The challenges and prospects of brain-based prediction of behaviour
Relating individual brain patterns to behaviour is fundamental in system neuroscience.
Recently, the predictive modelling approach has become increasingly popular, largely due …
Recently, the predictive modelling approach has become increasingly popular, largely due …
From exploration to exploitation: A shifting mental mode in late life development
Changes in cognition, affect, and brain function combine to promote a shift in the nature of
mentation in older adulthood, favoring exploitation of prior knowledge over exploratory …
mentation in older adulthood, favoring exploitation of prior knowledge over exploratory …
Leveraging machine learning for gaining neurobiological and nosological insights in psychiatric research
Much attention is currently devoted to developing diagnostic classifiers for mental disorders.
Complementing these efforts, we highlight the potential of machine learning to gain …
Complementing these efforts, we highlight the potential of machine learning to gain …
[HTML][HTML] Cross-cohort replicability and generalizability of connectivity-based psychometric prediction patterns
An increasing number of studies have investigated the relationships between inter-
individual variability in brain regions' connectivity and behavioral phenotypes, making use of …
individual variability in brain regions' connectivity and behavioral phenotypes, making use of …
Predicting executive functioning from functional brain connectivity: network specificity and age effects
Healthy aging is associated with altered executive functioning (EF). Earlier studies found
age-related differences in EF performance to be partially accounted for by changes in …
age-related differences in EF performance to be partially accounted for by changes in …
Prediction of cognitive performance differences in older age from multimodal neuroimaging data
C Krämer, J Stumme, L da Costa Campos, P Dellani… - Geroscience, 2024 - Springer
Differences in brain structure and functional and structural network architecture have been
found to partly explain cognitive performance differences in older ages. Thus, they may …
found to partly explain cognitive performance differences in older ages. Thus, they may …
Spectrotemporal content of human auditory working memory represented in functional connectivity patterns
Recent research suggests that working memory (WM), the mental sketchpad underlying
thinking and communication, is maintained by multiple regions throughout the brain …
thinking and communication, is maintained by multiple regions throughout the brain …
Is resting state fMRI better than individual characteristics at predicting cognition?
Abstract Changes in spontaneous brain activity at rest provide rich information about
behavior and cognition. The mathematical properties of resting-state functional magnetic …
behavior and cognition. The mathematical properties of resting-state functional magnetic …
Individual characteristics outperform resting-state fMRI for the prediction of behavioral phenotypes
A Omidvarnia, L Sasse, DI Larabi, F Raimondo… - Communications …, 2024 - nature.com
In this study, we aimed to compare imaging-based features of brain function, measured by
resting-state fMRI (rsfMRI), with individual characteristics such as age, gender, and total …
resting-state fMRI (rsfMRI), with individual characteristics such as age, gender, and total …
Classification and prediction of cognitive performance differences in older age based on brain network patterns using a machine learning approach
C Krämer, J Stumme, L da Costa Campos… - Network …, 2023 - direct.mit.edu
Age-related cognitive decline varies greatly in healthy older adults, which may partly be
explained by differences in the functional architecture of brain networks. Resting-state …
explained by differences in the functional architecture of brain networks. Resting-state …