单位立方
序列(生物学)
数学
引力奇点
拟蒙特卡罗方法
产品(数学)
边界(拓扑)
趋同(经济学)
度量(数据仓库)
数值积分
无穷
蒙特卡罗方法
应用数学
数学分析
组合数学
计算机科学
几何学
马尔科夫蒙特卡洛
混合蒙特卡罗
统计
遗传学
经济增长
数据库
生物
经济
出处
期刊:Siam Review
[Society for Industrial and Applied Mathematics]
日期:2006-01-01
卷期号:48 (3): 487-503
被引量:65
标识
DOI:10.1137/s0036144504441573
摘要
The nth point of the Halton sequence in [0,1]d is shown to have components whose product is larger than Cn-1 , where C > 0 depends on d. This property makes the Halton sequence very well suited to quasi-Monte Carlo (QMC) integration of some singular functions that become unbounded as the argument approaches the origin. The Halton sequence avoids a similarly shaped (though differently sized) region around every corner of the unit cube, making it suitable for functions with singularities at all corners. Convergence rates are established for QMC integration based on two assumptions: a growth condition on the integrand, and a measure of how the sample points avoid the boundary. In some settings the error is O(n-1 + epsilon ), while in others the error diverges to infinity. Star discrepancy does not suffice to distinguish the cases.
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