A Comparative Machine Learning Study of Connectivity-Based Biomarkers of Schizophrenia
V Shevchenko, RA Benn, R Scholz, W Wei… - bioRxiv, 2024 - biorxiv.org
Functional connectivity holds promise as a biomarker of psychiatric disorders. Yet, its high
dimensionality, combined with small sample sizes in clinical research, increases the risk of …
dimensionality, combined with small sample sizes in clinical research, increases the risk of …
Gamer in the scanner: Event-related analysis of fMRI activity during retro videogame play guided by automated annotations of game content
In recent years, videogames have gathered interest in cognitive neuroscience for their
potential to study cognition in dynamical and naturalistic contexts. Yet, inherent game …
potential to study cognition in dynamical and naturalistic contexts. Yet, inherent game …
Alignment of auditory artificial networks with massive individual fMRI brain data leads to generalizable improvements in brain encoding and downstream tasks
Artificial neural networks are emerging as key tools to model brain processes associated
with sound in auditory neuroscience. Most modelling works fit a single model with brain …
with sound in auditory neuroscience. Most modelling works fit a single model with brain …
A benchmark of individual auto-regressive models in a massive fMRI dataset
Dense functional magnetic resonance imaging datasets open new avenues to create auto-
regressive models of brain activity. Individual idiosyncrasies are obscured by group models …
regressive models of brain activity. Individual idiosyncrasies are obscured by group models …
Joint subject-identification and task-decoding from inferred functional brain graphs via a multi-task neural network
Functional connectivity (FC) between brain regions as manifested via fMRI entails
signatures that can be used to identify individuals and decode cognitive tasks. In this work …
signatures that can be used to identify individuals and decode cognitive tasks. In this work …
Understanding Cognitive and Psychopathological Variability: The Role of Individual Differences in Machine Learning Applications
AG Porter - 2024 - search.proquest.com
The study of psychiatric disorders often involves tracking changes in brain function as it
relates to symptoms. While research has found significant differences in functional network …
relates to symptoms. While research has found significant differences in functional network …