Videos tagged with fMRI - Analysis


What Mental States? Exploring How Dimensionality Reduction Might Contribute to the Refinement of Cognitive Models

What Mental States? Exploring How Dimensionality Reduction Might Contribute to the Refinement of Cognitive Models

Posted in Science

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 ...

Tags: Science, Lectures, Computer Science, Machine Learning, VideoLectures.Net, Image Analysis, fMRI - Analysis, Preprocessing



Hierarchical Gaussian Naive Bayes Classifier for Multiple-Subject fMRI Data

Hierarchical Gaussian Naive Bayes Classifier for Multiple-Subject fMRI Data

Posted in Science

The Gaussian Na¨?ve Bayes (GNB) [2] classifier has been successfully applied to fMRI data. However, it is not specifically designed to account for data from multiple subjects and is usually applied to data from a single subject (referred to as GNB-indiv). An extension to the GNB classifier has been proposed ([4], referred to as GNB-pooled), in which the data from all the subjects are combin...

Tags: Science, Lectures, Computer Science, Machine Learning, VideoLectures.Net, Gaussian Processes, Image Analysis, fMRI - Analysis