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Incomplete Pivoted QR-based Dimensionality Reduction
The dictionary enables to have a natural extension of the low-dimensional embedding to out-of-sample data points, which gives rise to a distortion-based criterion for anomaly detection.
Randomized LU decomposition: An Algorithm for Dictionaries Construction
Such approach is harder to deceive and we show that only a few file fragments from a whole file are needed for a successful classification.
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