Approximate Message Passing for Structured Affine Rank Minimization Problem

The topic of the rank minimization problem with affine constraints has been well studied in recent years. However, in many applications the data can exhibit other structures beyond simply being low rank. For example, images and videos present complex spatio-temporal structures, which are largely ign...

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Veröffentlicht in:	IEEE access Jg. 5; S. 10093 - 10107
Hauptverfasser:	Li, Yangqing, Yin, Changchuan, Chen, Wei, Han, Zhu
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Piscataway IEEE 2017 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Schlagworte:	Affine rank minimization (ARM) Algorithms approximate message passing (AMP) Approximation algorithms belief propagation Complexity graphical models Hyperspectral imaging Image reconstruction Message passing Minimization Optimization Probabilistic logic Signal processing algorithms Sparse matrices structured low-rank matrix recovery sum-product algorithm (SPA) Video compression
ISSN:	2169-3536, 2169-3536
Online-Zugang:	Volltext
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