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13 search results found

Variable Importance Plots (VIPs)

Explainable Machine Learning in Survival Analysis

Survshap ⭐ 65

SurvSHAP(t): Time-dependent explanations of machine learning survival models

🎯🎓 Generalized Targeted Learning Framework

Perform inference on algorithm-agnostic variable importance

Stability Selection with Error Control

📦 🎲 R/txshift: Efficient Estimation of the Causal Effects of Stochastic Interventions, with Corrections for Outcome-Dependent Sampling

Perform inference on algorithm-agnostic variable importance in Python

Tmle3shift ⭐ 11

🎯 🎲 Targeted Learning of the Causal Effects of Stochastic Interventions

Code for Variable Selection in Black Box Methods with RelATive cEntrality (RATE) Measures

Simulating Supervised Learning Data

Tmle3mopttx ⭐ 7

🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention

Supernova ⭐ 5

💫 🎯 Automatic identification of variable and interaction importance using basis functions and non-parametric estimation of interactions/effect modification using joint stochastic interventions.

Dimension Reduction Forests

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