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Thus, it may still be possible to identify multivariate patterns that respond only to manipulations of pain or rejection, and thus demonstrate separate modifiability of the two processes within and across brain regions.
Factor analysis is a multivariate statistical method that yields the relationship between measured chemical variables by showing multivariate patterns that may help to classify the original data.
provide a means of detecting and quantifying truly multivariate patterns that arise out of the correlation structure of the variable set [6].
In factor FA, which is a multivariate statistical method, the general relationship between measured variables is highlighted by showing multivariate patterns that may help to classify the original data.
We also used partial least squares discriminant analysis (PLS-DA) to find multivariate patterns that differentiated the tissue types.
The criterion also rules out a single-process interpretation (for example, based on salience, arousal or general aversiveness) of the fMRI multivariate patterns that we observed within and across regions.
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We implemented a multivariate pattern analysis that provides a measure of neural pattern dissimilarity, by examining inter-item correlational dissimilarity of multivoxel activity patterns within each condition.
Each spatial pattern is treated as a unique variable, assessed individually and as in other multivariate techniques, only those patterns that fit the data are kept.
The null hypothesis is of no difference between the two multivariate patterns of scores, that is the subjects in the two laboratories do not differ in their responses to the stimuli.
High-dimensional analysis of this data revealed a hidden bias within the multivariate patterns of damage that will consistently distort lesion-deficit maps, displacing inferred critical regions from their true locations, in a manner opaque to replication.
Nevertheless, it has been shown using multivariate pattern analysis that pain-related brain activity can be classified and discriminated from other psychological states, suggesting a neural state for pain perception that is distinct from other sensory modalities and affective experiences (Yarkoni et al., 2011; Wager et al., 2013).
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