Abstract
The zeros of type II multiple orthogonal polynomials can be used for quadrature formulas that approximate r integrals of the same function f with respect to r measures \(\mu _1,\ldots ,\mu _r\) in the spirit of Gaussian quadrature. This was first suggested by Borges (Numer. Math. 67, 271–288 1994), even though he does not mention multiple orthogonality. We give a method to compute the quadrature nodes and the quadrature weights which extends the Golub-Welsch approach using the eigenvalues and left and right eigenvectors of a banded Hessenberg matrix. This method was already described by Coussement and Van Assche (J. Comput. Appl. Math. 178, 131–145 2005) but it seems to have gone unnoticed. We describe the result in detail for \(r=2\) and give some examples.
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References
Alqahtani, H., Reichel, L.: Multiple orthogonal polynomials applied to matrix function evaluation. BIT Numer. Math. 58(4), 835–849 (2018)
Angelesco, A.: Sur deux extensions des fractions continues algébriques. C. R. Acad. Sci. Paris 168, 262–265 (1919)
Ben Cheikh, Y., Douak, K.: On two-orthogonal polynomials related to the Bateman \(j_{n}^{u, v}\)- function. Methods Appl. Anal. 7, 641–662 (2000)
Borges, C.F.: On a class of Gauss-like quadrature rules. Numer. Math. 67, 271–288 (1994)
Coussement, E., Van Assche, W.: Multiple orthogonal polynomials associated with the modified Bessel functions of the first kind. Constr. Approx. 19, 237–263 (2003)
Coussement, J., Van Assche, W.: Gaussian quadrature for multiple orthogonal polynomials. J. Comput. Appl. Math. 178, 131–145 (2005)
Daems, E., Kuijlaars, A.B.J.: A Christoffel-Darboux formula for multiple orthogonal polynomials. J. Approx. Theory 130(2), 190–202 (2004)
Douak, K.: On 2-orthogonal polynomials of Laguerre type. Internat. J. Math. Math. Sci. 22(1), 29–48 (1999)
Fidalgo Prieto, U., López Lagomasino, G.: Nikishin systems are perfect. Constr. Approx. 34(3), 297–356 (2011)
Filipuk, G., Haneczok, M., Van Assche, W.: Computing recurrence coefficients of multiple orthogonal polynomials. Numer. Algorithm. 70, 519–543 (2015)
Gautschi, W., Milovanović, G.V.: Orthogonal polynomials relative to weight functions of Prudnikov type. Numer. Algorithm. 90(1), 263–270 (2022)
Golub, G.H., Welsch, J.H.: Calculation of Gauss quadrature rules. Math. Comp. 23, 221–230 (1969)
Gonchar, A.A., Rakhmanov, E.: On the convergence of simultaneous Padé approximants for systems of functions of Markov type, (Russian). Trudy Mat. Inst. Steklov. 157, 31–48 (1981)
Hermite, C.: Sur la fonction exponentielle. C.R. Acad. Sci. Paris 77 (1873), 18–24; 74–79; 226–233; 285–293
Jovanović, A.N., Stanić, M.P., Tomović, T.V.: Construction of the optimal set of quadrature rules in the sense of Borges. Electron. Trans. Numer. Anal. (ETNA) 50, 164–181 (2018)
Laudadio, T., Mastronardi, N., Van Dooren, P.: Computational aspects of simultaneous Gaussian quadrature, manuscript
Lima, H.: Bidiagonal matrix factorizations associated with symmetric multiple orthogonal polynomials and lattice paths. arXiv:2308.03561
Lubinsky, D.S., Van Assche, W.: Simultaneous Gaussian quadrature for Angelesco systems. Jaén J. Approx. 8(2), 113–149 (2016)
Mahler, K.: Perfect systems. Compositio Math. 19, 95–166 (1968)
Milovanović, G.V., Stanić, M.: Construction of multiple orthogonal polynomials by discretized Stieltjes-Gautschi procedure and corresponding Gaussian quadratures. Facta Univ. Ser. Math. Inform. 18, 9–29 (2003)
Nikishin, E.M.: A system of Markov functions (Russian). Vestn. Mosk. Univ., Ser. I (1979) no. 4, 60–63; translation in Mosc. Univ. Math. Bull. 34 , no. 4, 63–66 (1979)
Padé, H.: Sur la répresentation approchée d’une fonction par des fractions rationelles. Thesis Ann. École Nor. 9(3), 1–93 (1892)
Tomović, T.V., Stanić, M.P.: Construction of the optimal set of two or three quadrature rules in the sense of Borges. Numer. Algorithm 78(4), 1087–1109 (2018)
Van Assche, W.: Nearest neighbor recurrence relations for multiple orthogonal polynomials. J. Approx. Theory 163(10), 1427–1448 (2011)
Van Assche, W., Coussement, E.: Some classical multiple orthogonal polynomials. Numerical Analysis 2000, Vol. V, Quadrature and Orthogonal Polynomials. J. Comput. Appl. Math. 127(1–2), 317–347 (2001)
Van Assche, W., Geronimo, J.S., Kuijlaars, A.B.J.: Riemann-Hilbert problems for multiple orthogonal polynomials. In: Bustoz, J., et al. (eds.)‘Special Functions 2000: Current Perspectives and Future Directions’ , NATO Science Series II. Mathematics, Physics and Chemistry 30, pp. 23–59. Kluwer, Dordrecht (2001)
Van Assche, W., Vuerinckx, A.: Multiple Hermite polynomials and simultaneous Gaussian quadrature. Electron. Trans. Numer. Anal. 50, 182–198 (2018)
Van Assche, W., Yakubovich, S.B.: Multiple orthogonal polynomials associated with Macdonald functions. Integral Transform. Spec. Funct. 9(3), 229–244 (2000)
Van Dooren, P., Laudadio, T., Mastronardi, N.: Computing the eigenvectors of nonsymmetric tridiagonal matrices. Comput. Math. Math. Phys. 61(5), 733–749 (2001)
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Supported by research project G0C9819N of FWO (Research Foundation – Flanders).
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Van Assche, W. A Golub-Welsch version for simultaneous Gaussian quadrature. Numer Algor (2024). https://doi.org/10.1007/s11075-024-01767-2
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DOI: https://doi.org/10.1007/s11075-024-01767-2