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Wilson Cai's Projects

adaptest icon adaptest

Data-adaptive testing under high-dimensions

cs280miniplaces icon cs280miniplaces

Homework 2 for Berkeley CS 280: our version of the MIT Mini Places challenge

h2o-tutorials icon h2o-tutorials

Tutorials and training material for the H2O Machine Learning Platform

moss icon moss

(Model One-Step Survival): one-step TMLE for survival curve

moss-simulation icon moss-simulation

Reproduce the simulations in Cai W, van der Laan MJ (2019+). One-step TMLE for time-to-event outcomes.

onestep.survival icon onestep.survival

Treatment-specific survival curve estimation via one-step TMLE algorithm

ph290-17spr icon ph290-17spr

PH290: Big Data for Biostatistics (UC Berkeley, Spring 2017)

ph295-lab icon ph295-lab

PB HLTH 295, Big Data Seminar (Fall 2016, UC Berkeley)

simulation_super_efficient_ate icon simulation_super_efficient_ate

Simulation of Benkeser D, Cai W, van der Laan MJ (2019+). A nonparametric super-efficient estimator of the average treatment effect.

sl3 icon sl3

💪🤓 🤔 Modern Super Learning using Pipelines

survtmle icon survtmle

Targeted Learning for Survival Analysis

thesis-masters-biostat icon thesis-masters-biostat

:black_nib: Biostatistics M.A. thesis: "Generalized application of empirical Bayes statistics to asymptotically linear parameters"

tmlebootstrap icon tmlebootstrap

bootstrap confidence intervals for Targeted Maximum Likelihood Estimators

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