The Functional Delta Method for Deriving Asymptotic Distributions

ABSTRACT The functional delta method for deriving asymptotic distributions is presented. Assuming our interest lies in where is an unknown, infinite‐dimensional parameter and is a known functional. Like the delta method the functional delta method allows to immediately obtain an approximation of the distribution of the plug‐in estimator through the asymptotic distribution of subject to (a) the asymptotic distribution of being known and (b) the existence of an appropriate functional derivative of at . This article is categorized under: Data: Types and Structure > Time Series, Stochastic Processes, and Functional Data

Authors

Institutions

Publication Details

Journal
Wiley Interdisciplinary Reviews Computational Statistics
Published
2026-01-06
DOI
https://doi.org/10.1002/wics.70053
Primary Topic
Probability and Risk Models
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Functional Delta Method for Deriving Asymptotic Distributions

Eric Beutner
Wiley Interdisciplinary Reviews Computational Statistics
Probability and Risk Models
article

The Functional Delta Method for Deriving Asymptotic Distributions

Eric Beutner
article en

Abstract

ABSTRACT The functional delta method for deriving asymptotic distributions is presented. Assuming our interest lies in where is an unknown, infinite‐dimensional parameter and is a known functional. Like the delta method the functional delta method allows to immediately obtain an approximation of the distribution of the plug‐in estimator through the asymptotic distribution of subject to (a) the asymptotic distribution of being known and (b) the existence of an appropriate functional derivative of at . This article is categorized under: Data: Types and Structure > Time Series, Stochastic Processes, and Functional Data

Wiley Interdisciplinary Reviews Computational StatisticsVol. 18(1)
Vrije Universiteit Amsterdam (NL)
Openalex Percentile: Top 96%
Probability and Risk Models
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.