Target Polish embeds outlier shrinkage into Fast-HALS updates, cutting robust NMF runtime by an order of magnitude while matching or exceeding accuracy only in some corrupted-image scenarios.
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W.; Browne, M.; Langville, A
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The Target Polish: A New Approach to Outlier-Resistant Non-Negative Matrix Factorization
Target Polish embeds outlier shrinkage into Fast-HALS updates, cutting robust NMF runtime by an order of magnitude while matching or exceeding accuracy only in some corrupted-image scenarios.