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Jared Huling's Projects

admm icon admm

Solving Statistical Optimization Problems Using the ADMM Algorithm

bigfastlm icon bigfastlm

A reimplementation of the fastLm function of RcppEigen for big.matrix objects for fast out-of-memory linear model fitting

ebw icon ebw

energy balancing weights

echo-mimiciii icon echo-mimiciii

Transthoracic echocardiography and mortality in sepsis: analysis of the MIMIC-III database

embeddings icon embeddings

Code for AMIA CRI 2016 paper "Learning Low-Dimensional Representations of Medical Concepts"

grf icon grf

Generalized Random Forests

hiersdr icon hiersdr

hierarchical sufficient dimension reduction

jcolors icon jcolors

A set of color palettes I like (or can at least tolerate)

lbfgspp icon lbfgspp

A header-only C++ library for L-BFGS algorithm

mowl icon mowl

outcome weighted learning for multiple treatments

mpersonalized icon mpersonalized

General Framework of Meta-analysis/Multiple Outcomes for Personalized Medicine

oem icon oem

Penalized least squares estimation using the Orthogonalizing EM (OEM) algorithm

ordinis icon ordinis

coordinate descent for penalized regression

orthogem.jl icon orthogem.jl

an extremely basic Julia implementation of the Orthogonalizing EM (OEM) algorithm for penalized regression

penreg icon penreg

An R package for estimation of various penalized regression models

personalized icon personalized

Methods for subgroup identification / personalized medicine / individualized treatment rules

personalized2part icon personalized2part

two part estimation of individualized treatment rules from semi-continuous outcomes

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