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A sparse matrix is a matrix where many of the elements are zeros. The tag can also be used for sparsity in other contexts, such as regression models with sparsity, or the "bet on sparsity"-principle.

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How to do if the most training data is sparse

Consider to use some "sparse" statistical tools like sparse principal component analysis, sparse linear discriminant analysis etc. …
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