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DistributionIV (version 0.1.2)

Distributional Instrumental Variable (DIV) Model

Description

Distributional instrumental variable (DIV) model for estimation of the interventional distribution of the outcome Y under a do-intervention on the treatment X. Instruments, predictors and targets can be univariate or multivariate. Functionality includes estimation of the (conditional) interventional mean and quantiles, as well as sampling from the fitted (conditional) interventional distribution.

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Version

Install

install.packages('DistributionIV')

Monthly Downloads

454

Version

0.1.2

License

MIT + file LICENSE

Maintainer

Anastasiia Holovchak

Last Published

June 27th, 2025

Functions in DistributionIV (0.1.2)

energylossbeta

Energy Loss Calculation with Beta Scaling
print.DIV

Print Function for a DIV Model Object
div

Distributional IV Model Function
predict.DIV

Prediction Function for a DIV Model Object
dftomat

Convert Data Frame to Numeric Matrix
energyloss

Energy Loss Calculation
divfit

Distributional IV Model Fit Function
check_input

Check and Preprocess Input Data
nn_model

Define a Stochastic Generative Neural Network Model with Noise at Input Layer