Rank-1 lattice rules for multivariate integration in spaces of permutation-invariant functions - Error bounds and tractability
نویسندگان
چکیده
We study multivariate integration of functions that are invariant under permutations (of subsets) of their arguments. We find an upper bound for the nth minimal worst case error and show that under certain conditions, it can be bounded independent of the number of dimensions. In particular, we study the application of unshifted and randomly shifted rank-1 lattice rules in such a problem setting. We derive conditions under which multivariate integration is polynomially or strongly polynomially tractable with the Monte Carlo rate of convergence O(n−1/2). Furthermore, we prove that those tractability results can be achieved with shifted lattice rules and that the shifts are indeed necessary. Finally, we show the existence of rank-1 lattice rules whose worst case error on the permutationand shift-invariant spaces converge with (almost) optimal rate. That is, we derive error bounds of the form O(n−λ/2) for all 1 ≤ λ < 2α, where α denotes the smoothness of the spaces.
منابع مشابه
Finite-order weights imply tractability of multivariate integration
Multivariate integration of high dimension s occurs in many applications. In many such applications, for example in finance, integrands can often be approximated by sums of functions of just a few variables. In this situation the superposition (or effective) dimension is small, and we can model the problem with finite-order weights, where the weights describe the relative importance of each dis...
متن کاملGood Lattice Rules in Weighted Korobov Spaces with General Weights
We study the problem of multivariate integration and the construction of good lattice rules in weighted Korobov spaces with general weights. These spaces are not necessarily tensor products of spaces of univariate functions. Sufficient conditions for tractability and strong tractability of multivariate integration in such weighted function spaces are found. These conditions are also necessary i...
متن کاملOn the step-by-step construction of quasi-Monte Carlo integration rules that achieve strong tractability error bounds in weighted Sobolev spaces
We develop and justify an algorithm for the construction of quasi– Monte Carlo (QMC) rules for integration in weighted Sobolev spaces; the rules so constructed are shifted rank-1 lattice rules. The parameters characterising the shifted lattice rule are found “component-by-component”: the (d + 1)-th component of the generator vector and the shift are obtained by successive 1-dimensional searches...
متن کاملComponent-By-Component Construction of Good Intermediate-Rank Lattice Rules
It is known that the generating vector of a rank-1 lattice rule can be constructed component-by-component to achieve strong tractability error bounds in both weighted Korobov spaces and weighted Sobolev spaces. Since the weights for these spaces are nonincreasing, the first few variables are in a sense more important than the rest. We thus propose to copy the points of a rank-1 lattice rule a n...
متن کاملOn lower bounds for integration of multivariate permutation-invariant functions
In this note we study multivariate integration for permutation-invariant functions from a certain Banach space Ed,α of Korobov type in the worst case setting. We present a lower error bound which particularly implies that in dimension d every cubature rule which reduces the initial error necessarily uses at least d+ 1 function values. Since this holds independently of the number of permutation-...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Adv. Comput. Math.
دوره 42 شماره
صفحات -
تاریخ انتشار 2016