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stat.ML2018★ 17 cited
Finding the needle in high-dimensional haystack: A tutorial on canonical correlation analysis
Hao-Ting Wang, Jonathan Smallwood, Janaina Mourao-Miranda +4
Since the beginning of the 21st century, the size, breadth, and granularity of data in biology and medicine has grown rapidly. In the example of neuroscience, studies with thousand…
stat.ML2018★ 16 cited
Interpreting weight maps in terms of cognitive or clinical neuroscience: nonsense?
Jessica Schrouff, Janaina Mourao-Miranda
Since machine learning models have been applied to neuroimaging data, researchers have drawn conclusions from the derived weight maps. In particular, weight maps of classifiers bet…