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Eigenvalue algorithm information


In numerical analysis, one of the most important problems is designing efficient and stable algorithms for finding the eigenvalues of a matrix. These eigenvalue algorithms may also find eigenvectors.

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Eigenvalue algorithm

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is designing efficient and stable algorithms for finding the eigenvalues of a matrix. These eigenvalue algorithms may also find eigenvectors. Given an...

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Jacobi eigenvalue algorithm

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numerical linear algebra, the Jacobi eigenvalue algorithm is an iterative method for the calculation of the eigenvalues and eigenvectors of a real symmetric...

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QR algorithm

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linear algebra, the QR algorithm or QR iteration is an eigenvalue algorithm: that is, a procedure to calculate the eigenvalues and eigenvectors of a matrix...

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Eigendecomposition of a matrix

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is the eigenvalue. The above equation is called the eigenvalue equation or the eigenvalue problem. This yields an equation for the eigenvalues p ( λ )...

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Eigenvalues and eigenvectors

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Eigenmoments Eigenvalue algorithm Quantum states Jordan normal form List of numerical-analysis software Nonlinear eigenproblem Normal eigenvalue Quadratic...

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Lanczos algorithm

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In 1988, Ojalvo produced a more detailed history of this algorithm and an efficient eigenvalue error test. Input a Hermitian matrix A {\displaystyle A}...

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Arnoldi iteration

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iteration is an eigenvalue algorithm and an important example of an iterative method. Arnoldi finds an approximation to the eigenvalues and eigenvectors...

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Power iteration

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known as the power method) is an eigenvalue algorithm: given a diagonalizable matrix A {\displaystyle A} , the algorithm will produce a number λ {\displaystyle...

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List of numerical analysis topics

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but not exactly, equal eigenvalues Convergent matrix — square matrix whose successive powers approach the zero matrix Algorithms for matrix multiplication:...

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Singular value decomposition

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{\displaystyle M} . Two-sided Jacobi SVD algorithm—a generalization of the Jacobi eigenvalue algorithm—is an iterative algorithm where a square matrix is iteratively...

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Quantum phase estimation algorithm

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estimation algorithm is a quantum algorithm to estimate the phase corresponding to an eigenvalue of a given unitary operator. Because the eigenvalues of a unitary...

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Inverse iteration

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an iterative eigenvalue algorithm. It allows one to find an approximate eigenvector when an approximation to a corresponding eigenvalue is already known...

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QR decomposition

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squares (LLS) problem and is the basis for a particular eigenvalue algorithm, the QR algorithm. Any real square matrix A may be decomposed as A = Q R ...

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Rayleigh quotient iteration

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an eigenvalue algorithm which extends the idea of the inverse iteration by using the Rayleigh quotient to obtain increasingly accurate eigenvalue estimates...

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List of algorithms

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Trigonometric interpolation Eigenvalue algorithms Arnoldi iteration Inverse iteration Jacobi method Lanczos iteration Power iteration QR algorithm Rayleigh quotient...

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Quantum algorithm

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the ground-state eigenvector and eigenvalue of a Hermitian operator. The quantum approximate optimization algorithm takes inspiration from quantum annealing...

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Pidgin code

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code: Algorithm Conjugate gradient method Ford-Fulkerson algorithm Gauss–Seidel method Generalized minimal residual method Jacobi eigenvalue algorithm Jacobi...

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Computational physics

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difference method and relaxation method) matrix eigenvalue problem (using e.g. Jacobi eigenvalue algorithm and power iteration) All these methods (and several...

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Hermitian matrix

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theorem to get exact values of all eigenvalues. It is also used in eigenvalue algorithms to obtain an eigenvalue approximation from an eigenvector approximation...

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Jacobi rotation

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&\\{*}&&&\cdots &&&*\end{bmatrix}}.} It is the core operation in the Jacobi eigenvalue algorithm, which is numerically stable and well-suited to implementation on...

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Schur decomposition

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decomposition of its companion matrix. Similarly, the QR algorithm is used to compute the eigenvalues of any given matrix, which are the diagonal entries of...

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Jacobi

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dominant system of linear equations Jacobi eigenvalue algorithm, a method for calculating the eigenvalues and eigenvectors of a real symmetric matrix...

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QR

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QR engine QR decomposition, a decomposition of a matrix QR algorithm, an eigenvalue algorithm to perform QR decomposition Quadratic reciprocity, a theorem...

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Tridiagonal matrix

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matrix algorithm, requiring O(n) operations. When a tridiagonal matrix is also Toeplitz, there is a simple closed-form solution for its eigenvalues, namely:...

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Linear algebra

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of V such that f(v) = av for some scalar a in F. This scalar a is an eigenvalue of f. If the dimension of V is finite, and a basis has been chosen, f...

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