Higher Order Principal Components: Complexity and Applications
Microsoft
Higher Order Principal Components: Complexity and Applications
Standard Principal Components are directions that optimize second moments of a given set of points and have proven to be a powerful tool. Here we consider higher order principal components, i.e., directions that optimize higher moments of a data set (or the spectral norm of higher-dimensional arrays). They appear to be much less structured
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