A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data

VD Calhoun, J Liu, T Adalı - Neuroimage, 2009 - Elsevier
Independent component analysis (ICA) has become an increasingly utilized approach for
analyzing brain imaging data. In contrast to the widely used general linear model (GLM) that …

Feature-based fusion of medical imaging data

VD Calhoun, T Adali - IEEE Transactions on Information …, 2008 - ieeexplore.ieee.org
The acquisition of multiple brain imaging types for a given study is a very common practice.
There have been a number of approaches proposed for combining or fusing multitask or …

A statistically motivated framework for simulation of stochastic data fusion models applied to multimodal neuroimaging

RF Silva, SM Plis, T Adalı, VD Calhoun - NeuroImage, 2014 - Elsevier
Multimodal fusion is becoming more common as it proves to be a powerful approach to
identify complementary information from multimodal datasets. However, simulation of joint …

How to integrate data from multiple biological layers in mental health?

RF Silva, SM Plis - Personalized psychiatry: big data analytics in mental …, 2019 - Springer
Integrating information from multiple biological layers is a key approach to unraveling the
complexities of the human brain, with its multiple overlapping structural and functional …

A Multi-dimensional Joint ICA Model with Gaussian Copula

O Agcaoglu, RF Silva, D Alacam, V Calhoun - International Conference on …, 2023 - Springer
Different imaging modalities can provide complementary information and fusing those can
leverage their unique views into the brain. Independent component analysis (ICA) and its …

Fusion of EEG and fMRI by Parallel Group ICA

VD Calhoun, T Eichele - Simultaneous EEG and fMRI, 2010 - books.google.com
Independent component analysis (ICA) is increasingly utilized as a tool for evaluating the
hidden spatiotemporal structure contained within brain imaging data. In this chapter, we first …

Multidataset Independent Subspace Analysis: A Framework for Analysis of Multimodal, Multi-subject Brain Imaging Data

RF Silva - 2017 - search.proquest.com
Mental illnesses are serious disorders of the brain that have devastating effects on
individuals and society. In addition to their disabling and impairing effects, mental illnesses …