Linear estimators for Gaussian random variables in Hilbert spaces

التفاصيل البيبلوغرافية
العنوان: Linear estimators for Gaussian random variables in Hilbert spaces
المؤلفون: Tappe, Stefan
سنة النشر: 2023
المجموعة: Mathematics
Statistics
مصطلحات موضوعية: Mathematics - Statistics Theory, Mathematics - Functional Analysis, Mathematics - Probability
الوصف: We study a statistical model for infinite dimensional Gaussian random variables with unknown parameters. For this model we derive linear estimators for the mean and the variance of the Gaussian distribution. Furthermore, we construct confidence intervals and perform hypothesis testing. A linear regression problem in infinite dimensions and some perspectives to statistical and machine learning are presented as well.
Comment: 22 pages, 1 figure
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2305.11083
رقم الأكسشن: edsarx.2305.11083
قاعدة البيانات: arXiv