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344392

A proposed model for loan approval prediction using XAI

Article

Last updated: 28 Dec 2024

Subjects

-

Tags

• Artificial Intelligence

Abstract

Abstract— With the rapid growth in the banking sector due to the current inflation in Egypt, many people go to the bank for a loan. This paper proposes a model which predicts loan approval of bank applicants using explainable artificial intelligence, this study is based on the “Give Me Some Credit" dataset with more than 120k rows so the paper could train the model on earlier records of bank applicants that applied before for a bank loan.
Keywords—: Loan, XAI, prediction, machine learning, banking sectorAbstract— With the rapid growth in the banking sector due to the current inflation in Egypt, many people go to the bank for a loan. This paper proposes a model which predicts loan approval of bank applicants using explainable artificial intelligence, this study is based on the “Give Me Some Credit" dataset with more than 120k rows so the paper could train the model on earlier records of bank applicants that applied before for a bank loan.
Keywords—: Loan, XAI, prediction, machine learning, banking sector

DOI

10.21608/njccs.2024.215974.1013

Keywords

loan, xAi, prediction, Machine Learning, Banking Sector

Authors

First Name

Omar

Last Name

Ayad

MiddleName

M

Affiliation

Arab Academy for Science& Technology and Maritime transport

Email

omarmayad19@student.aast.edu

City

Cairo

Orcid

0009-0004-2744-0230

First Name

Abd-El.Fattah

Last Name

hegazy

MiddleName

-

Affiliation

College of Computing and Information Technology, Cairo Arab Academy for Science, technology, and maritime transport

Email

ahegazy@aast.edu

City

Cairo

Orcid

-

First Name

Ahmed

Last Name

Dahroug

MiddleName

-

Affiliation

College of Computing and Information Technology, Cairo Arab Academy for Science, technology, and maritime transport adahroug_87@aast.edu

Email

adahroug_87@aast.edu

City

Cairo

Orcid

-

Volume

6

Article Issue

1

Related Issue

46450

Issue Date

2023-12-01

Receive Date

2023-06-11

Publish Date

2023-12-01

Page Start

1

Page End

11

Print ISSN

2805-2366

Online ISSN

2805-2374

Link

https://njccs.journals.ekb.eg/article_344392.html

Detail API

https://njccs.journals.ekb.eg/service?article_code=344392

Order

344,392

Type

Original Article

Type Code

2,134

Publication Type

Journal

Publication Title

Nile Journal of Communication and Computer Science

Publication Link

https://njccs.journals.ekb.eg/

MainTitle

A proposed model for loan approval prediction using XAI

Details

Type

Article

Created At

28 Dec 2024