Fast algorithms for singular value decomposition and the inverse of nearly low-rank matrices
Xu Chen, Weiwei Xu, Kaili Jing
Abstract
This perspective focuses on the fast algorithm design for singular value decomposition and inverse computation of nearly low-rank matrices that are potentially of big sizes.
Topics & Concepts
Singular value decompositionRank (graph theory)InverseDecompositionMathematicsSingular valueValue (mathematics)Applied mathematicsAlgorithmCombinatoricsStatisticsPhysicsChemistryGeometryEigenvalues and eigenvectorsQuantum mechanicsOrganic chemistryMatrix Theory and AlgorithmsSparse and Compressive Sensing TechniquesElectromagnetic Scattering and Analysis