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Numerical methods for least squares problems
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1996
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Numerical AnalysisMathematical ProgrammingEngineeringNonlinear OptimizationNumerical ComputationNumerical StabilityRegularization (Mathematics)Statistical PropertiesApproximation TheoryStatisticsLow-rank ApproximationPreface 1Least Squares ProblemsInverse ProblemsSignal ProcessingSparse RepresentationSparse Problems 7Numerical TreatmentNumerical Methods
Preface 1. Mathematical and statistical properties of least squares solutions 2. Basic numerical methods 3. Modified least squares problems 4. Generalized least squares problems 5. Constrained least squares problems 6. Direct methods for sparse problems 7. Iterative methods for least squares problems 8. Least squares problems with special bases 9. Nonlinear least squares problems Bibliography Index.