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Research

Explore advanced research notebooks and benchmarks using Causalis.

Data Generation Process RCT

DGP generate_classic_rct_26

DGP generate_classic_rct_26

Math of gold GDP for Classic RCT scenario. Outcome is conversion. Tree binary confounders with linear effect on outcome

DGP classic_rct_gamma_26

DGP classic_rct_gamma_26

Automated conversion of classic_rct_gamma_26.ipynb

generate_cuped_tweedie_26

generate_cuped_tweedie_26

Automated conversion of generate_cuped_tweedie_26.ipynb

generate_cuped_binary_26

generate_cuped_binary_26

Automated conversion of generate_cuped_binary.ipynb

Data Generation Process Observational

generate_obs_hte_26_rich()

generate_obs_hte_26_rich()

Automated conversion of generate_obs_hte_26_rich.ipynb

generate_obs_hte_binary_26()

generate_obs_hte_binary_26()

Automated conversion of generate_obs_hte_binary_26.ipynb

generate_multitreatment_gamma_26()

generate_multitreatment_gamma_26()

Automated conversion of generate_multitreatment_gamma_26.ipynb

generate_multitreatment_binary_26()

generate_multitreatment_binary_26()

Automated conversion of generate_multitreatment_binary_26.ipynb

Benchmarking

Compare Implementation of DML IRM in Causalis and DML IRM in DoubleML

Compare Implementation of DML IRM in Causalis and DML IRM in DoubleML

Automated conversion of doubleml_benchmark.ipynb

Benchmarking: DiffInMeans vs Scipy implementation

Benchmarking: DiffInMeans vs Scipy implementation

Automated conversion of benchmarking_diff_in_means.ipynb

Benchmark MultiTreatmentIRM vs DoubleML Multitreatment (APOS)

Benchmark MultiTreatmentIRM vs DoubleML Multitreatment (APOS)

Automated conversion of doubleml_multitreatment_benchmark.ipynb

Robustness check

Refutation of DML IRM inference

Refutation of DML IRM inference

Automated conversion of refutation_flow.ipynb

Refutation flow for multi-treatment IRM

Refutation flow for multi-treatment IRM

Automated conversion of refutation_flow_multi_unconfoundedness.ipynb