dowhy：DoWhy是用于因果推断的Python库，它支持因果假设的显式建模和测试。 DoWhy基于用于因果推理的统一语言，结...
需积分: 49 130 浏览量
2021-02-04
17:06:26
上传
评论
收藏 2.75MB ZIP 举报
dowhy：DoWhy是用于因果推断的Python库，它支持因果假设的显式建模和测试。 DoWhy基于用于因果推理的统一语言，结合了因果图形模型和潜在结果框架 （151个子文件） 
.all-contributorsrc 2KB setup.cfg 42B simple_graph_example.dot 34B .gitignore 1KB simple_graph_example.gml 204B images 13B MANIFEST.in 117B dowhy_ranking_methods.ipynb 1.47MB DoWhy-The Causal Story Behind Hotel Booking Cancellations.ipynb 1.02MB dowhy-simple-iv-example.ipynb 1.02MB dowhy_refuter_notebook.ipynb 706KB dowhy_refutation_testing.ipynb 559KB dowhy_demo_dummy_outcome_refuter.ipynb 201KB dowhy_simple_example.ipynb 191KB tutorial-causalinference-machinelearning-using-dowhy-econml.ipynb 187KB load_graph_example.ipynb 130KB dowhy_confounder_example.ipynb 127KB dowhy_ihdp_data_example.ipynb 124KB dowhy-conditional-treatment-effects.ipynb 111KB dowhy_estimation_methods.ipynb 90KB dowhy_example_effect_of_memberrewards_program.ipynb 83KB dowhy_multiple_treatments.ipynb 76KB dowhy_mediation_analysis.ipynb 56KB lalonde_pandas_api.ipynb 53KB dowhy_causal_api.ipynb 44KB dowhy_twins_example.ipynb 41KB dowhy_lalonde_example.ipynb 24KB do_sampler_demo.ipynb 18KB LICENSE 1KB Makefile 1KB Makefile 708B Makefile 220B CONTRIBUTING.md 3KB
causality_ml_example_challenges.png 545KB dowhy-schematic.png 124KB real_vs_counterfactual_world.png 124KB supervised_ml_schematic.png 62KB regression_output.png 61KB regression_output.png 61KB causalinference_schematic.png 58KB do_barplot.png 3KB causal_estimator.py 42KB causal_identifier.py 34KB dummy_outcome_refuter.py 27KB add_unobserved_common_cause.py 22KB causal_graph.py 20KB causal_model.py 20KB datasets.py 17KB test_dummy_outcome_refuter.py 14KB causal_refuter.py 12KB two_stage_regression_estimator.py 11KB base.py 10KB test_pandas_do_api.py 10KB econml.py 8KB causal_data_frame.py 8KB bootstrap_refuter.py 8KB propensity_score_weighting_estimator.py 7KB do_sampler.py 7KB placebo_treatment_refuter.py 7KB test_econml_estimator.py 7KB base.py 6KB propensity_score.py 6KB conf.py 6KB test_bootstrap_refuter.py 6KB regression_estimator.py 6KB mcmc_sampler.py 6KB propensity_score_stratification_estimator.py 6KB test_causalml_estimator.py 6KB random_neural_network.py 6KB instrumental_variable_estimator.py 6KB causalml.py 5KB kernel_density_sampler.py 5KB test_add_unobserved_common_cause.py 5KB confounder_distribution_interpreter.py 4KB propensity_balance_interpreter.py 4KB quadratic_dgp.py 4KB cubic_dgp.py 4KB propensity_score_matching_estimator.py 4KB linear_dgp.py 3KB data_subset_refuter.py 3KB dgp.py 3KB test_notebooks.py 3KB propensity_score_estimator.py 2KB regression_discontinuity_estimator.py 2KB textual_effect_interpreter.py 2KB test_causal_model.py 2KB test_instrumental_variable_estimator.py 2KB linear_regression_estimator.py 2KB plotter.py 2KB weighting_sampler.py 2KB multivariate_weighting_sampler.py 2KB generalized_linear_model_estimator.py 2KB setup.py 2KB test_generalized_linear_model_estimator.py 2KB test_two_stage_regression_estimator.py 2KB test_propensity_score_weighting_estimator.py 2KB interpreter.py 2KB test_regression_discontinuity_estimator.py 2KB test_propensity_score_stratification_estimator.py 1KB test_propensity_score_matching_estimator.py 1KB共 151 条
- 1
- 2
资源评论
