Software

JNIRM

An R package for estimating the Joint Network and Item Response Model (JNIRM), integrating social network structures with item response data.

jlsm

An R package for estimating joint latent space models for social networks and multivariate attributes using a fast inference approach.

ABCModel

An R package for estimating the Attributes-informed Brain Connectivity Model (ABCModel), integrating brain connectivity with region-level attribute information.

Code: GitHub Repository

Tutorial: ABC Model Tutorial

Simulation Example: Example Files

Example Code: Code Examples

An R package implementing Latent Space-based Statistical Network Analysis (LatentSNA), a generative Bayesian framework for identifying imaging biomarkers and linking high-dimensional brain connectivity networks with behavioral and clinical outcomes.

Code: GitHub Repository

Tutorial: LatentSNA Tutorial

Simulation Example: Example Files

Example Code: R Code

Video Tutorial: Code Demo

Method Overview: Paper Summary

TauHeterogenity

Code for identifying subtypes from high-dimensional data, developed for characterizing spatial heterogeneity in tau-PET imaging and Alzheimer's disease.

GitHub

Visit the SWLab GitHub for additional software, code, tutorials, and research resources.