What Mental States? Exploring How Dimensionality Reduction Might Contribute to the Refinement of Cognitive Models
author:
Kenneth Whang,
National Science Foundation
Description
Questions in cognitive neuroscience are often framed in terms of correspondences
between known types: How is brain state X related to cognitive state Y? What are the
correlations or mappings between particular structures and functions? Such framings are
well suited for confirmatory testing of coarse-grained hypotheses. They are not
necessarily informative, however, for the purpose of exploring finer physical and
functional structure. To the contrary, physical states are typically aggregated over
anatomical regions of interest, while tasks are designed to optimize one or a few
functional contrasts of interest rather than to cover a fuller behavioral or cognitive range.
Categories
Top: Computer Science: Image Analysis: fMRI - AnalysisTop: Computer Science: Machine Learning: Preprocessing
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