Zobrazeno 1 - 10
of 55
pro vyhledávání: '"I. M. Sobol"'
Autor:
I. M. Sobol, Boris V. Shukhman
Publikováno v:
Monte Carlo Methods and Applications. 25:253-257
A Monte Carlo method used for the estimation of convergent von Neumann series solutions of a Fredholm equation of second kind is considered. The sum z ( d ) ( x ) {z^{(d)}(x)} of d initial terms of the von Neumann series estimating the solution z
Autor:
Boris V. Shukhman, I. M. Sobol
Publikováno v:
Monte Carlo Methods and Applications. 24:147-151
We considered average dimensions of the weighted Monte Carlo algorithm for a particle transport problem with multi-scattering setting and estimated the probability of particles penetration through a layer. The average dimension d ^ {\hat{d}} of the a
Autor:
I. M. Sobol, Boris V. Shukhman
Publikováno v:
Monte Carlo Methods and Applications. 21:175-178
A family of d-dimensional functions is introduced. It includes the test functions that in [Monte Carlo Methods Appl. 20 (2014), no. 3, 167–171] demonstrate the efficiency of certain quasi-Monte Carlo integrations. The average dimensions of these d-
Autor:
I. M. Sobol, Boris V. Shukhman
Publikováno v:
Monte Carlo Methods and Applications. 20:167-171
Certain very high-dimensional integrals can be efficiently approximated by quasi-Monte Carlo (q-MC) methods. If the average dimension of the integrand is small, the convergence rate can be near to 1/N, where N is the sample size.
Publikováno v:
Wilmott. 2011:64-79
Sobol’ sequence generators are used actively in financial applications. In this paper, we explore the effect of the uniformity Properties A and A’ on the generator performance in high-dimensional problems. It is shown that these properties provid
Autor:
I. M. Sobol
Publikováno v:
Mathematical Models and Computer Simulations. 3:419-423
A mathematical model f(x) given in the unit n-dimensional cube, where x = (x1, ..., xn), is considered. How can one estimate the global sensitivity of f(x) with respect to xi? If f(x) ∈ L2, global sensitivity indices help answer this question. Bein
Publikováno v:
Nonlinear Analysis: Theory, Methods & Applications. 71:e109-e117
Engineering optimization problems are multicriteria with continuous, discrete, and mixed design variables. Correct definition of the feasible solution set is of fundamental importance in these problems. It is quite difficult for the expert to define
Autor:
Sergei Kucherenko, I. M. Sobol
Publikováno v:
Mathematics and Computers in Simulation. 79:3009-3017
A model function f(x"1,...,x"n) defined in the unit hypercube H^n with Lebesque measure dx=dx"1...dx"n is considered. If the function is square integrable, global sensitivity indices provide adequate estimates for the influence of individual factors
Autor:
I. M. Sobol, Boris V. Shukhman
Publikováno v:
Mathematics and Computers in Simulation. 75:80-86
In contrast to random points that may cluster, quasi-random points keep their distance. These distances are investigated.1.If N independent random points in the n-dimensional unit hypercube are selected, two of these points may be arbitrarily close.
Publikováno v:
Reliability Engineering & System Safety. 92:957-960
One of the major settings of global sensitivity analysis is that of fixing non-influential factors, in order to reduce the dimensionality of a model. However, this is often done without knowing the magnitude of the approximation error being produced.