An iterative technique for bounding derivatives of solutions of Stein equations

We introduce a simple iterative technique for bounding derivatives of solutions of Stein equations Lf=h−Eh(Z), where L is a linear differential operator and Z is the limit random variable. Given bounds on just the solutions or certain lower order derivatives of the solution, the technique allows one...

Szczegółowa specyfikacja

Opis bibliograficzny
Główni autorzy: Dӧbler, C, Gaunt, RE, Vollmer, SJ
Format: Journal article
Język:English
Wydane: Institute of Mathematical Statistics and Bernoulli Society 2017
_version_ 1826314541984645120
author Dӧbler, C
Gaunt, RE
Vollmer, SJ
author_facet Dӧbler, C
Gaunt, RE
Vollmer, SJ
author_sort Dӧbler, C
collection OXFORD
description We introduce a simple iterative technique for bounding derivatives of solutions of Stein equations Lf=h−Eh(Z), where L is a linear differential operator and Z is the limit random variable. Given bounds on just the solutions or certain lower order derivatives of the solution, the technique allows one to deduce bounds for derivatives of any order, in terms of supremum norms of derivatives of the test function h. This approach can be readily applied to many Stein equations from the literature. We consider a number of applications; in particular, we derive new bounds for derivatives of any order of the solution of the general variance-gamma Stein equation. Finally, we present a connection between Stein equations and Poisson equations, from which we first recognised the importance of the iterative technique to Stein’s method.
first_indexed 2024-03-07T04:25:17Z
format Journal article
id oxford-uuid:cc690057-55b4-4652-b670-650ccfba9c7c
institution University of Oxford
language English
last_indexed 2024-09-25T04:35:38Z
publishDate 2017
publisher Institute of Mathematical Statistics and Bernoulli Society
record_format dspace
spelling oxford-uuid:cc690057-55b4-4652-b670-650ccfba9c7c2024-09-13T10:47:49ZAn iterative technique for bounding derivatives of solutions of Stein equationsJournal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:cc690057-55b4-4652-b670-650ccfba9c7cEnglishSymplectic Elements at OxfordInstitute of Mathematical Statistics and Bernoulli Society2017Dӧbler, CGaunt, REVollmer, SJWe introduce a simple iterative technique for bounding derivatives of solutions of Stein equations Lf=h−Eh(Z), where L is a linear differential operator and Z is the limit random variable. Given bounds on just the solutions or certain lower order derivatives of the solution, the technique allows one to deduce bounds for derivatives of any order, in terms of supremum norms of derivatives of the test function h. This approach can be readily applied to many Stein equations from the literature. We consider a number of applications; in particular, we derive new bounds for derivatives of any order of the solution of the general variance-gamma Stein equation. Finally, we present a connection between Stein equations and Poisson equations, from which we first recognised the importance of the iterative technique to Stein’s method.
spellingShingle Dӧbler, C
Gaunt, RE
Vollmer, SJ
An iterative technique for bounding derivatives of solutions of Stein equations
title An iterative technique for bounding derivatives of solutions of Stein equations
title_full An iterative technique for bounding derivatives of solutions of Stein equations
title_fullStr An iterative technique for bounding derivatives of solutions of Stein equations
title_full_unstemmed An iterative technique for bounding derivatives of solutions of Stein equations
title_short An iterative technique for bounding derivatives of solutions of Stein equations
title_sort iterative technique for bounding derivatives of solutions of stein equations
work_keys_str_mv AT döblerc aniterativetechniqueforboundingderivativesofsolutionsofsteinequations
AT gauntre aniterativetechniqueforboundingderivativesofsolutionsofsteinequations
AT vollmersj aniterativetechniqueforboundingderivativesofsolutionsofsteinequations
AT döblerc iterativetechniqueforboundingderivativesofsolutionsofsteinequations
AT gauntre iterativetechniqueforboundingderivativesofsolutionsofsteinequations
AT vollmersj iterativetechniqueforboundingderivativesofsolutionsofsteinequations