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Jacobi Matrix


The term "Jacobi matrix" has several meanings in mathematics.

One meaning is the matrix of first partial derivatives of a vector function, also called a Jacobian. The Jacobian determinant is its determinant when the matrix is square.

The term is also used for a Jacobi rotation matrix.

Another meaning is a tridiagonal matrix that encodes the three-term recurrence relation for a family of orthogonal polynomials. For orthogonal polynomials normalized as orthonormal functions with positive leading coefficients, the Jacobi matrix is the real symmetric matrix

 J=[b_0 a_1 0 0 ...; a_1 b_1 a_2 0 ...; 0 a_2 b_2 a_3 ...; | | | ... ...],
(1)

where b_j is real and a_j>0 for j>=1. The corresponding orthonormal polynomials satisfy

 xp_j(x)=a_(j+1)p_(j+1)(x)+b_jp_j(x)+a_jp_(j-1)(x),
(2)

where p_(-1)=0 and a_0=0. With a different normalization, the two off-diagonal sequences need not be equal. Favard's theorem gives the positive measure associated with these coefficients.

Let J_n be the leading n×n block of J. If P_n is the monic polynomial proportional to p_n, then

 det(xI-J_n)=P_n(x).
(3)

Thus the eigenvalues of J_n are the zeros of p_n. They are real and distinct, and the zeros of consecutive orthogonal polynomials interlace. For unit eigenvectors v^((i)) corresponding to eigenvalues x_i, the weights of Gaussian quadrature are

 w_i=mu_0(v_1^((i)))^2,
(4)

where mu_0=intdmu is the total mass of the measure. This is the matrix method of Golub and Welsch (1969, pp. 221-223).


See also

Companion Matrix, Eigenvalue, Favard's Theorem, Gaussian Quadrature, Jacobi Rotation Matrix, Jacobian, Jacobian Matrix, Orthogonal Polynomials, Tridiagonal Matrix

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References

Golub, G. H. and Welsch, J. H. "Calculation of Gauss Quadrature Rules." Math. Comput. 23, 221-230, 1969. https://doi.org/10.1090/S0025-5718-69-99647-1.Simon, B. "The Christoffel-Darboux Kernel." In Perspectives in Partial Differential Equations, Harmonic Analysis and Applications (Ed. D. Mitrea and M. Mitrea). Providence, RI: Amer. Math. Soc., pp. 295-335, 2008. https://doi.org/10.1090/pspum/079/2500498. https://arxiv.org/abs/0806.1528.

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Jacobi Matrix

Cite this as:

Weisstein, Eric W. "Jacobi Matrix." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/JacobiMatrix.html

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