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272340

Using Johnson Schumacher Model for Parameter Estimation of Nonlinear Regression Model

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Last updated: 24 Dec 2024

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Abstract

In this study,
we aim to estimate parameters of nonlinear model by using ordinary least square. This paper used a real data set on exchange rate, inflation, exports, imports, investments, and budget deficit. The appropriate models of the data are cubic and Johnson Schumacher Model. Both Results of application data and Simulation study appear that the Johnson Schumacher nonlinear regression model is outstanding performance
This paper develops the reliable alternative approach of parameter estimation based on the PSO algorithm in the model of nonlinear regression. When the PSO method is used for estimating of nonlinear regression model parameters. Estimating (Forecasting) of the exchange rate using Johnson Schumacher nonlinear model
This study presents the following variables: (X1: inflation), (X2: exports), (X3: imports), (X4: investments), (X5: budget deficit). These represent the main variables that affect (Y: exchange rate). The study introduced two nonlinear models cubic and Johnson Schumacher nonlinear model. The Johnson Schumacher nonlinear model shows outstanding performance. The results of the simulation

DOI

10.21608/jsst.2022.169520.1497

Keywords

nonlinear regression, Cubic Model, Johnson Schumacher Model, exchange rate

Authors

First Name

maie

Last Name

kamel

MiddleName

-

Affiliation

;gdm hgj[hvm [hlum 'k'h

Email

maie.m.kamel@gmail.com

City

-

Orcid

0000-0002-7650-5844

First Name

maie

Last Name

kamel

MiddleName

-

Affiliation

كلية التجارة جامعة طنطا

Email

maie.kamel@commerce.tanta.edu.eg

City

6 أكتوبر

Orcid

0000000276505844

First Name

Hanaa

Last Name

Hanaa Abd El-Redeem Salem

MiddleName

-

Affiliation

كلية التجارة جامعة طنطا

Email

hanaa_salem@commerce.tanta.edu.eg

City

طنطا

Orcid

-

First Name

Mona Nazih Abdel Bary

Last Name

Nazih Abdel Bary

MiddleName

-

Affiliation

كلية التجارة جامعة السويس

Email

mona_abdelbary@commerce.suez.edu.eg

City

-

Orcid

-

Volume

23

Article Issue

4

Related Issue

37017

Issue Date

2022-10-01

Receive Date

2022-10-18

Publish Date

2022-10-01

Page Start

360

Page End

373

Print ISSN

2090-5327

Online ISSN

2682-3543

Link

https://jsst.journals.ekb.eg/article_272340.html

Detail API

https://jsst.journals.ekb.eg/service?article_code=272340

Order

13

Type

المقالة الأصلية

Type Code

1,048

Publication Type

Journal

Publication Title

مجلة البحوث المالية والتجارية

Publication Link

https://jsst.journals.ekb.eg/

MainTitle

Using Johnson Schumacher Model for Parameter Estimation of Nonlinear Regression Model

Details

Type

Article

Created At

22 Jan 2023