Monash University
Browse

Restricted Access

Reason: Restricted by author. A copy can be supplied under Section 51(2) of the Australian Copyright Act 1968 by submitting a document delivery request through your library.

Prediction of Consumer Credit Risk Via Machine Learning Algorithm

thesis
posted on 2022-12-12, 12:11 authored by Annur Syafiqah Riff
This thesis includes research on the development of a credit score model for assessing creditworthiness. The work focused primarily on the issue of imbalanced class credit datasets, which can have a negative impact on the performance of the credit score model. In an effort to address the issue, this study attempted to create an optimized ensemble model that combines the resampling technique, ensemble classifier, and dynamic threshold. In addition, the technique for interpreting the prediction output was explored.

History

Campus location

Malaysia

Principal supervisor

Soon Lay Ki

Additional supervisor 1

Rajendran Parthiban

Additional supervisor 2

Jin Zhe

Year of Award

2022

Department, School or Centre

School of Information Technology (Monash University Malaysia)

Course

Doctor of Philosophy

Degree Type

DOCTORATE

Faculty

Faculty of Information Technology

Usage metrics

    Faculty of Information Technology Theses

    Exports

    RefWorks
    BibTeX
    Ref. manager
    Endnote
    DataCite
    NLM
    DC