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DNNSIM (version 0.1.1)

Single-Index Neural Network for Skewed Heavy-Tailed Data

Description

Provides a deep neural network model with a monotonic increasing single index function tailored for periodontal disease studies. The residuals are assumed to follow a skewed T distribution, a skewed normal distribution, or a normal distribution. More details can be found at Liu, Huang, and Bai (2024) .

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Version

Install

install.packages('DNNSIM')

Monthly Downloads

125

Version

0.1.1

License

GPL (>= 3)

Maintainer

Qingyang Liu

Last Published

January 7th, 2025

Functions in DNNSIM (0.1.1)

DNNSIM

The 'DNNSIM' package.
DNN_model

Define and train the DNN-SIM model
data_simulation

Simulate data for the DNN-SIM model