Using RngStreams for Parallel Random Number Generation in C++ and R

التفاصيل البيبلوغرافية
العنوان: Using RngStreams for Parallel Random Number Generation in C++ and R
المؤلفون: Karl, Andrew T., Eubank, Randy, Milovanovic, Jelena, Reiser, Mark, Young, Dennis
المصدر: Computational Statistics, 2014, 29:1301-1320
سنة النشر: 2014
المجموعة: Computer Science
Statistics
مصطلحات موضوعية: Computer Science - Mathematical Software, Statistics - Computation
الوصف: The RngStreams software package provides one viable solution to the problem of creating independent random number streams for simulations in parallel processing environments. Techniques are presented for effectively using RngStreams with C++ programs that are parallelized via OpenMP or MPI. Ways to access the backbone generator from RngStreams in R through the parallel and rstream packages are also described. The ideas in the paper are illustrated with both a simple running example and a Monte Carlo integration application.
Comment: This paper has been accepted by Computational Statistics and is currently in press
نوع الوثيقة: Working Paper
DOI: 10.1007/s00180-014-0492-3
URL الوصول: http://arxiv.org/abs/1403.7645
رقم الأكسشن: edsarx.1403.7645
قاعدة البيانات: arXiv
الوصف
DOI:10.1007/s00180-014-0492-3