Efficient calculation of the worst-case error and (fast) component-by-component construction of higher order polynomial lattice rules

被引:31
作者
Baldeaux, Jan [2 ]
Dick, Josef [3 ]
Leobacher, Gunther [1 ]
Nuyens, Dirk [4 ]
Pillichshammer, Friedrich [1 ]
机构
[1] Univ Linz, Inst Finanzmath, A-4040 Linz, Austria
[2] Univ Technol Sydney, Sch Finance & Econ, Sydney, NSW 2007, Australia
[3] Univ New S Wales, Sch Math & Stat, Sydney, NSW 2052, Australia
[4] Katholieke Univ Leuven, Dept Comp Sci, B-3001 Heverlee, Belgium
基金
澳大利亚研究理事会; 奥地利科学基金会;
关键词
Numerical integration; Quasi-Monte Carlo; Polynomial lattice rules; Digital nets; MULTIVARIATE INTEGRATION; NUMERICAL-INTEGRATION; ALGORITHMS; SPACES;
D O I
10.1007/s11075-011-9497-y
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We show how to obtain a fast component-by-component construction algorithm for higher order polynomial lattice rules. Such rules are useful for multivariate quadrature of high-dimensional smooth functions over the unit cube as they achieve the near optimal order of convergence. The main problem addressed in this paper is to find an efficient way of computing the worst-case error. A general algorithm is presented and explicit expressions for base 2 are given. To obtain an efficient component-by-component construction algorithm we exploit the structure of the underlying cyclic group. We compare our new higher order multivariate quadrature rules to existing quadrature rules based on higher order digital nets by computing their worst-case error. These numerical results show that the higher order polynomial lattice rules improve upon the known constructions of quasi-Monte Carlo rules based on higher order digital nets.
引用
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页码:403 / 431
页数:29
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