ACM Transactions on Mathematical Software · 1987 · 382 citations · 35 references
Natural SciencesComputer ScienceMathematicsAlgorithmsComputational MechanicsDynamical SystemsNumerical AlgorithmsNumerical AnalysisNumerical Linear AlgebraNumerical Methods For Differential EquationsSystems Of Differential EquationsDifferential Equation SolversJacobian Matrix AnalysisNonlinear Equation SolversNonlinear Equation SystemsNonlinear SystemsNonlinear Systems SolversOrdinary Differential Equation SolversPolynomial System Solving
There are algorithms for finding zeros or fixed points of nonlinear systems of equations that are globally convergent for almost all starting points, i.e., with probability one. The essence of all such algorithms is the construction of an appropriate homotopy map and then tracking some smooth curve in the zero set of this homotopy map. HOMPACK provides three qualitatively different algorithms for tracking the homotopy zero curve: ordinary differential equation-based, normal flow, and augmented Jacobian matrix. Separate routines are also provided for dense and sparse Jacobian matrices. A high-level driver is included for the special case of polynomial systems.
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Stéphane Crépey, Olivier Guéant, David Hobson et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2011 · 10.2K citations
Computational Methods of Linear Algebra
A. S. H., D. K. Faddeev, V. N. Faddeeva · Mathematics of Computation · 1964 · 1.6K citations