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Uniform Weak Tractability of Weighted Integration

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Monte Carlo and Quasi-Monte Carlo Methods

Part of the book series: Springer Proceedings in Mathematics & Statistics ((PROMS,volume 163))

Abstract

We study a relatively new notion of tractability called “uniform weak tractability” that was recently introduced in (Siedlecki, J. Complex. 29:438–453, 2013 [5]). This notion holds for a multivariable problem iff the information complexity \(n(\varepsilon , d)\) of its d-variate component to be solved to within \(\varepsilon \) is not an exponential function of any positive power of \(\varepsilon ^{-1}\) and/or d. We are interested in necessary and sufficient conditions on uniform weak tractability for weighted integration. Weights are used to control the “role” or “importance” of successive variables and groups of variables. We consider here product weights. We present necessary and sufficient conditions on product weights for uniform weak tractability for two Sobolev spaces of functions defined over the whole Euclidean space with arbitrary smoothness, and of functions defined over the unit cube with smoothness 1. We also briefly consider (st)-weak tractability introduced in (Siedlecki and Weimar, J. Approx. Theory 200:227–258, 2015 [6]), and show that as long as \(t>1\) then this notion holds for weighted integration defined over quite general tensor product Hilbert spaces with arbitrary bounded product weights.

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References

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Acknowledgments

I would like to thank Henryk Woźniakowski for his valuable suggestions. This project was financed by the National Science Centre of Poland based on the decision number DEC-2012/07/N/ST1/03200. I gratefully acknowledge the support of ICERM during the preparation of this manuscript.

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Correspondence to Paweł Siedlecki .

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Siedlecki, P. (2016). Uniform Weak Tractability of Weighted Integration. In: Cools, R., Nuyens, D. (eds) Monte Carlo and Quasi-Monte Carlo Methods. Springer Proceedings in Mathematics & Statistics, vol 163. Springer, Cham. https://doi.org/10.1007/978-3-319-33507-0_29

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