Approximation of the determinant of large sparse symmetric positive definite matrices (Q2784380)

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scientific article; zbMATH DE number 1732272
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Approximation of the determinant of large sparse symmetric positive definite matrices
scientific article; zbMATH DE number 1732272

    Statements

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    23 April 2002
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    determinant
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    Monte Carlo method
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    parallel computation
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    sparse inverse
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    approximate inverse
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    comparison of methods
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    large sparse positive definite matrices
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    incomplete Cholesky factorization
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    Approximation of the determinant of large sparse symmetric positive definite matrices (English)
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    For large sparse positive definite matrices \(A\), an approximation algorithm to find \((\det(A))^{1/n}\) is developed. It is based on constructing a sparse approximate inverse of \(A\) based on incomplete Cholesky factorization. The method is easily parallelizable and uses little storage. It is compared to Monte-Carlo type numerical methods.
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