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NSAE (version 0.4.0)

Nonstationary Small Area Estimation

Description

Executes nonstationary Fay-Herriot model and nonstationary generalized linear mixed model for small area estimation.The empirical best linear unbiased predictor (EBLUP) under stationary and nonstationary Fay-Herriot models and empirical best predictor (EBP) under nonstationary generalized linear mixed model along with the mean squared error estimation are included. EBLUP for prediction of non-sample area is also included under both stationary and nonstationary Fay-Herriot models. This extension to the Fay-Herriot model that accounts for the presence of spatial nonstationarity was developed by Hukum Chandra, Nicola Salvati and Ray Chambers (2015) and nonstationary generalized linear mixed model was developed by Hukum Chandra, Nicola Salvati and Ray Chambers (2017) . This package is dedicated to the memory of Dr. Hukum Chandra who passed away while the package creation was in progress.

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Version

Install

install.packages('NSAE')

Monthly Downloads

89

Version

0.4.0

License

GPL-3

Maintainer

Saurav Guha

Last Published

May 27th, 2022

Functions in NSAE (0.4.0)

ebp

EBP for proportion under generalized linear mixed model
NS.test

Parametric bootstrap-based spatial nonstationarity test for Fay-Herroit model
NSglm.test

Parametric bootstrap-based spatial nonstationarity test for generalized linear mixed model
eblupNSFH1

EBLUP under nonstationary Fay-Herriot model for sample area
Wmatrix

Proximity matrix
eblupNSFH2

EBLUP under nonstationary Fay-Herriot model for sample and non-sample area
ebpNP

Nonparametric ebp using spatial spline for proportion under generalized linear mixed model
NSAE

NSAE : Nonstationary Small Area Estimation
eblupFH1

EBLUP under stationary Fay-Herriot model for sample area
paddysample

Yield data of paddy for sample area
eblupFH2

EBLUP under stationary Fay-Herriot model for sample and non-sample area
headcount

Head count data
ebpNS

Nonstationary ebp for proportion under generalized linear mixed model
paddy

Yield data of paddy
ebpSP

Spatial ebp for proportion under generalized linear mixed model