SuperLearner: Super Learner Prediction

Canonical link: https://rscholar.com/pkg/SuperLearner

Eric Polley • Erin LeDell • Chris Kennedy • Sam Lendle • Mark van der Laan • View description and downloads View dependencies GitHub project

2011 Published

2.0-29 Version

0 Citations

5 Authors

Referenced by ⇅	Year
survtmle: Compute Targeted Minimum Loss-Based Estimates in Right-Censored Survival Settings (Version 1.1.1)	2017
concrete: Continuous-Time Competing Risks Estimation using Targeted Minimum Loss-Based Estimation (TMLE) (Version 1.0.5)	2023
AIPW: Augmented Inverse Probability Weighting (Version 0.6.3.2)	2021
CIMTx: Causal Inference for Multiple Treatments with a Binary Outcome (Version 1.2.0)	2020
CRE: Interpretable Discovery and Inference of Heterogeneous Treatment Effects (Version 0.2.7)	2022
CausalGPS: Matching on Generalized Propensity Scores with Continuous Exposures (Version 0.5.0)	2021
CausalMetaR: Causally Interpretable Meta-Analysis (Version 0.1.2)	2024
CompMix: A Comprehensive Toolkit for Environmental Mixtures Analysis ('CompMix') (Version 0.1.0)	2024
DRDRtest: A Nonparametric Doubly Robust Test for Continuous Treatment Effect (Version 0.1)	2021
DeepLearningCausal: Causal Inference with Super Learner and Deep Neural Networks (Version 0.0.104)	2024
EScvtmle: Experiment-Selector CV-TMLE for Integration of Observational and RCT Data (Version 0.0.2)	2022
GPCERF: Gaussian Processes for Estimating Causal Exposure Response Curves (Version 0.2.4)	2022
PSweight: Propensity Score Weighting for Causal Inference with Observational Studies and Randomized Trials (Version 1.2.0)	2020
RISCA: Causal Inference and Prediction in Cohort-Based Analyses (Version 1.0.5)	2020
Ricrt: Randomization Inference of Clustered Randomized Trials (Version 0.1.0)	2023
RobinCar: Robust Estimation and Inference in Covariate-Adaptive Randomization (Version 0.3.0)	2024
WeightIt: Weighting for Covariate Balance in Observational Studies (Version 1.3.1)	2017
amp: Statistical Test for the Multivariate Point Null Hypotheses (Version 1.0.0)	2022
causalweight: Estimation Methods for Causal Inference Based on Inverse Probability Weighting (Version 1.1.1)	2018
crossurr: Cross-Fitting for Doubly Robust Evaluation of High-Dimensional Surrogate Markers (Version 1.1.1)	2022
ctmle: Collaborative Targeted Maximum Likelihood Estimation (Version 0.1.2)	2017
drpop: Efficient and Doubly Robust Population Size Estimation (Version 0.0.3)	2021
drtmle: Doubly-Robust Nonparametric Estimation and Inference (Version 1.1.2)	2017
evalITR: Evaluating Individualized Treatment Rules (Version 1.0.0)	2020
flevr: Flexible, Ensemble-Based Variable Selection with Potentially Missing Data (Version 0.0.4)	2023
gKRLS: Generalized Kernel Regularized Least Squares (Version 1.0.3)	2023
hal9001: The Scalable Highly Adaptive Lasso (Version 0.4.6)	2020
lmtp: Non-Parametric Causal Effects of Feasible Interventions Based on Modified Treatment Policies (Version 1.4.0)	2020
ltmle: Longitudinal Targeted Maximum Likelihood Estimation (Version 1.3-0)	2015
medflex: Flexible Mediation Analysis Using Natural Effect Models (Version 0.6-10)	2014
nestedcv: Nested Cross-Validation with 'glmnet' and 'caret' (Version 0.7.10)	2022
nlpred: Estimators of Non-Linear Cross-Validated Risks Optimized for Small Samples (Version 1.0.1)	2019
polle: Policy Learning (Version 1.5)	2022
riskRegression: Risk Regression Models and Prediction Scores for Survival Analysis with Competing Risks (Version 2023.12.21)	2011
subsemble: An Ensemble Method for Combining Subset-Specific Algorithm Fits (Version 0.1.0)	2014
superMICE: SuperLearner Method for MICE (Version 1.1.1)	2022
survML: Flexible Estimation of Conditional Survival Functions Using Machine Learning (Version 1.1.0)	2023
targeted: Targeted Inference (Version 0.5)	2020
tehtuner: Fit and Tune Models to Detect Treatment Effect Heterogeneity (Version 0.3.0)	2022
tidyhte: Tidy Estimation of Heterogeneous Treatment Effects (Version 1.0.2)	2023
tmle: Targeted Maximum Likelihood Estimation (Version 2.0.1.1)	2012
vaccine: Statistical Tools for Immune Correlates Analysis of Vaccine Clinical Trial Data (Version 1.2.1)	2023
vglmer: Variational Inference for Hierarchical Generalized Linear Models (Version 1.0.5)	2022
vimp: Perform Inference on Algorithm-Agnostic Variable Importance (Version 2.3.3)	2018

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