survshap
SurvSHAP(t): Time-dependent explanations of machine learning survival models
File Explorer
- exp1_data_complex.csv
- exp1_data_exponential.csv
- exp1_data_non_td.csv
- exp1_data_weibull_td.csv
- exp2_dataset0.csv
- exp2_dataset0_test.csv
- exp2_dataset0_train.csv
- exp2_dataset1.csv
- exp2_dataset1_test.csv
- exp2_dataset1_train.csv
- exp3_heart_failure_dataset.csv
- exp1_complex.ipynb
- exp1_exponential.ipynb
- exp1_non_td.ipynb
- exp1_weibull.ipynb
- exp2.ipynb
- exp2_survlime_dataset0.ipynb
- exp2_survlime_dataset1.ipynb
- exp2_survnam_analysis.ipynb
- exp2_survnam_explanations.ipynb
- exp2_survshap_dataset0.ipynb
- exp2_survshap_dataset1.ipynb
- exp3.ipynb
- __init__.py
- data_utils.py
- metrics.py
- model.py
- __init__.py
- data_generation.R
- plots.R
- survlime.py
- exp1_brier_score.pdf
- exp1_error.pdf
- exp1_example_shap.pdf
- exp1_gt_shapley.pdf
- exp1_local_accuracy.pdf
- exp2_brier_score.pdf
- exp2_local_accuracy_rsf_dataset0.pdf
- exp2_rsf_orderings_dataset0.pdf
- exp2_rsf_orderings_dataset1.pdf
- exp3_brier_score.pdf
- exp3_cph_orderings.pdf
- exp3_example_1.pdf
- exp3_example_shap_2.pdf
- exp3_rsf_orderings.pdf
- exp1_complex_local_accuracy.csv
- exp1_complex_model_brier_score.csv
- exp1_corr.csv
- exp1_example_cph.csv
- exp1_example_norm_cph.csv
- exp1_example_norm_rsf.csv
- exp1_example_rsf.csv
- exp1_exponential_local_accuracy.csv
- exp1_exponential_model_brier_score.csv
- exp1_gt_shap_cph.csv
- exp1_gt_shap_rsf.csv
- exp1_non_td_local_accuracy.csv
- exp1_non_td_model_brier_score.csv
- exp1_shap_groundtruth_cph.csv
- exp1_shap_groundtruth_rsf.csv
- exp1_weibull_local_accuracy.csv
- exp1_weibull_model_brier_score.csv
- exp2_dataset0_model_brier_score.csv
- exp2_dataset1_model_brier_score.csv
- exp2_local_accuracy_cph_dataset0.csv
- exp2_local_accuracy_cph_dataset1.csv
- exp2_local_accuracy_rsf_dataset0.csv
- exp2_local_accuracy_rsf_dataset1.csv
- exp2_survlime_orderings_cph_dataset0.csv
- exp2_survlime_orderings_cph_dataset1.csv
- exp2_survlime_orderings_rsf_dataset0.csv
- exp2_survlime_orderings_rsf_dataset1.csv
- exp2_survshap_orderings_cph_dataset0.csv
- exp2_survshap_orderings_cph_dataset1.csv
- exp2_survshap_orderings_rsf_dataset0.csv
- exp2_survshap_orderings_rsf_dataset1.csv
- exp3_example_cph_2.csv
- exp3_example_rsf.csv
- exp3_example_rsf_2.csv
- exp3_example_rsf_agg.csv
- exp3_model_brier_score.csv
- exp3_survlime_orderings_cph.csv
- exp3_survlime_orderings_rsf.csv
- exp3_survshap_orderings_cph.csv
- exp3_survshap_orderings_rsf.csv
- survnam_explanations_dataset0_cph.csv
- survnam_explanations_dataset0_rsf.csv
- survnam_explanations_dataset1_cph.csv
- survnam_explanations_dataset1_rsf.csv
- __init__.py
- object.py
- plot.py
- utils.py
- __init__.py
- object.py
- plot.py
- utils.py
- __init__.py
- explainer.py
- LICENSE
- pyproject.toml
- README.md
- .gitignore
- diagram.png
- LICENSE
- ML_in_PL_slides.pdf
- README.md
# Use via CDN
jsDelivrjsDelivr serves any public GitHub repository as a CDN with zero setup. Pick a version and a file to get a ready-to-paste link and snippet.
Link
Example
Command Glossary
Commands referenced in this DOCs, explained below.
pip install
View Details ▼
pip install
Install Python packages.
pip install {{package1 package2 ...}}
Install one or more packages:
pip install {{package1 package2 ...}} {{[-U|--upgrade]}}
Upgrade all specified packages to the latest version, installing any that are not already present:
pip install {{package}}=={{version}}
Install a specific version of a package:
// repository documentation
Was this content helpful?
(0 ratings)