSolver.h │ │ ├── GeneralizedEigenSolver.h │ │ ├── GeneralizedSelfAdjointEigenSolver.h │ │ ├── HessenbergDecomposition.h │ │ ├── MatrixBaseEigenvalues.h │ │ ├── RealQZ.h │ │ ├── RealSchur.h │ │ ├── RealSchur_LAPACKE.h │ │ ├── SelfAdjointEigenSolver.h │ │ ├── SelfAdjointEigenSolver_LAPACKE.h │ │ └── Tridiagonalization.h │ │ ├── Geometry │ │ ├── AlignedBox.h │ │ ├── AngleAxis.h │ │ ├── EulerAngles.h │ │ ├── Homogeneous.h │ │ ├── Hyperplane.h │ │ ├── OrthoMethods.h │ │ ├── ParametrizedLine.h │ │ ├── Quaternion.h │ │ ├── Rotation2D.h │ │ ├── RotationBase.h │ │ ├── Scaling.h │ │ ├── Transform.h │ │ ├── Translation.h │ │ ├── Umeyama.h │ │ └── arch │ │ │ └── Geometry_SIMD.h │ │ ├── Householder │ │ ├── BlockHouseholder.h │ │ ├── Householder.h │ │ └── HouseholderSequence.h │ │ ├── IterativeLinearSolvers │ │ ├── BasicPreconditioners.h │ │ ├── BiCGSTAB.h │ │ ├── ConjugateGradient.h │ │ ├── IncompleteCholesky.h │ │ ├── IncompleteLUT.h │ │ ├── IterativeSolverBase.h │ │ ├── LeastSquareConjugateGradient.h │ │ └── SolveWithGuess.h │ │ ├── Jacobi │ │ └── Jacobi.h │ │ ├── KLUSupport │ │ └── KLUSupport.h │ │ ├── LU │ │ ├── Determinant.h │ │ ├── FullPivLU.h │ │ ├── InverseImpl.h │ │ ├── PartialPivLU.h │ │ ├── PartialPivLU_LAPACKE.h │ │ └── arch │ │ │ └── InverseSize4.h │ │ ├── MetisSupport │ │ └── MetisSupport.h │ │ ├── OrderingMethods │ │ ├── Amd.h │ │ ├── Eigen_Colamd.h │ │ └── Ordering.h │ │ ├── PaStiXSupport │ │ └── PaStiXSupport.h │ │ ├── PardisoSupport │ │ └── PardisoSupport.h │ │ ├── QR │ │ ├── ColPivHouseholderQR.h │ │ ├── ColPivHouseholderQR_LAPACKE.h │ │ ├── CompleteOrthogonalDecomposition.h │ │ ├── FullPivHouseholderQR.h │ │ ├── HouseholderQR.h │ │ └── HouseholderQR_LAPACKE.h │ │ ├── SPQRSupport │ │ └── SuiteSparseQRSupport.h │ │ ├── SVD │ │ ├── BDCSVD.h │ │ ├── JacobiSVD.h │ │ ├── JacobiSVD_LAPACKE.h │ │ ├── SVDBase.h │ │ └── UpperBidiagonalization.h │ │ ├── SparseCholesky │ │ ├── SimplicialCholesky.h │ │ └── SimplicialCholesky_impl.h │ │ ├── SparseCore │ │ ├── AmbiVector.h │ │ ├── CompressedStorage.h │ │ ├── ConservativeSparseSparseProduct.h │ │ ├── MappedSparseMatrix.h │ │ ├── SparseAssign.h │ │ ├── SparseBlock.h │ │ ├── SparseColEtree.h │ │ ├── SparseCompressedBase.h │ │ ├── SparseCwiseBinaryOp.h │ │ ├── SparseCwiseUnaryOp.h │ │ ├── SparseDenseProduct.h │ │ ├── SparseDiagonalProduct.h │ │ ├── SparseDot.h │ │ ├── SparseFuzzy.h │ │ ├── SparseMap.h │ │ ├── SparseMatrix.h │ │ ├── SparseMatrixBase.h │ │ ├── SparsePermutation.h │ │ ├── SparseProduct.h │ │ ├── SparseRedux.h │ │ ├── SparseRef.h │ │ ├── SparseSelfAdjointView.h │ │ ├── SparseSolverBase.h │ │ ├── SparseSparseProductWithPruning.h │ │ ├── SparseTranspose.h │ │ ├── SparseTriangularView.h │ │ ├── SparseUtil.h │ │ ├── SparseVector.h │ │ ├── SparseView.h │ │ └── TriangularSolver.h │ │ ├── SparseLU │ │ ├── SparseLU.h │ │ ├── SparseLUImpl.h │ │ ├── SparseLU_Memory.h │ │ ├── SparseLU_Structs.h │ │ ├── SparseLU_SupernodalMatrix.h │ │ ├── SparseLU_Utils.h │ │ ├── SparseLU_column_bmod.h │ │ ├── SparseLU_column_dfs.h │ │ ├── SparseLU_copy_to_ucol.h │ │ ├── SparseLU_gemm_kernel.h │ │ ├── SparseLU_heap_relax_snode.h │ │ ├── SparseLU_kernel_bmod.h │ │ ├── SparseLU_panel_bmod.h │ │ ├── SparseLU_panel_dfs.h │ │ ├── SparseLU_pivotL.h │ │ ├── SparseLU_pruneL.h │ │ └── SparseLU_relax_snode.h │ │ ├── SparseQR │ │ └── SparseQR.h │ │ ├── StlSupport │ │ ├── StdDeque.h │ │ ├── StdList.h │ │ ├── StdVector.h │ │ └── details.h │ │ ├── SuperLUSupport │ │ └── SuperLUSupport.h │ │ ├── UmfPackSupport │ │ └── UmfPackSupport.h │ │ ├── misc │ │ ├── Image.h │ │ ├── Kernel.h │ │ ├── RealSvd2x2.h │ │ ├── blas.h │ │ ├── lapack.h │ │ ├── lapacke.h │ │ └── lapacke_mangling.h │ │ └── plugins │ │ ├── ArrayCwiseBinaryOps.h │ │ ├── ArrayCwiseUnaryOps.h │ │ ├── BlockMethods.h │ │ ├── CommonCwiseBinaryOps.h │ │ ├── CommonCwiseUnaryOps.h │ │ ├── IndexedViewMethods.h │ │ ├── MatrixCwiseBinaryOps.h │ │ ├── MatrixCwiseUnaryOps.h │ │ └── ReshapedMethods.h │ ├── optional │ ├── LICENSE.txt │ └── optional.hpp │ └── random │ ├── README.md │ ├── algorithm.hpp │ └── random.hpp ├── experiments ├── README.md ├── acic18 │ ├── README.md │ ├── paper.pdf │ ├── script.R │ └── synthetic_data.csv ├── aos19 │ ├── README.md │ ├── angrist_evans │ │ ├── angev80_recode_run1_line525.csv.xz │ │ ├── familysize.out │ │ ├── grow_forest.R │ │ ├── plot_figure3.R │ │ └── plot_figure3.png │ ├── baselines.R │ ├── causal_mse │ │ └── causal_mse.R │ ├── instrumental_ci_test │ │ ├── output │ │ │ ├── out-1-1-1-1-FALSE-2-2-12-16000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-2-2-12-2000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-2-2-12-4000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-2-2-12-8000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-2-2-18-16000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-2-2-18-2000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-2-2-18-4000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-2-2-18-8000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-2-2-6-16000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-2-2-6-2000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-2-2-6-4000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-2-2-6-8000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-12-16000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-12-2000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-12-4000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-12-8000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-18-16000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-18-2000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-18-4000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-18-8000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-6-16000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-6-2000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-6-4000-results.csv │ │ │ ├── out-1-1-1-1-FALSE-4-2-6-8000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-12-16000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-12-2000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-12-4000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-12-8000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-18-16000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-18-2000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-18-4000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-18-8000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-6-16000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-6-2000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-6-4000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-2-2-6-8000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-4-2-12-16000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-4-2-12-2000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-4-2-12-4000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-4-2-12-8000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-4-2-18-16000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-4-2-18-2000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-4-2-18-4000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-4-2-18-8000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-4-2-6-16000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-4-2-6-2000-results.csv │ │ │ ├── out-1-1-1-1-TRUE-4-2-6-4000-results.csv │ │ │ └── out-1-1-1-1-TRUE-4-2-6-8000-results.csv │ │ ├── parse_results.R │ │ ├── run_simu.R │ │ ├── simulation_results_avg.tex │ │ └── simulation_results_true.tex │ ├── instrumental_examples │ │ ├── IV_forest_causal_splitting.pdf │ │ ├── IV_plot_10k_20.pdf │ │ ├── IV_plot_with_CI.pdf │ │ ├── IV_simu_1.R │ │ ├── IV_simu_2.R │ │ └── IV_simu_2_with_ci.R │ ├── instrumental_stress_test │ │ ├── output │ │ │ ├── out-1-0-1-0-FALSE-2-2-10-1000-results.csv │ │ │ ├── out-1-0-1-0-FALSE-2-2-10-2000-results.csv │ │ │ ├── out-1-0-1-0-FALSE-2-2-20-1000-results.csv │ │ │ ├── out-1-0-1-0-FALSE-2-2-20-2000-results.csv │ │ │ ├── out-1-0-1-0-FALSE-4-2-10-1000-results.csv │ │ │ ├── out-1-0-1-0-FALSE-4-2-10-2000-results.csv │ │ │ ├── out-1-0-1-0-FALSE-4-2-20-1000-results.csv │ │ │ ├── out-1-0-1-0-FALSE-4-2-20-2000-results.csv │ │ │ ├── out-1-0-1-0-TRUE-2-2-10-1000-results.csv │ │ │ ├── out-1-0-1-0-TRUE-2-2-10-2000-results.csv │ │ │ ├── out-1-0-1-0-TRUE-2-2-20-1000-results.csv │ │ │ ├── out-1-0-1-0-TRUE-2-2-20-2000-results.csv │ │ │ ├── out-1-0-1-0-TRUE-4-2-10-1000-results.csv │ │ │ ├── out-1-0-1-0-TRUE-4-2-10-2000-results.csv │ │ │ ├── out-1-0-1-0-TRUE-4-2-20-1000-results.csv │ │ │ ├── out-1-0-1-0-TRUE-4-2-20-2000-results.csv │ │ │ ├── out-1-0-1-1-FALSE-2-2-10-1000-results.csv │ │ │ ├── out-1-0-1-1-FALSE-2-2-10-2000-results.csv │ │ │ ├── out-1-0-1-1-FALSE-2-2-20-1000-results.csv │ │ │ ├── out-1-0-1-1-FALSE-2-2-20-2000-results.csv │ │ │ ├── out-1-0-1-1-FALSE-4-2-10-1000-results.csv │ │ │ ├── out-1-0-1-1-FALSE-4-2-10-2000-results.csv │ │ │ ├── out-1-0-1-1-FALSE-4-2-20-1000-results.csv │ │ │ ├── out-1-0-1-1-FALSE-4-2-20-2000-results.csv │ │ │ ├── out-1-0-1-1-TRUE-2-2-10-1000-results.csv │ │ │ ├── out-1-0-1-1-TRUE-2-2-10-2000-results.csv │ │ │ ├── out-1-0-1-1-TRUE-2-2-20-1000-results.csv │ │ │ ├── out-1-0-1-1-TRUE-2-2-20-2000-results.csv │ │ │ ├── out-1-0-1-1-TRUE-4-2-10-1000-results.csv │ │ │ ├── out-1-0-1-1-TRUE-4-2-10-2000-results.csv │ │ │ ├── out-1-0-1-1-TRUE-4-2-20-1000-results.csv │ │ │ ├── out-1-0-1-1-TRUE-4-2-20-2000-results.csv │ │ │ ├── out-1-3-1-0-FALSE-2-2-10-1000-results.csv │ │ │ ├── out-1-3-1-0-FALSE-2-2-10-2000-results.csv │ │ │ ├── out-1-3-1-0-FALSE-2-2-20-1000-results.csv │ │ │ ├── out-1-3-1-0-FALSE-2-2-20-2000-results.csv │ │ │ ├── out-1-3-1-0-FALSE-4-2-10-1000-results.csv │ │ │ ├── out-1-3-1-0-FALSE-4-2-10-2000-results.csv │ │ │ ├── out-1-3-1-0-FALSE-4-2-20-1000-results.csv │ │ │ ├── out-1-3-1-0-FALSE-4-2-20-2000-results.csv │ │ │ ├── out-1-3-1-0-TRUE-2-2-10-1000-results.csv │ │ │ ├── out-1-3-1-0-TRUE-2-2-10-2000-results.csv │ │ │ ├── out-1-3-1-0-TRUE-2-2-20-1000-results.csv │ │ │ ├── out-1-3-1-0-TRUE-2-2-20-2000-results.csv │ │ │ ├── out-1-3-1-0-TRUE-4-2-10-1000-results.csv │ │ │ ├── out-1-3-1-0-TRUE-4-2-10-2000-results.csv │ │ │ ├── out-1-3-1-0-TRUE-4-2-20-1000-results.csv │ │ │ ├── out-1-3-1-0-TRUE-4-2-20-2000-results.csv │ │ │ ├── out-1-3-1-1-FALSE-2-2-10-1000-results.csv │ │ │ ├── out-1-3-1-1-FALSE-2-2-10-2000-results.csv │ │ │ ├── out-1-3-1-1-FALSE-2-2-20-1000-results.csv │ │ │ ├── out-1-3-1-1-FALSE-2-2-20-2000-results.csv │ │ │ ├── out-1-3-1-1-FALSE-4-2-10-1000-results.csv │ │ │ ├── out-1-3-1-1-FALSE-4-2-10-2000-results.csv │ │ │ ├── out-1-3-1-1-FALSE-4-2-20-1000-results.csv │ │ │ ├── out-1-3-1-1-FALSE-4-2-20-2000-results.csv │ │ │ ├── out-1-3-1-1-TRUE-2-2-10-1000-results.csv │ │ │ ├── out-1-3-1-1-TRUE-2-2-10-2000-results.csv │ │ │ ├── out-1-3-1-1-TRUE-2-2-20-1000-results.csv │ │ │ ├── out-1-3-1-1-TRUE-2-2-20-2000-results.csv │ │ │ ├── out-1-3-1-1-TRUE-4-2-10-1000-results.csv │ │ │ ├── out-1-3-1-1-TRUE-4-2-10-2000-results.csv │ │ │ ├── out-1-3-1-1-TRUE-4-2-20-1000-results.csv │ │ │ └── out-1-3-1-1-TRUE-4-2-20-2000-results.csv │ │ ├── parse_results.R │ │ ├── run_simu.R │ │ └── simulation_results.tex │ └── quantile_examples │ │ ├── quantile_plot_shift_n2k_p40.pdf │ │ ├── quantile_plot_spread_n2k_p40.pdf │ │ ├── quantile_simu_1.R │ │ └── quantile_simu_2.R ├── csf │ ├── .gitignore │ ├── README.md │ ├── estimators.R │ ├── hiv.R │ ├── prediction_comparison.R │ ├── simulation_blp.R │ ├── simulation_coverage.R │ ├── simulation_coverage_output.R │ ├── simulation_mse.R │ └── simulation_mse_output.R ├── ijmpr │ ├── README.md │ ├── analysis.R │ └── synthetic_data.csv ├── local_linear_examples │ ├── README.md │ ├── bias_image.R │ ├── boundary_bias_table.R │ ├── causal_table.R │ ├── confidence.R │ ├── friedman_table.R │ ├── llf_bias.pdf │ ├── main.R │ ├── rf_bias.pdf │ └── wages.R └── logrank │ ├── .gitignore │ ├── README.md │ ├── simulation_concordance.R │ ├── simulation_rmse.R │ └── timing.R ├── images ├── arch_diagram.png ├── arch_diagram.svg └── logo │ ├── README.md │ ├── grf_leaf.svg │ ├── grf_leaf_green.png │ ├── grf_leaf_vertical.svg │ ├── grf_logo.svg │ ├── grf_logo_green.png │ └── grf_logo_wbg_cropped.png ├── r-package ├── .gitignore ├── build_package.R └── grf │ ├── .Rbuildignore │ ├── DESCRIPTION │ ├── NAMESPACE │ ├── R │ ├── RcppExports.R │ ├── analysis_tools.R │ ├── average_treatment_effect.R │ ├── boosted_regression_forest.R │ ├── causal_forest.R │ ├── causal_survival_forest.R │ ├── dgps.R │ ├── forest_summary.R │ ├── get_scores.R │ ├── grf-package.R │ ├── grf_options.R │ ├── input_utilities.R │ ├── instrumental_forest.R │ ├── ll_regression_forest.R │ ├── lm_forest.R │ ├── merge_forests.R │ ├── multi_arm_causal_forest.R │ ├── multi_regression_forest.R │ ├── plot.R │ ├── print.R │ ├── probability_forest.R │ ├── quantile_forest.R │ ├── rank_average_treatment.R │ ├── regression_forest.R │ ├── survival_forest.R │ ├── tune_forest.R │ ├── tune_ll_causal_forest.R │ └── tune_ll_regression_forest.R │ ├── bindings │ ├── AnalysisToolsBindings.cpp │ ├── CausalForestBindings.cpp │ ├── CausalSurvivalForestBindings.cpp │ ├── InstrumentalForestBindings.cpp │ ├── Makevars │ ├── MultiCausalForestBindings.cpp │ ├── MultiRegressionForestBindings.cpp │ ├── ProbabilityForestBindings.cpp │ ├── QuantileForestBindings.cpp │ ├── RcppUtilities.cpp │ ├── RcppUtilities.h │ ├── RegressionForestBindings.cpp │ └── SurvivalForestBindings.cpp │ ├── grf.Rproj │ ├── man │ ├── average_treatment_effect.Rd │ ├── best_linear_projection.Rd │ ├── boosted_regression_forest.Rd │ ├── boot_grf.Rd │ ├── causal_forest.Rd │ ├── causal_survival_forest.Rd │ ├── create_dot_body.Rd │ ├── estimate_rate.Rd │ ├── expected_survival.Rd │ ├── export_graphviz.Rd │ ├── generate_causal_data.Rd │ ├── generate_causal_survival_data.Rd │ ├── get_forest_weights.Rd │ ├── get_leaf_node.Rd │ ├── get_scores.Rd │ ├── get_scores.causal_forest.Rd │ ├── get_scores.causal_survival_forest.Rd │ ├── get_scores.instrumental_forest.Rd │ ├── get_scores.multi_arm_causal_forest.Rd │ ├── get_tree.Rd │ ├── grf-package.Rd │ ├── grf_options.Rd │ ├── instrumental_forest.Rd │ ├── leaf_stats.causal_forest.Rd │ ├── leaf_stats.default.Rd │ ├── leaf_stats.instrumental_forest.Rd │ ├── leaf_stats.regression_forest.Rd │ ├── ll_regression_forest.Rd │ ├── lm_forest.Rd │ ├── merge_forests.Rd │ ├── multi_arm_causal_forest.Rd │ ├── multi_regression_forest.Rd │ ├── plot.grf_tree.Rd │ ├── plot.rank_average_treatment_effect.Rd │ ├── predict.boosted_regression_forest.Rd │ ├── predict.causal_forest.Rd │ ├── predict.causal_survival_forest.Rd │ ├── predict.instrumental_forest.Rd │ ├── predict.ll_regression_forest.Rd │ ├── predict.lm_forest.Rd │ ├── predict.multi_arm_causal_forest.Rd │ ├── predict.multi_regression_forest.Rd │ ├── predict.probability_forest.Rd │ ├── predict.quantile_forest.Rd │ ├── predict.regression_forest.Rd │ ├── predict.survival_forest.Rd │ ├── print.boosted_regression_forest.Rd │ ├── print.grf.Rd │ ├── print.grf_tree.Rd │ ├── print.rank_average_treatment_effect.Rd │ ├── print.tuning_output.Rd │ ├── probability_forest.Rd │ ├── quantile_forest.Rd │ ├── rank_average_treatment_effect.Rd │ ├── rank_average_treatment_effect.fit.Rd │ ├── regression_forest.Rd │ ├── split_frequencies.Rd │ ├── survival_forest.Rd │ ├── test_calibration.Rd │ ├── tune_forest.Rd │ ├── tune_ll_causal_forest.Rd │ ├── tune_ll_regression_forest.Rd │ └── variable_importance.Rd │ ├── pkgdown │ ├── _pkgdown.yml │ ├── extra.js │ └── favicon │ │ ├── android-chrome-192x192.png │ │ ├── android-chrome-512x512.png │ │ ├── apple-touch-icon.png │ │ ├── favicon-16x16.png │ │ ├── favicon-32x32.png │ │ └── favicon.ico │ ├── src │ ├── AnalysisToolsBindings.cpp │ ├── CausalForestBindings.cpp │ ├── CausalSurvivalForestBindings.cpp │ ├── InstrumentalForestBindings.cpp │ ├── Makevars │ ├── MultiCausalForestBindings.cpp │ ├── MultiRegressionForestBindings.cpp │ ├── ProbabilityForestBindings.cpp │ ├── QuantileForestBindings.cpp │ ├── RcppExports.cpp │ ├── RcppUtilities.cpp │ ├── RcppUtilities.h │ ├── RegressionForestBindings.cpp │ ├── SurvivalForestBindings.cpp │ ├── optional │ ├── random │ └── src │ ├── tests │ ├── benchmarks │ │ ├── causal_benchmark.R │ │ └── weighting_benchmark.R │ ├── testthat.R │ ├── testthat │ │ ├── data │ │ │ ├── causal_survival_oob_predictions.csv │ │ │ ├── causal_survival_oob_predictions_prob.csv │ │ │ ├── causal_survival_predictions.csv │ │ │ └── causal_survival_predictions_prob.csv │ │ ├── test_analysis_tools.R │ │ ├── test_average_effect.R │ │ ├── test_boosted_regression_forest.R │ │ ├── test_causal_forest.R │ │ ├── test_causal_forest_tuning.R │ │ ├── test_causal_survival_forest.R │ │ ├── test_clustered_standard_errors.R │ │ ├── test_confidence_intervals.R │ │ ├── test_cran_smoke_test.R │ │ ├── test_error_estimation.R │ │ ├── test_forest_summaries.R │ │ ├── test_input_utilities.R │ │ ├── test_instrumental_forest.R │ │ ├── test_instrumental_forest_tuning.R │ │ ├── test_ll_regression_forest.R │ │ ├── test_lm_forest.R │ │ ├── test_merge_forests.R │ │ ├── test_multi_arm_causal_forest.R │ │ ├── test_multi_regression_forest.R │ │ ├── test_plot.R │ │ ├── test_print.R │ │ ├── test_probability_forest.R │ │ ├── test_quantile_forest.R │ │ ├── test_rank_average_treatment.R │ │ ├── test_regression_forest.R │ │ ├── test_regression_forest_tuning.R │ │ └── test_survival_forest.R │ └── valgrind │ │ └── test_grf_valgrind.R │ └── vignettes │ ├── .gitignore │ ├── README.md │ ├── ate_transport.Rmd │ ├── categorical_inputs.Rmd │ ├── data │ ├── California_Sea_Otter.jpg │ ├── bruhn2016.R │ ├── bruhn2016.csv │ ├── carvalho2016.R │ ├── carvalho2016.csv │ └── synthetic_SPRINT_ACCORD.RData │ ├── diagnostics.Rmd │ ├── grf.Rmd │ ├── grf_guide.Rmd │ ├── llf.Rmd │ ├── maq.Rmd │ ├── muhats.Rmd │ ├── policy_learning.Rmd │ ├── rate.Rmd │ ├── rate_cv.Rmd │ └── survival.Rmd └── releases ├── CHANGELOG.md ├── README.md ├── grf_0.10.0.tar.gz ├── grf_0.10.1.tar.gz ├── grf_0.10.2.tar.gz ├── grf_0.10.3.tar.gz ├── grf_0.10.4.tar.gz ├── grf_0.9.0.tar.gz ├── grf_0.9.1.tar.gz 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