nt-williams
Senior Data Analyst @ Columbia University Mailman School of Public Health & free-lance statistics software developer
Columbia University
Pinned Repositories
imtp
:package: Incremental propensity score interventions as described in Nonparametric Causal Effects Based on Incremental Propensity Score Interventions (Kennedy, 2019)
adjrct
Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptions :pill:
cabinets
:package: for custom file structure templates accessible in R sessions outside the ones they were created in.
codebreak
A light weight codebook framework for R
covid19_data
Automated extraction and cleaning of COVID-19 data
lcmmtp
Longitudinal Mediation with Modified Treatment Policies
lmtp
:package: Non-parametric Causal Effects Based on Modified Treatment Policies :crystal_ball:
mlr3superlearner
Super learner fitting and prediction using mlr3
rxnorm
R interface to NLM RxNorm API to get drug names and class based on RxCUI
simul
:package: Simultaneous Confidence Bands Based on the Efficient Influence Function and Multiplier Bootstrap :books: :crystal_ball: :satellite:
nt-williams's Repositories
nt-williams/lmtp
:package: Non-parametric Causal Effects Based on Modified Treatment Policies :crystal_ball:
nt-williams/rxnorm
R interface to NLM RxNorm API to get drug names and class based on RxCUI
nt-williams/lcmmtp
Longitudinal Mediation with Modified Treatment Policies
nt-williams/adjrct
Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptions :pill:
nt-williams/codebreak
A light weight codebook framework for R
nt-williams/mlr3superlearner
Super learner fitting and prediction using mlr3
nt-williams/simul
:package: Simultaneous Confidence Bands Based on the Efficient Influence Function and Multiplier Bootstrap :books: :crystal_ball: :satellite:
nt-williams/lmtp-workshop
Workshop for LMTP at SER 2024
nt-williams/doesNPMatter
Simulations for "Does Nonparametric Matter?" paper. :computer:
nt-williams/advent-of-code
Advent of Code
nt-williams/HDmediation
Efficient, doubly-robust--and possibly transported--estimation of interventional (in)direct effects with high-dimensional mediators and mediator-outcome confounders.
nt-williams/lcm
Efficient and flexible causal mediation with longitudinal mediators, treatments, and confounders
nt-williams/lmtp-simulations
Code used for the simulation study in the paper "Non-parametric casual effects based on longitudinal modified treatment policies."
nt-williams/covid-RCT-covar
Simulation study evaluating what variables should be included as covariates in analyses for COVID-19 RCTs
nt-williams/medoutcon
:package: R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effects
nt-williams/aoc2021
Advent of Code 2021 in Julia
nt-williams/broom
Convert statistical analysis objects from R into tidy format
nt-williams/custom-SL
Custom SuperLearner wrappers
nt-williams/cv
CV in latex adapted from Dr. Geoff Boeing.
nt-williams/dcme
Mediation Effects with 2 Instrumental Variables
nt-williams/eif
nt-williams/GEE.jl
nt-williams/mlr3extralearners
Extra learners for use in mlr3.
nt-williams/mmtp
nt-williams/NDENIE-undermonotonicity
nt-williams/nt-williams
Hello, World ;-)
nt-williams/nt-williams.r-universe.dev
nt-williams/oud-optimal-rule
nt-williams/transport
nt-williams/WhatIf.jl
Code examples of "Causal Inference: What If" in Julia