Abstract
The Walsh figure of merit WAFOM(P) is a quality measure of point sets \(P \subset [0,1{)}^{S}\) in the S-dimensional unit cube for quasi-Monte Carlo integration constructed by a digital net method with n-bit precision over the two element field. We prove that there are explicit constants E, C, D such that for any \(d \geq 9S\) and n, there is a point set P of size N: = 2d with \(\mathrm{WAFOM}(P) \leq E \cdot {2}^{-{\mathit{Cd}}^{2}/S+\mathit{Dd} } = E \cdot {N}^{-C(\log _{2}N)/S+D}\), by bounding WAFOM(P) by the minimum Dick-weight of \({P}^{\perp }\), and by proving the existence of point sets with large minimum Dick-weight by a probabilistic argument.
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References
Andrews, G.E.: The Theory of Partitions. Cambridge University Press, Cambridge (1984)
Dick, J.: Walsh spaces containing smooth functions and quasi-Monte Carlo rules of arbitrary high order. SIAM J. Numer. Anal. 46, 1519–1553 (2008)
Dick, J.: On quasi-Monte Carlo rules achieving higher order convergence. In: L’Ecuyer P., Owen, A.B. (eds.) Monte Carlo and Quasi-Monte Carlo Methods 2008, pp. 73–96. Springer, Berlin/Heidelberg (2010)
Dick, J., Kritzer, P.: Duality theory and propagation rules for generalized digital nets. Math. Comput. 79, 993–1017 (2010)
Dick, J., Pillichshammer, F.: Digital Nets and Sequences: Discrepancy Theory and Quasi-Monte Carlo Integration. Cambridge University Press, Cambridge (2010)
Matousek, J., Nesetril, J.: Invitation to Discrete Mathematics. Oxford University Press, New York (2008)
Matsumoto, M., Saito, M., Matoba, K.: A computable figure of merit for quasi-Monte Carlo point sets. Math. Comp. (2013, to appear)
Niederreiter, H.: Random Number Generation and Quasi-Monte Carlo Methods. CBMS-NSF. Society for Industrial and Applied Mathematics, Philadelphia (1992)
Niederreiter, H., Xing, C.P.: Low-discrepancy sequences and global function fields with many rational places. Finite Fields Appl. 2, 241–273 (1996)
Suzuki, K.: An explicit construction of point sets with large minimum Dick weight (Submitted)
Acknowledgements
The authors would like to thank Professor Harald Niederreiter, Professor Art Owen, and Mr. Kyle Matoba for helpful discussions and comments on the manuscript, and thank the anonymous referees for invaluable suggestions.
The first author is supported by JSPS/MEXT Grant-in-Aid for Scientific Research No.24654019, No.23244002, No.21654017. The second author is supported by Leading Graduate Course of Frontiers of Mathematical Sciences and Physics.
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Matsumoto, M., Yoshiki, T. (2013). Existence of Higher Order Convergent Quasi-Monte Carlo Rules via Walsh Figure of Merit. In: Dick, J., Kuo, F., Peters, G., Sloan, I. (eds) Monte Carlo and Quasi-Monte Carlo Methods 2012. Springer Proceedings in Mathematics & Statistics, vol 65. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-41095-6_29
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DOI: https://doi.org/10.1007/978-3-642-41095-6_29
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