EWU Institutional Repository

Credit Card Fraud and Bankruptcy Detection Using Machine Learning

Show simple item record

dc.contributor.author Juma, Habiba Islam
dc.contributor.author Raja, Rakibur Rahman
dc.contributor.author Zaman, Md Rubayat
dc.date.accessioned 2022-12-22T06:04:10Z
dc.date.available 2022-12-22T06:04:10Z
dc.date.issued 2022-09-28
dc.identifier.uri http://dspace.ewubd.edu:8080/handle/123456789/3837
dc.description This thesis submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Electronics and Telecommunication Engineering of East West University, Dhaka, Bangladesh en_US
dc.description.abstract The study details the implementation of two separate machine learning projects referred to as "Credit Card Fraud Detection" and "Bankruptcy Detection," each of which makes use of four unique machine learning models. The research was carried out with the assistance of the K-Nearest Neighbor, Decision Tree, Support Vector Machine, and Logistic Regression models. When compiling the supervised datasets that we used, we used information from two reliable sources. We have under-sampled the data to build a more representative sample, and we have employed the feature selection approach to increase the accuracy with which these models anticipate our main goal. In the end, we assessed the results that each model produced against one another and chose the one that had the greatest overall performance. In addition to this, we have provided suggestions on how future models and data collecting may be improved. en_US
dc.language.iso en_US en_US
dc.publisher East West University en_US
dc.relation.ispartofseries ;ECE00258
dc.subject Machine Learning, Credit Card Fraud, Bankruptcy, K-Nearest Neighbor, Decision Tree, Support Vector Machine, Logistic Regression, Prediction, Accuracy. en_US
dc.title Credit Card Fraud and Bankruptcy Detection Using Machine Learning en_US
dc.type Thesis en_US


Files in this item

This item appears in the following Collection(s)

Show simple item record

Search DSpace


Advanced Search

Browse

My Account