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Existence of Higher Order Convergent Quasi-Monte Carlo Rules via Walsh Figure of Merit

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Monte Carlo and Quasi-Monte Carlo Methods 2012

Part of the book series: Springer Proceedings in Mathematics & Statistics ((PROMS,volume 65))

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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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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Correspondence to Makoto Matsumoto .

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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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