reset_rMIDAS_env

<p>Resets the configuration for the rMIDAS package by deleting the configuration file.
Once the configuration is reset, it is necessary to restart the R session
and then load the rMIDAS package once more.</p>

A tool for multiply imputing missing data using 'MIDAS', a deep learning method based on denoising autoencoder neural networks (see Lall and Robinson, 2022; <doi:10.1017/pan.2020.49>). This algorithm offers significant accuracy and efficiency advantages over other multiple imputation strategies, particularly when applied to large datasets with complex features. Alongside interfacing with 'Python' to run the core algorithm, this package contains functions for processing data before and after model training, running imputation model diagnostics, generating multiple completed datasets, and estimating regression models on these datasets. For more information see Lall and Robinson (2023) <doi:10.18637/jss.v107.i09>.

Thomas Robinson

rMIDAS

Multiple Imputation with Denoising Autoencoders

Ranjit Lall

Alex Stenlake

Elviss Dvinskis

reset_rMIDAS_env function

Reset the rMIDAS Environment Configuration — reset_rMIDAS_env

Reset the rMIDAS Environment Configuration

reset_rMIDAS_env: Reset the rMIDAS Environment Configuration

Description

Usage

Arguments

Value