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SumcaVer1 (version 0.1.0)

Mean Square Prediction Error Estimation in Small Area Estimation

Description

Estimation of mean squared prediction error of a small area predictor is provided. In particular, the recent method of Simple, Unified, Monte-Carlo Assisted approach for the mean squared prediction error estimation of small area predictor is provided. We also provide other existing methods of mean squared prediction error estimation such as jackknife method for the mixed logistic model.

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Version

Install

install.packages('SumcaVer1')

Monthly Downloads

117

Version

0.1.0

License

MIT + file LICENSE

Maintainer

Mahmoud Torabi

Last Published

July 21st, 2024

Functions in SumcaVer1 (0.1.0)

mspe_LOGISTIC_HealthData_BOOT

MSPE estimation in mixed logistic model (Health Insurance data) using bootstrap method. Calculate the mspe of mixed logistic model (Health Insurance data) using bootstrap method.

mspe_PMS_FH_DHM

Post model selection MSPE estimation in FH model using Datta-Hall-Mandal method. Calculate the post-model selection mspe of Fay-Herriot model using Datta-Hall-Mandal method.

MSPE estimation in FH model using double-phase bootstrap method.Calculate the mspe of Fay-Herriot model in SAE using double-phase bootstrap method.

mspe_LOGISTIC_HealthData_SUMCA

MSPE estimation in mixed logistic model (Health Insurance data) using SUMCA method.Calculate the mspe of mixed logistic model (Health Insurance data) using SUMCA method.

MSPE estimation in FH model using Prasad-Rao method. Calculate the mspe of Fay-Herriot model in SAE using Prasad-Rao method.

mspe_MS_LOGISTIC_SUMCA

Model selection MSPE estimation in mixed logistic model using SUMCA method. Calculate the model selection mspe of mixed logistic model using SUMCA method.

MSPE estimation in FH model using SUMCA method. Calculate the mspe of Fay-Herriot model in SAE using Sumca method.

mspe_LOGISTIC_HealthData_JLW

MSPE estimation in mixed logistic model (Health Insurance data) using jackknife method.Calculate the mspe of mixed logistic model (Health Insurance data) using jackknife method.

mspe_PMS_FH_SUMCA

Post model selection MSPE estimation in FH model using SUMCA method. Calculate the post-model selection mspe of Fay-Herriot model using SUMCA method.

mspe_MS_LOGISTIC_JLW

Model selection MSPE estimation in mixed logistic model using jackknife method.Calculate the model selection mspe of mixed logistic model using jackknife method.

mspe_PMS_Mis_FH_DHM

Post model selection MSPE estimation in FH model with mean mis-specification using Datta-Hall-Mandal method. Calculate the post-model selection mspe of Fay-Herriot model with mean mis-specification using Datta-Hall-Mandal method.

mspe_PMS_Mis_FH_SUMCA

Post model selection MSPE estimation in FH model with mean mis-specification using SUMCA method. Calculate the post-model selection mspe of Fay-Herriot model with mean mis-specification using SUMCA method.