[HTML][HTML] A primer on pattern-based approaches to fMRI: principles, pitfalls, and perspectives

JD Haynes - Neuron, 2015 - cell.com
Human fMRI signals exhibit a spatial patterning that contains detailed information about a
person's mental states. Using classifiers it is possible to access this information and study …

Deconstructing multivariate decoding for the study of brain function

MN Hebart, CI Baker - Neuroimage, 2018 - Elsevier
Multivariate decoding methods were developed originally as tools to enable accurate
predictions in real-world applications. The realization that these methods can also be …

Representation, pattern information, and brain signatures: from neurons to neuroimaging

PA Kragel, L Koban, LF Barrett, TD Wager - Neuron, 2018 - cell.com
Human neuroimaging research has transitioned from map** local effects to develo**
predictive models of mental events that integrate information distributed across multiple …

Testing cognitive theories with multivariate pattern analysis of neuroimaging data

MV Peelen, PE Downing - Nature human behaviour, 2023 - nature.com
Multivariate pattern analysis (MVPA) has emerged as a powerful method for the analysis of
functional magnetic resonance imaging, electroencephalography and …

Decoding patterns of human brain activity

F Tong, MS Pratte - Annual review of psychology, 2012 - annualreviews.org
Considerable information about mental states can be decoded from noninvasive measures
of human brain activity. Analyses of brain activity patterns can reveal what a person is …

Distributed representations in memory: insights from functional brain imaging

J Rissman, AD Wagner - Annual review of psychology, 2012 - annualreviews.org
Forging new memories for facts and events, holding critical details in mind on a moment-to-
moment basis, and retrieving knowledge in the service of current goals all depend on a …

Multivoxel pattern analysis for FMRI data: a review

A Mahmoudi, S Takerkart, F Regragui… - … methods in medicine, 2012 - Wiley Online Library
Functional magnetic resonance imaging (fMRI) exploits blood‐oxygen‐level‐dependent
(BOLD) contrasts to map neural activity associated with a variety of brain functions including …

Skill learning strengthens cortical representations of motor sequences

T Wiestler, J Diedrichsen - elife, 2013 - elifesciences.org
Motor-skill learning can be accompanied by both increases and decreases in brain activity.
Increases may indicate neural recruitment, while decreases may imply that a region became …

Conceptual object representations in human anterior temporal cortex

MV Peelen, A Caramazza - Journal of Neuroscience, 2012 - jneurosci.org
Interaction with everyday objects requires the representation of conceptual object properties,
such as where and how an object is used. What are the neural mechanisms that support this …

The impact of ultra-high field MRI on cognitive and computational neuroimaging

F De Martino, E Yacoub, V Kemper, M Moerel… - Neuroimage, 2018 - Elsevier
The ability to measure functional brain responses non-invasively with ultra high field MRI (7
T and above) represents a unique opportunity in advancing our understanding of the human …