Personalized Coupled Tensor Decomposition for Multimodal Data Fusion: Uniqueness and Algorithms

RA Borsoi, K Usevich, D Brie… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Coupled tensor decompositions (CTDs) perform data fusion by linking factors from different
datasets. Although many CTDs have been already proposed, current works do not address …

TGNet: tensor-based graph convolutional networks for multimodal brain network analysis

Z Kong, R Zhou, X Luo, S Zhao, AB Ragin, AD Leow… - BioData Mining, 2024 - Springer
Multimodal brain network analysis enables a comprehensive understanding of neurological
disorders by integrating information from multiple neuroimaging modalities. However …

[HTML][HTML] Independent Vector Analysis for Feature Extraction in Motor Imagery Classification

CPA Moraes, LH Dos Santos, DG Fantinato, A Neves… - Sensors, 2024 - mdpi.com
Independent vector analysis (IVA) can be viewed as an extension of independent
component analysis (ICA) to multiple datasets. It exploits the statistical dependency between …

Assessing Pediatric Cognitive Development via Multisensory Brain Imaging Analysis

I Belyaeva, YP Wang, TW Wilson… - 2024 32nd …, 2024 - ieeexplore.ieee.org
Adolescence is a special period between childhood and adulthood and constitutes a critical
developmental stage for humans. During adolescence, the brain processes various stimuli …