Index

_

__init__() (openasce.attribution.Attribution method) (openasce.attribution.attribution_model.Attribution method) (openasce.core.runtime.Runtime method) (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) (openasce.discovery.CausalRegressionDiscovery method) (openasce.discovery.CausalSearchDiscovery method) (openasce.discovery.discovery.Discovery method) (openasce.discovery.graph_node_form.GraphNodeForm method) (openasce.discovery.regression_discovery.lbfgsb_optimizer.LBFGSBOptimizer method) (openasce.discovery.regression_discovery.locally_connected.LocallyConnected method) (openasce.discovery.regression_discovery.notears_mlp.NotearsMLP method) (openasce.discovery.regression_discovery.regression_discovery.CausalRegressionDiscovery method) (openasce.discovery.regression_discovery.regression_strategy.Strategy method) (openasce.discovery.search_discovery.search_discovery.CausalSearchDiscovery method) (openasce.discovery.search_discovery.search_strategy.Strategy method) (openasce.extension.debias.cfr.CFRModel method) (openasce.extension.debias.CFRModel method) (openasce.extension.debias.common.utils.DNNLayer method) (openasce.extension.debias.common.utils.DNNModel method) (openasce.extension.debias.common.utils.FMLayer method) (openasce.extension.debias.common.utils.MultiTaskDNNModel method) (openasce.extension.debias.debias_ips.IPSDebiasModel method) (openasce.extension.debias.dice.DICEDebiasModel method) (openasce.extension.debias.DICEDebiasModel method) (openasce.extension.debias.dmbr.DMBRDebiasModel method) (openasce.extension.debias.DMBRDebiasModel method) (openasce.extension.debias.doubly_robust.DRDebiasModel method) (openasce.extension.debias.DRDebiasModel method) (openasce.extension.debias.fairco.FAIRCODebiasModel method) (openasce.extension.debias.FAIRCODebiasModel method) (openasce.extension.debias.IPSDebiasModel method) (openasce.extension.debias.ipw.IPWDebiasModel method) (openasce.extension.debias.IPWDebiasModel method) (openasce.extension.debias.macr.MACRDebiasModel method) (openasce.extension.debias.MACRDebiasModel method) (openasce.extension.debias.pda.PDADebiasModel method) (openasce.extension.debias.PDADebiasModel method) (openasce.extension.debias_model.CausalDebiasModel method) (openasce.inference.graph_inference.GraphInferModel method) (openasce.inference.GraphInferModel method) (openasce.inference.inference_model.InferenceModel method) (openasce.inference.learner.metalearners.SLearner method) (openasce.inference.learner.metalearners.TLearner method) (openasce.inference.learner.metalearners.XLearner method) (openasce.inference.learner.SLearner method) (openasce.inference.learner.TLearner method) (openasce.inference.learner.XLearner method) (openasce.inference.t_model.TModel method) (openasce.inference.TModel method) (openasce.inference.tree.bin.BinMapper method) (openasce.inference.tree.boosting.Boosting method) (openasce.inference.tree.csv_dataset.CsvDataset method) (openasce.inference.tree.dataset.Dataset method) (openasce.inference.tree.dataset.PsudoDataset method) (openasce.inference.tree.didtree.DifferenceInDifferencesRegressionTree method) (openasce.inference.tree.DifferenceInDifferencesRegressionTree method) (openasce.inference.tree.gbct.GradientBoostingCausalRegressionTree method) (openasce.inference.tree.gbct.GradientBoostingUpliftTree method) (openasce.inference.tree.gradient_causal_tree.GradientDebiasedCausalTree method) (openasce.inference.tree.GradientBoostingCausalRegressionTree method) (openasce.inference.tree.GradientBoostingUpliftTree method) (openasce.inference.tree.histogram.Histogram method) (openasce.inference.tree.information.CausalDataInfo method) (openasce.inference.tree.losses.BinaryCrossEntropy method) (openasce.inference.tree.losses.Loss method) (openasce.inference.tree.losses.MeanSquaredError method) (openasce.inference.tree.tree_node.CausalTreeNode method) (openasce.inference.tree.tree_node.GradientCausalTreeNode method)

_check_c_style_array() (in module openasce.inference.tree.utils) _check_match() (in module openasce.inference.tree.utils) _filter() (in module openasce.inference.tree.gradient_causal_tree)

A

add_edge() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) attribute() (openasce.attribution.Attribution method) (openasce.attribution.attribution_model.Attribution method)

Attribution (class in openasce.attribution) (class in openasce.attribution.attribution_model)

B

backward() (openasce.discovery.regression_discovery.trace_expm.TraceExpm static method) best_parent() (openasce.discovery.search_discovery.search_strategy.Strategy method) bias (openasce.discovery.regression_discovery.locally_connected.LocallyConnected attribute) BinaryCrossEntropy (class in openasce.inference.tree.losses) BinMapper (class in openasce.inference.tree.bin)

Boosting (class in openasce.inference.tree.boosting) build() (openasce.extension.debias.common.utils.DNNLayer method) (openasce.extension.debias.common.utils.FMLayer method) BUILD_DATE (openasce.version.VersionInfo attribute) BUILD_USER (openasce.version.VersionInfo attribute) BUILD_VERSION (openasce.version.VersionInfo attribute)

C

calculate_parameter() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) call() (openasce.extension.debias.common.utils.DNNLayer method) (openasce.extension.debias.common.utils.DNNModel method) (openasce.extension.debias.common.utils.FMLayer method) (openasce.extension.debias.common.utils.MultiTaskDNNModel method) causal_tree_splitting_losses() (in module openasce.inference.tree.splitting_losses) causal_tree_splitting_losses2() (in module openasce.inference.tree.splitting_losses) CausalDataInfo (class in openasce.inference.tree.information) CausalDebiasModel (class in openasce.extension.debias_model) CausalGraph (class in openasce.discovery) (class in openasce.discovery.causal_graph) CausalRegressionDiscovery (class in openasce.discovery) (class in openasce.discovery.regression_discovery.regression_discovery) CausalSearchDiscovery (class in openasce.discovery) (class in openasce.discovery.search_discovery.search_discovery) CausalTreeNode (class in openasce.inference.tree.tree_node) CFRModel (class in openasce.extension.debias) (class in openasce.extension.debias.cfr) check_data() (openasce.inference.tree.boosting.Boosting method)

children (openasce.inference.tree.tree_node.CausalTreeNode property) column_names (openasce.attribution.Attribution property) (openasce.attribution.attribution_model.Attribution property) (openasce.inference.graph_inference.GraphInferModel attribute) (openasce.inference.graph_inference.GraphInferModel property) (openasce.inference.GraphInferModel attribute) (openasce.inference.GraphInferModel property) columns (openasce.discovery.graph_node_form.GraphNodeForm property) compute_output_shape() (openasce.extension.debias.common.utils.DNNLayer method) (openasce.extension.debias.common.utils.FMLayer method) compute_r() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) CONDITION_DICT_NAME (openasce.inference.inference_model.InferenceModel attribute) const_hess (openasce.inference.tree.losses.BinaryCrossEntropy property) (openasce.inference.tree.losses.GradLoss property) (openasce.inference.tree.losses.MeanSquaredError property) copy() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) create_didnode_from_dict() (in module openasce.inference.tree.cppnode) CsvDataset (class in openasce.inference.tree.csv_dataset)

D

data (openasce.discovery.graph_node_form.GraphNodeForm property) (openasce.inference.graph_inference.GraphInferModel property) (openasce.inference.GraphInferModel property) (openasce.inference.inference_model.InferenceModel property) Dataset (class in openasce.inference.tree.dataset) DEBUG() (in module openasce.inference.tree.utils) DEFAULT_COLUMN_NAME_PREFIX (openasce.discovery.causal_graph.CausalGraph attribute) (openasce.discovery.CausalGraph attribute) description() (openasce.inference.tree.bin.BinMapper method) (openasce.inference.tree.dataset.Dataset method) DICEDebiasModel (class in openasce.extension.debias) (class in openasce.extension.debias.dice) didtree_splitting_losses() (in module openasce.inference.tree.splitting_losses) DifferenceInDifferencesRegressionTree (class in openasce.inference.tree) (class in openasce.inference.tree.didtree)

Discovery (class in openasce.discovery.discovery) discovery (openasce.inference.graph_inference.GraphInferModel property) (openasce.inference.GraphInferModel property) DMBRDebiasModel (class in openasce.extension.debias) (class in openasce.extension.debias.dmbr) DML (class in openasce.inference.learner) (class in openasce.inference.learner.dml) DNNLayer (class in openasce.extension.debias.common.utils) DNNModel (class in openasce.extension.debias.common.utils) DRDebiasModel (class in openasce.extension.debias) (class in openasce.extension.debias.doubly_robust) DRLearner (class in openasce.inference.learner) (class in openasce.inference.learner.drlearner) dual_ascent() (openasce.discovery.regression_discovery.regression_strategy.Strategy method)

E

early_stopping() (openasce.inference.tree.boosting.Boosting method) effect() (openasce.inference.tree.boosting.Boosting method) (openasce.inference.tree.didtree.DifferenceInDifferencesRegressionTree method) (openasce.inference.tree.DifferenceInDifferencesRegressionTree method) (openasce.inference.tree.gbct.GradientBoostingCausalRegressionTree method) (openasce.inference.tree.gbct.GradientBoostingUpliftTree method) (openasce.inference.tree.GradientBoostingCausalRegressionTree method) (openasce.inference.tree.GradientBoostingUpliftTree method) (openasce.inference.tree.tree_node.CausalTreeNode method) ERROR() (in module openasce.inference.tree.utils) estimate() (openasce.inference.graph_inference.GraphInferModel method) (openasce.inference.GraphInferModel method) (openasce.inference.inference_model.InferenceModel method) (openasce.inference.learner.DML method) (openasce.inference.learner.dml.DML method) (openasce.inference.learner.DRLearner method) (openasce.inference.learner.drlearner.DRLearner method) (openasce.inference.learner.metalearners.SLearner method) (openasce.inference.learner.metalearners.TLearner method) (openasce.inference.learner.metalearners.XLearner method) (openasce.inference.learner.SLearner method) (openasce.inference.learner.TLearner method) (openasce.inference.learner.XLearner method) (openasce.inference.t_model.TModel method) (openasce.inference.TModel method) (openasce.inference.tree.tree_node.CausalTreeNode method) (openasce.inference.tree.tree_node.GradientCausalTreeNode method)

estimate_by_hist() (openasce.inference.tree.tree_node.CausalTreeNode method) export() (openasce.inference.tree.gradient_causal_tree.GradientDebiasedCausalTree method) (openasce.inference.tree.gradient_causal_tree.GradientDiDCausalTree method)

F

FAIRCODebiasModel (class in openasce.extension.debias) (class in openasce.extension.debias.fairco) FATAL() (in module openasce.inference.tree.utils) fc1_l1_reg() (openasce.discovery.regression_discovery.notears_mlp.NotearsMLP method) fc1_to_adj() (openasce.discovery.regression_discovery.notears_mlp.NotearsMLP method) feature_columns (openasce.inference.tree.dataset.Dataset property) (openasce.inference.tree.dataset.PsudoDataset property) features (openasce.inference.tree.csv_dataset.CsvDataset property) (openasce.inference.tree.dataset.Dataset property) (openasce.inference.tree.dataset.PsudoDataset property) find_bin_parallel() (in module openasce.inference.tree.utils) fit() (openasce.discovery.CausalRegressionDiscovery method) (openasce.discovery.CausalSearchDiscovery method) (openasce.discovery.discovery.Discovery method) (openasce.discovery.regression_discovery.regression_discovery.CausalRegressionDiscovery method) (openasce.discovery.search_discovery.search_discovery.CausalSearchDiscovery method) (openasce.extension.debias_model.CausalDebiasModel method) (openasce.inference.graph_inference.GraphInferModel method) (openasce.inference.GraphInferModel method) (openasce.inference.inference_model.InferenceModel method) (openasce.inference.learner.DML method) (openasce.inference.learner.dml.DML method) (openasce.inference.learner.DRLearner method) (openasce.inference.learner.drlearner.DRLearner method) (openasce.inference.learner.metalearners.SLearner method) (openasce.inference.learner.metalearners.TLearner method) (openasce.inference.learner.metalearners.XLearner method) (openasce.inference.learner.SLearner method) (openasce.inference.learner.TLearner method) (openasce.inference.learner.XLearner method) (openasce.inference.t_model.TModel method) (openasce.inference.TModel method) (openasce.inference.tree.bin.BinMapper method) (openasce.inference.tree.boosting.Boosting method) (openasce.inference.tree.didtree.DifferenceInDifferencesRegressionTree method) (openasce.inference.tree.DifferenceInDifferencesRegressionTree method) (openasce.inference.tree.gbct.GradientBoostingCausalRegressionTree method) (openasce.inference.tree.gbct.GradientBoostingUpliftTree method) (openasce.inference.tree.gradient_causal_tree.GradientDebiasedCausalTree method) (openasce.inference.tree.GradientBoostingCausalRegressionTree method) (openasce.inference.tree.GradientBoostingUpliftTree method)

fit_dataset() (openasce.inference.tree.bin.BinMapper method) fit_transform() (openasce.inference.tree.bin.BinMapper method) FMLayer (class in openasce.extension.debias.common.utils) forward() (openasce.discovery.regression_discovery.locally_connected.LocallyConnected method) (openasce.discovery.regression_discovery.notears_mlp.NotearsMLP method) (openasce.discovery.regression_discovery.trace_expm.TraceExpm static method) (openasce.extension.debias.cfr.CFRModel method) (openasce.extension.debias.CFRModel method) (openasce.extension.debias.debias_ips.IPSDebiasModel method) (openasce.extension.debias.dice.DICEDebiasModel method) (openasce.extension.debias.DICEDebiasModel method) (openasce.extension.debias.dmbr.DMBRDebiasModel method) (openasce.extension.debias.DMBRDebiasModel method) (openasce.extension.debias.doubly_robust.DRDebiasModel method) (openasce.extension.debias.DRDebiasModel method) (openasce.extension.debias.fairco.FAIRCODebiasModel method) (openasce.extension.debias.FAIRCODebiasModel method) (openasce.extension.debias.IPSDebiasModel method) (openasce.extension.debias.ipw.IPWDebiasModel method) (openasce.extension.debias.IPWDebiasModel method) (openasce.extension.debias.macr.MACRDebiasModel method) (openasce.extension.debias.MACRDebiasModel method) (openasce.extension.debias.pda.PDADebiasModel method) (openasce.extension.debias.PDADebiasModel method) (openasce.inference.t_model.TModel method) (openasce.inference.TModel method)

G

gbct_splitting_losses() (in module openasce.inference.tree.splitting_losses) get_class() (in module openasce.inference.tree.reflect_utils) get_class_defined_in_module() (in module openasce.inference.tree.reflect_utils) get_config() (openasce.extension.debias.common.utils.DNNLayer method) get_object_defined_in_module() (in module openasce.inference.tree.reflect_utils) get_optimizer() (openasce.extension.debias.cfr.CFRModel method) (openasce.extension.debias.CFRModel method) (openasce.extension.debias.debias_ips.IPSDebiasModel method) (openasce.extension.debias.dice.DICEDebiasModel method) (openasce.extension.debias.DICEDebiasModel method) (openasce.extension.debias.dmbr.DMBRDebiasModel method) (openasce.extension.debias.DMBRDebiasModel method) (openasce.extension.debias.doubly_robust.DRDebiasModel method) (openasce.extension.debias.DRDebiasModel method) (openasce.extension.debias.fairco.FAIRCODebiasModel method) (openasce.extension.debias.FAIRCODebiasModel method) (openasce.extension.debias.IPSDebiasModel method) (openasce.extension.debias.ipw.IPWDebiasModel method) (openasce.extension.debias.IPWDebiasModel method) (openasce.extension.debias.macr.MACRDebiasModel method) (openasce.extension.debias.MACRDebiasModel method) (openasce.extension.debias.pda.PDADebiasModel method) (openasce.extension.debias.PDADebiasModel method) (openasce.inference.t_model.TModel method) (openasce.inference.TModel method) get_result() (openasce.attribution.Attribution method) (openasce.attribution.attribution_model.Attribution method) (openasce.discovery.CausalRegressionDiscovery method) (openasce.discovery.CausalSearchDiscovery method) (openasce.discovery.discovery.Discovery method) (openasce.discovery.regression_discovery.regression_discovery.CausalRegressionDiscovery method) (openasce.discovery.search_discovery.search_discovery.CausalSearchDiscovery method) (openasce.extension.debias_model.CausalDebiasModel method) (openasce.inference.graph_inference.GraphInferModel method) (openasce.inference.GraphInferModel method) (openasce.inference.inference_model.InferenceModel method)

get_score_deviation() (openasce.discovery.graph_node_form.GraphNodeForm method) get_score_value() (openasce.discovery.graph_node_form.GraphNodeForm method) gradient() (openasce.inference.tree.losses.BinaryCrossEntropy method) (openasce.inference.tree.losses.GradLoss method) (openasce.inference.tree.losses.MeanSquaredError method) GradientBoostingCausalRegressionTree (class in openasce.inference.tree) (class in openasce.inference.tree.gbct) GradientBoostingUpliftTree (class in openasce.inference.tree) (class in openasce.inference.tree.gbct) GradientCausalTreeNode (class in openasce.inference.tree.tree_node) GradientDebiasedCausalTree (class in openasce.inference.tree.gradient_causal_tree) GradientDiDCausalTree (class in openasce.inference.tree.gradient_causal_tree) gradients() (openasce.inference.tree.gradient_causal_tree.GradientDebiasedCausalTree method) (openasce.inference.tree.losses.BinaryCrossEntropy method) (openasce.inference.tree.losses.GradLoss method) (openasce.inference.tree.losses.MeanSquaredError method) GradLoss (class in openasce.inference.tree.losses) graph (openasce.inference.graph_inference.GraphInferModel attribute) (openasce.inference.graph_inference.GraphInferModel property) (openasce.inference.GraphInferModel attribute) (openasce.inference.GraphInferModel property) GraphInferModel (class in openasce.inference) (class in openasce.inference.graph_inference) GraphNodeForm (class in openasce.discovery.graph_node_form) groupby() (in module openasce.inference.tree.utils)

H

h_func() (openasce.discovery.regression_discovery.notears_mlp.NotearsMLP method) hessian() (openasce.inference.tree.losses.BinaryCrossEntropy method) (openasce.inference.tree.losses.GradLoss method) (openasce.inference.tree.losses.MeanSquaredError method)

Histogram (class in openasce.inference.tree.histogram)

I

index() (openasce.discovery.graph_node_form.GraphNodeForm method) indexbyarray() (in module openasce.inference.tree.utils) InferenceModel (class in openasce.inference.inference_model) inferencer (openasce.attribution.Attribution property) (openasce.attribution.attribution_model.Attribution property) INFO() (in module openasce.inference.tree.utils) info() (openasce.version.VersionInfo method) init_custom_logger() (in module openasce.utils.logger)

init_logger() (in module openasce.inference.tree.utils) inverse_transform() (openasce.inference.tree.bin.BinMapper method) IPSDebiasModel (class in openasce.extension.debias) (class in openasce.extension.debias.debias_ips) IPWDebiasModel (class in openasce.extension.debias) (class in openasce.extension.debias.ipw) is_cyclic() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) is_fit (openasce.inference.tree.bin.BinMapper property)

K

k2() (openasce.discovery.search_discovery.search_strategy.Strategy method)

L

l2_reg() (openasce.discovery.regression_discovery.notears_mlp.NotearsMLP method) label_name (openasce.attribution.Attribution property) (openasce.attribution.attribution_model.Attribution property) (openasce.inference.graph_inference.GraphInferModel attribute) (openasce.inference.graph_inference.GraphInferModel property) (openasce.inference.GraphInferModel attribute) (openasce.inference.GraphInferModel property) label_value (openasce.attribution.Attribution property) (openasce.attribution.attribution_model.Attribution property) LABEL_VALUE (openasce.inference.inference_model.InferenceModel attribute) launch() (openasce.core.runtime.Runtime method) LBFGSBOptimizer (class in openasce.discovery.regression_discovery.lbfgsb_optimizer) list_to_array() (in module openasce.inference.tree.utils) load() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) LocallyConnected (class in openasce.discovery.regression_discovery.locally_connected) log_instance (openasce.utils.logger.openasceLogger attribute) log_once (openasce.version.VersionInfo attribute) Loss (class in openasce.inference.tree.losses) loss() (openasce.extension.debias.cfr.CFRModel method) (openasce.extension.debias.CFRModel method) (openasce.extension.debias.debias_ips.IPSDebiasModel method) (openasce.extension.debias.dice.DICEDebiasModel method) (openasce.extension.debias.DICEDebiasModel method) (openasce.extension.debias.dmbr.DMBRDebiasModel method) (openasce.extension.debias.DMBRDebiasModel method) (openasce.extension.debias.doubly_robust.DRDebiasModel method) (openasce.extension.debias.DRDebiasModel method) (openasce.extension.debias.fairco.FAIRCODebiasModel method) (openasce.extension.debias.FAIRCODebiasModel method) (openasce.extension.debias.IPSDebiasModel method) (openasce.extension.debias.ipw.IPWDebiasModel method) (openasce.extension.debias.IPWDebiasModel method) (openasce.extension.debias.macr.MACRDebiasModel method) (openasce.extension.debias.MACRDebiasModel method) (openasce.extension.debias.pda.PDADebiasModel method) (openasce.extension.debias.PDADebiasModel method) (openasce.inference.t_model.TModel method) (openasce.inference.TModel method) (openasce.inference.tree.gradient_causal_tree.GradientDebiasedCausalTree method) (openasce.inference.tree.losses.BinaryCrossEntropy method) (openasce.inference.tree.losses.Loss method) (openasce.inference.tree.losses.MeanSquaredError method)

M

MACRDebiasModel (class in openasce.extension.debias) (class in openasce.extension.debias.macr) MeanSquaredError (class in openasce.inference.tree.losses) merge() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) mmd_rbf() (in module openasce.extension.debias.common.utils) module openasce openasce.attribution openasce.attribution.attribution_model openasce.core openasce.core.runtime openasce.discovery openasce.discovery.causal_graph openasce.discovery.discovery openasce.discovery.graph_node_form openasce.discovery.regression_discovery openasce.discovery.regression_discovery.lbfgsb_optimizer openasce.discovery.regression_discovery.locally_connected openasce.discovery.regression_discovery.notears_mlp openasce.discovery.regression_discovery.regression_discovery openasce.discovery.regression_discovery.regression_strategy openasce.discovery.regression_discovery.trace_expm openasce.discovery.search_discovery openasce.discovery.search_discovery.search_discovery openasce.discovery.search_discovery.search_strategy openasce.extension openasce.extension.debias openasce.extension.debias.cfr openasce.extension.debias.common openasce.extension.debias.common.utils openasce.extension.debias.debias_ips openasce.extension.debias.dice openasce.extension.debias.dmbr openasce.extension.debias.doubly_robust openasce.extension.debias.fairco openasce.extension.debias.ipw openasce.extension.debias.macr openasce.extension.debias.pda openasce.extension.debias_model openasce.inference openasce.inference.graph_inference openasce.inference.inference_model openasce.inference.learner openasce.inference.learner.dml openasce.inference.learner.drlearner openasce.inference.learner.metalearners openasce.inference.t_model openasce.inference.tree openasce.inference.tree.bin openasce.inference.tree.boosting openasce.inference.tree.cppnode openasce.inference.tree.csv_dataset openasce.inference.tree.dataset openasce.inference.tree.didtree openasce.inference.tree.gbct openasce.inference.tree.gradient_causal_tree openasce.inference.tree.histogram openasce.inference.tree.information openasce.inference.tree.losses openasce.inference.tree.reflect_utils openasce.inference.tree.splitting_losses openasce.inference.tree.tree_node openasce.inference.tree.utils openasce.utils openasce.utils.logger openasce.version

multiply_score_column() (openasce.discovery.graph_node_form.GraphNodeForm method) MultiTaskDNNModel (class in openasce.extension.debias.common.utils) mutate() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method)

N

names_init() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) new_instance() (in module openasce.inference.tree.reflect_utils) (openasce.inference.tree.csv_dataset.CsvDataset static method) (openasce.inference.tree.dataset.Dataset static method) (openasce.inference.tree.histogram.Histogram class method) (openasce.inference.tree.losses.Loss static method)

node_names (openasce.discovery.discovery.Discovery attribute) (openasce.discovery.discovery.Discovery property) NotearsMLP (class in openasce.discovery.regression_discovery.notears_mlp) num_save() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method)

O

openasce module openasce.attribution module openasce.attribution.attribution_model module openasce.core module openasce.core.runtime module openasce.discovery module openasce.discovery.causal_graph module openasce.discovery.discovery module openasce.discovery.graph_node_form module openasce.discovery.regression_discovery module openasce.discovery.regression_discovery.lbfgsb_optimizer module openasce.discovery.regression_discovery.locally_connected module openasce.discovery.regression_discovery.notears_mlp module openasce.discovery.regression_discovery.regression_discovery module openasce.discovery.regression_discovery.regression_strategy module openasce.discovery.regression_discovery.trace_expm module openasce.discovery.search_discovery module openasce.discovery.search_discovery.search_discovery module openasce.discovery.search_discovery.search_strategy module openasce.extension module openasce.extension.debias module openasce.extension.debias.cfr module openasce.extension.debias.common module openasce.extension.debias.common.utils module openasce.extension.debias.debias_ips module openasce.extension.debias.dice module openasce.extension.debias.dmbr module openasce.extension.debias.doubly_robust module openasce.extension.debias.fairco module openasce.extension.debias.ipw module openasce.extension.debias.macr module

openasce.extension.debias.pda module openasce.extension.debias_model module openasce.inference module openasce.inference.graph_inference module openasce.inference.inference_model module openasce.inference.learner module openasce.inference.learner.dml module openasce.inference.learner.drlearner module openasce.inference.learner.metalearners module openasce.inference.t_model module openasce.inference.tree module openasce.inference.tree.bin module openasce.inference.tree.boosting module openasce.inference.tree.cppnode module openasce.inference.tree.csv_dataset module openasce.inference.tree.dataset module openasce.inference.tree.didtree module openasce.inference.tree.gbct module openasce.inference.tree.gradient_causal_tree module openasce.inference.tree.histogram module openasce.inference.tree.information module openasce.inference.tree.losses module openasce.inference.tree.reflect_utils module openasce.inference.tree.splitting_losses module openasce.inference.tree.tree_node module openasce.inference.tree.utils module openasce.utils module openasce.utils.logger module openasce.version module openasceLogger (class in openasce.utils.logger) output() (openasce.inference.graph_inference.GraphInferModel method) (openasce.inference.GraphInferModel method) (openasce.inference.inference_model.InferenceModel method)

P

parents_exclude() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) PDADebiasModel (class in openasce.extension.debias) (class in openasce.extension.debias.pda) pdist2sq() (in module openasce.extension.debias.common.utils) postprocess() (openasce.inference.tree.boosting.Boosting method) (openasce.inference.tree.gradient_causal_tree.GradientDebiasedCausalTree method) predict() (in module openasce.inference.tree.cppnode) (openasce.extension.debias_model.CausalDebiasModel method) (openasce.inference.tree.boosting.Boosting method) (openasce.inference.tree.didtree.DifferenceInDifferencesRegressionTree method) (openasce.inference.tree.DifferenceInDifferencesRegressionTree method) (openasce.inference.tree.gbct.GradientBoostingCausalRegressionTree method) (openasce.inference.tree.gbct.GradientBoostingUpliftTree method) (openasce.inference.tree.gradient_causal_tree.GradientDebiasedCausalTree method) (openasce.inference.tree.gradient_causal_tree.GradientDiDCausalTree method) (openasce.inference.tree.GradientBoostingCausalRegressionTree method) (openasce.inference.tree.GradientBoostingUpliftTree method)

preprocess() (openasce.inference.tree.boosting.Boosting method) (openasce.inference.tree.gradient_causal_tree.GradientDebiasedCausalTree method) (openasce.inference.tree.gradient_causal_tree.GradientDiDCausalTree method) PsudoDataset (class in openasce.inference.tree.dataset)

R

random_init() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) random_merge() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) read() (openasce.inference.tree.csv_dataset.CsvDataset method) (openasce.inference.tree.dataset.Dataset method) remove_edge() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method)

remove_extra_parents() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) reset_parameters() (openasce.discovery.regression_discovery.locally_connected.LocallyConnected method) run() (openasce.discovery.regression_discovery.regression_strategy.Strategy method) (openasce.discovery.search_discovery.search_strategy.Strategy method) Runtime (class in openasce.core.runtime)

S

save() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) score() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) score_column_index (openasce.discovery.graph_node_form.GraphNodeForm property) SCORE_COLUMN_NAME (openasce.discovery.graph_node_form.GraphNodeForm attribute) score_node() (openasce.discovery.causal_graph.CausalGraph method) (openasce.discovery.CausalGraph method) set_flag_zero() (openasce.discovery.graph_node_form.GraphNodeForm method) set_groupby_sum() (openasce.discovery.graph_node_form.GraphNodeForm method) set_log_level_cpp() (in module openasce.inference.tree.utils) set_norm() (openasce.discovery.graph_node_form.GraphNodeForm method) sigmoid() (in module openasce.inference.tree.losses)

size (openasce.discovery.graph_node_form.GraphNodeForm property) SLearner (class in openasce.inference.learner) (class in openasce.inference.learner.metalearners) sort_by_column() (openasce.discovery.graph_node_form.GraphNodeForm method) split() (openasce.inference.tree.gradient_causal_tree.GradientDebiasedCausalTree method) (openasce.inference.tree.gradient_causal_tree.GradientDiDCausalTree method) split_counts() (openasce.inference.tree.boosting.Boosting method) squared_loss() (in module openasce.discovery.regression_discovery.regression_strategy) step() (openasce.discovery.regression_discovery.lbfgsb_optimizer.LBFGSBOptimizer method) Strategy (class in openasce.discovery.regression_discovery.regression_strategy) (class in openasce.discovery.search_discovery.search_strategy) sub_dataset() (openasce.inference.tree.csv_dataset.CsvDataset method) (openasce.inference.tree.dataset.Dataset method) (openasce.inference.tree.dataset.PsudoDataset method)

T

t_or_f() (in module openasce.inference.tree.utils) targets (openasce.inference.tree.csv_dataset.CsvDataset property) (openasce.inference.tree.dataset.Dataset property) (openasce.inference.tree.dataset.PsudoDataset property) TLearner (class in openasce.inference.learner) (class in openasce.inference.learner.metalearners) TModel (class in openasce.inference) (class in openasce.inference.t_model) to_row_major() (in module openasce.inference.tree.utils) todo() (openasce.core.runtime.Runtime method) (openasce.inference.learner.DML method) (openasce.inference.learner.dml.DML method) (openasce.inference.learner.DRLearner method) (openasce.inference.learner.drlearner.DRLearner method) (openasce.inference.learner.metalearners.SLearner method) (openasce.inference.learner.metalearners.TLearner method) (openasce.inference.learner.metalearners.XLearner method) (openasce.inference.learner.SLearner method) (openasce.inference.learner.TLearner method) (openasce.inference.learner.XLearner method) tr_val() (openasce.inference.tree.boosting.Boosting method) TRACE() (in module openasce.inference.tree.utils) TraceExpm (class in openasce.discovery.regression_discovery.trace_expm) trainable_variables (openasce.extension.debias.cfr.CFRModel property) (openasce.extension.debias.CFRModel property) (openasce.extension.debias.debias_ips.IPSDebiasModel property) (openasce.extension.debias.dice.DICEDebiasModel property) (openasce.extension.debias.DICEDebiasModel property) (openasce.extension.debias.dmbr.DMBRDebiasModel property) (openasce.extension.debias.DMBRDebiasModel property) (openasce.extension.debias.doubly_robust.DRDebiasModel property) (openasce.extension.debias.DRDebiasModel property) (openasce.extension.debias.fairco.FAIRCODebiasModel property) (openasce.extension.debias.FAIRCODebiasModel property) (openasce.extension.debias.IPSDebiasModel property) (openasce.extension.debias.ipw.IPWDebiasModel property) (openasce.extension.debias.IPWDebiasModel property) (openasce.extension.debias.macr.MACRDebiasModel property) (openasce.extension.debias.MACRDebiasModel property) (openasce.extension.debias.pda.PDADebiasModel property) (openasce.extension.debias.PDADebiasModel property) (openasce.inference.t_model.TModel property) (openasce.inference.TModel property)

transform() (openasce.inference.tree.bin.BinMapper method) treatment (openasce.inference.tree.csv_dataset.CsvDataset property) (openasce.inference.tree.dataset.Dataset property) (openasce.inference.tree.dataset.PsudoDataset property) treatment_name (openasce.attribution.Attribution property) (openasce.attribution.attribution_model.Attribution property) (openasce.inference.graph_inference.GraphInferModel attribute) (openasce.inference.graph_inference.GraphInferModel property) (openasce.inference.GraphInferModel attribute) (openasce.inference.GraphInferModel property) TREATMENT_VALUE (openasce.inference.inference_model.InferenceModel attribute)

U

update_histogram() (in module openasce.inference.tree.utils) update_histograms() (in module openasce.inference.tree.utils) update_hists() (openasce.inference.tree.histogram.Histogram method)

update_x_map() (in module openasce.inference.tree.utils) updater() (openasce.inference.tree.gradient_causal_tree.GradientDebiasedCausalTree method) (openasce.inference.tree.gradient_causal_tree.GradientDiDCausalTree method) upper_bounds (openasce.inference.tree.bin.BinMapper property)

V

value_bin_parallel() (in module openasce.inference.tree.utils)

VersionInfo (class in openasce.version)

W

WARN() (in module openasce.inference.tree.utils) weight (openasce.discovery.regression_discovery.locally_connected.LocallyConnected attribute) (openasce.inference.tree.csv_dataset.CsvDataset property) (openasce.inference.tree.dataset.PsudoDataset property)

X

XLearner (class in openasce.inference.learner) (class in openasce.inference.learner.metalearners)