lmtp VS tmle3mopttx

Compare lmtp vs tmle3mopttx and see what are their differences.

lmtp

:package: Non-parametric Causal Effects Based on Modified Treatment Policies :crystal_ball: (by nt-williams)
causal-inference nonparametric-statistics longitudinal-data Statistics Machine Learning robust-statistics targeted-learning censored-data stochastic-interventions survival-analysis modified-treatment-policy precision-medicine
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tmle3mopttx

🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention (by tlverse)
targeted-learning causal-inference Machine Learning optimal-individualized-treatment variable-importance categorical-treatment heterogeneous-effects
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lmtp tmle3mopttx
1 1
53 10
- -
5.2 0.0
7 days ago over 1 year ago
R R
GNU Affero General Public License v3.0 GNU General Public License v3.0 only
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lmtp

Posts with mentions or reviews of lmtp. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-09-12.
  • [Q] Should G-methods, IPTW always be used over traditional regression?
    4 projects | /r/statistics | 12 Sep 2021
    The tlverse/sl3 super learner library is much better integrated and a lot more powerful (a bit more complicated in the beginning but once you understand it, its great). LMTP has a separate branch that uses sl3: https://github.com/nt-williams/lmtp/tree/sl3-devel. To specify formulas is sl3, you just do Lrnr_glmnet$new(formula = ~ 1 + W + A + A*W), but make sure to download the "dev" version: devtools::install_github("tlverse/sl3", ref = "devel").

tmle3mopttx

Posts with mentions or reviews of tmle3mopttx. We have used some of these posts to build our list of alternatives and similar projects.

What are some alternatives?

When comparing lmtp and tmle3mopttx you can also consider the following projects:

causalglm - Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning

ParBayesianOptimization - Parallelizable Bayesian Optimization in R

sjPlot - sjPlot - Data Visualization for Statistics in Social Science

vip - Variable Importance Plots (VIPs)

MicrobiomeStat - Track, Analyze, Visualize: Unravel Your Microbiome's Temporal Pattern with MicrobiomeStat

textfeatures - 👷‍♂️ A simple package for extracting useful features from character objects 👷‍♀️

hermiter - Efficient Sequential and Batch Estimation of Univariate and Bivariate Probability Density Functions and Cumulative Distribution Functions along with Quantiles (Univariate) and Nonparametric Correlation (Bivariate)

hal9001 - 🤠 📿 The Highly Adaptive Lasso

lmtp vs causalglm tmle3mopttx vs ParBayesianOptimization lmtp vs sjPlot tmle3mopttx vs vip lmtp vs MicrobiomeStat tmle3mopttx vs textfeatures lmtp vs vip tmle3mopttx vs causalglm lmtp vs hermiter lmtp vs hal9001