Publication | Closed Access
A Unitarily Constrained Total Least Squares Problem in Signal Processing
56
Citations
10
References
1992
Year
Mathematical ProgrammingStatistical Signal ProcessingEngineeringMultidimensional Signal ProcessingCompressive SensingSignal ReconstructionSystems EngineeringLinear SystemUnitary ConstraintInverse ProblemsOrthogonal Procrustes ProblemApproximation TheorySignal ProcessingLow-rank ApproximationQuadratic Programming
The problem addressed here is the determination of the total least squares solution, subject to a unitary constraint, of an overdetermined, inconsistent, linear system of equations. The problem arises in many signal processing applications, three of which are briefly presented and studied here. The solution to the constrained total least squares problem is seen to be the same as the solution to the orthogonal Procrustes problem.
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