Sampling from mixture distributions based on regime-switching diffusions

التفاصيل البيبلوغرافية
العنوان: Sampling from mixture distributions based on regime-switching diffusions
المؤلفون: Tretyakov, M. V.
سنة النشر: 2024
المجموعة: Computer Science
Mathematics
Statistics
مصطلحات موضوعية: Mathematics - Numerical Analysis, Mathematics - Probability, Mathematics - Statistics Theory, 65C30, 60H35, 60H10, 37H10
الوصف: It is proposed to use stochastic differential equations with state-dependent switching rates (SDEwS) for sampling from finite mixture distributions. An Euler scheme with constant time step for SDEwS is considered. It is shown that the scheme converges with order one in weak sense and also in the ergodic limit. Numerical experiments illustrate the use of SDEwS for sampling from mixture distributions and confirm the theoretical results.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2407.13389
رقم الأكسشن: edsarx.2407.13389
قاعدة البيانات: arXiv