Skip to content

Latest commit

 

History

1 Commit

Folders and files

NameName
Last commit message
Last commit date
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Multimodal Independent Vector Analysis

This repository contains code for the paper: A Method for Multimodal IVA Fusion Within a MISA Unified Model Reveals Markers of Age, Sex, Cognition, and Schizophrenia in Large Neuroimaging Studies

Note that you would need to clone MISA repository under MMIVA folder.

git clone https://github.com/trendscenter/MMIVA.git
cd MMIVA
git clone https://github.com/rsilva8/MISA.git

UK Biobank Data

MMIVA

runMMIVA_C030_regSite_N2907.m

MANCOVA

runStats_UKB_MIVA2step_wICApre_preregSite_C030_N2907.m

Patient Data

MMIVA

GICA initialization: runMMIVA_allHCSZ.m, runMMIVA_allHCSZ_preregSite.m

UKB initialization: runMMIVA_allHCSZ_w_init.m, runMMIVA_allHCSZ_w_initUKB2907_preregSite.m

MANCOVA

GICA initialization: runStats_HCSZ_preregSite_C030_gicainit.m

UKB initialization: runStats_HCSZ_preregSite_C030_ukbinit.m

Reference

If you find this repository useful, please cite the following paper:

@article{https://doi.org/10.1002/hbm.70037,
author = {Silva, Rogers F. and Damaraju, Eswar and Li, Xinhui and Kochunov, Peter and Ford, Judith M. and Mathalon, Daniel H. and Turner, Jessica A. and van Erp, Theo G. M. and Adali, Tulay and Calhoun, Vince D.},
title = {A Method for Multimodal IVA Fusion Within a MISA Unified Model Reveals Markers of Age, Sex, Cognition, and Schizophrenia in Large Neuroimaging Studies},
journal = {Human Brain Mapping},
volume = {45},
number = {17},
pages = {e70037},
doi = {https://doi.org/10.1002/hbm.70037},
url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/hbm.70037},
eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1002/hbm.70037},
year = {2024}
}

About

No description, website, or topics provided.

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages