Blessing of Dimensionality : Recovering Mixture Data via Dictionary Pursuit

This paper studies the problem of recovering the authentic samples that lie on a union of multiple subspaces from their corrupted observations. Due to the high-dimensional and massive nature of today's data-driven community, it is arguable that the target matrix (i.e., authentic sample matrix)...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 39(2017), 1 vom: 11. Jan., Seite 47-60
1. Verfasser: Liu, Guangcan (VerfasserIn)
Weitere Verfasser: Liu, Qingshan, Li, Ping
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2017
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article Research Support, U.S. Gov't, Non-P.H.S. Research Support, Non-U.S. Gov't