Fast positive definite linear system solvers

作者: A.H. Tewfik , M. Kim

DOI: 10.1109/78.277849

关键词: Linear systemSystem of linear equationsCovariance matrixCombinatoricsPositive-definite matrixSolverSparse matrixApplied mathematicsCovarianceCholesky decompositionMathematics

摘要: The authors show that the M-band wavelet transforms of a wide class covariance matrices consist subblocks are essentially banded. Furthermore, they prove Cholesky factors transformed also They combine these two observations to construct fast O(N/sup 2/) algorithm for solving N/spl times/N linear positive definite systems equations arise in statistical signal processing. Finally, provide an error analysis proposed system solver. >

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