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[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 …
person's mental states. Using classifiers it is possible to access this information and study …
Deconstructing multivariate decoding for the study of brain function
Multivariate decoding methods were developed originally as tools to enable accurate
predictions in real-world applications. The realization that these methods can also be …
predictions in real-world applications. The realization that these methods can also be …
Representation, pattern information, and brain signatures: from neurons to neuroimaging
Human neuroimaging research has transitioned from map** local effects to develo**
predictive models of mental events that integrate information distributed across multiple …
predictive models of mental events that integrate information distributed across multiple …
Testing cognitive theories with multivariate pattern analysis of neuroimaging data
Multivariate pattern analysis (MVPA) has emerged as a powerful method for the analysis of
functional magnetic resonance imaging, electroencephalography and …
functional magnetic resonance imaging, electroencephalography and …
Decoding patterns of human brain activity
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 …
of human brain activity. Analyses of brain activity patterns can reveal what a person is …
Distributed representations in memory: insights from functional brain imaging
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 …
moment basis, and retrieving knowledge in the service of current goals all depend on a …
Multivoxel pattern analysis for FMRI data: a review
Functional magnetic resonance imaging (fMRI) exploits blood‐oxygen‐level‐dependent
(BOLD) contrasts to map neural activity associated with a variety of brain functions including …
(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 …
Increases may indicate neural recruitment, while decreases may imply that a region became …
Conceptual object representations in human anterior temporal cortex
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 …
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
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 …
T and above) represents a unique opportunity in advancing our understanding of the human …