Open Access   Article Go Back

Comparative Analysis of Machine Learning Algorithms for Credit Card Fraud Detection

Jerin Ignatious1 , Yogita Kulkarni2 , Shruti Bari3 , Deepali Naglot4

Section:Research Paper, Product Type: Journal Paper
Volume-8 , Issue-6 , Page no. 6-9, Jun-2020

CrossRef-DOI:   https://doi.org/10.26438/ijcse/v8i6.69

Online published on Jun 30, 2020

Copyright © Jerin Ignatious,Yogita Kulkarni, Shruti Bari, Deepali Naglot . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

View this paper at   Google Scholar | DPI Digital Library

How to Cite this Paper

  • IEEE Citation
  • MLA Citation
  • APA Citation
  • BibTex Citation
  • RIS Citation

IEEE Style Citation: Jerin Ignatious,Yogita Kulkarni, Shruti Bari, Deepali Naglot, “Comparative Analysis of Machine Learning Algorithms for Credit Card Fraud Detection,” International Journal of Computer Sciences and Engineering, Vol.8, Issue.6, pp.6-9, 2020.

MLA Style Citation: Jerin Ignatious,Yogita Kulkarni, Shruti Bari, Deepali Naglot "Comparative Analysis of Machine Learning Algorithms for Credit Card Fraud Detection." International Journal of Computer Sciences and Engineering 8.6 (2020): 6-9.

APA Style Citation: Jerin Ignatious,Yogita Kulkarni, Shruti Bari, Deepali Naglot, (2020). Comparative Analysis of Machine Learning Algorithms for Credit Card Fraud Detection. International Journal of Computer Sciences and Engineering, 8(6), 6-9.

BibTex Style Citation:
@article{Ignatious_2020,
author = { Jerin Ignatious,Yogita Kulkarni, Shruti Bari, Deepali Naglot},
title = {Comparative Analysis of Machine Learning Algorithms for Credit Card Fraud Detection},
journal = {International Journal of Computer Sciences and Engineering},
issue_date = {6 2020},
volume = {8},
Issue = {6},
month = {6},
year = {2020},
issn = {2347-2693},
pages = {6-9},
url = {https://www.ijcseonline.org/full_paper_view.php?paper_id=5137},
doi = {https://doi.org/10.26438/ijcse/v8i6.69}
publisher = {IJCSE, Indore, INDIA},
}

RIS Style Citation:
TY - JOUR
DO = {https://doi.org/10.26438/ijcse/v8i6.69}
UR - https://www.ijcseonline.org/full_paper_view.php?paper_id=5137
TI - Comparative Analysis of Machine Learning Algorithms for Credit Card Fraud Detection
T2 - International Journal of Computer Sciences and Engineering
AU - Jerin Ignatious,Yogita Kulkarni, Shruti Bari, Deepali Naglot
PY - 2020
DA - 2020/06/30
PB - IJCSE, Indore, INDIA
SP - 6-9
IS - 6
VL - 8
SN - 2347-2693
ER -

VIEWS PDF XML
394 512 downloads 164 downloads
  
  
           

Abstract

In this age of growing digitization, many of our day to day activities are being transformed with the help of the internet and everything is now available online. With the advent of the internet, nowadays online transactions have become an important and necessary part of our lives. As the number of transactions are increasing, the number of fraudulent transactions are also increasing rapidly. To reduce fraudulent transactions, machine learning algorithms like Local Outlier Factor and Isolation Forest are discussed in this paper. An online dataset is used to implement and test these algorithms. Finally with comparative analysis we tried to conclude which algorithm works better.

Key-Words / Index Term

Credit Card, Fraud, Machine Learning, Isolation Forest, Local Outlier Factor

References

[1] Vaishnavi Nath Dornadula, Geetha S, ?Credit Card Fraud Detection Using Machine Learning Algorithms?, International Conference on Recent Trends in Advanced Computing 2019
[2] Samaneh Sorournejad, Zahra Zojaji, Reza Ebrahimi Atani, Amir Hassan Monadjemi, ?A Survey of Credit Card Fraud Detection Techniques: Data and Technique Oriented Perspective?
[3] Ramyashree K, Janaki K, Keerthana S, B. V. Harshita, Harshita Y. V, ?A Hybrid for Credit Card Fraud Detection Using Machine Learning Algorithm?, International Journal of Recent Technology And Engineering, Volume-7, Issue-6S4, April 2019
[4] Heta Naik, Prashasti Kanikar, ?Credit Card Fraud Detection Based on MAchine Learning Algorithms?, International Journal of Computer Applications, Volume 182 - No. 44, March 2019
[5] Suresh K. Shirgave, Chetan J. Awati, Rashmi More, Sonam S. Patil, ?A Review on Credit Card Fraud Detection Using Machine Learning?, International Journal of Scientific and Technology Research, Volume 8, Issue 10, October 2019
[6] S. P. Maniraj, Aditya Saini, Swarna Deep Sarkar, Shadab Ahmed, ?Credit Card Fraud Detection Using Machine Learning and Data Science?, International Journal of Engineering Research and Technology, Volume 8, Issue 9, September 2019
[7] Laxmi S. V. S.S, Selvani Deepthi Kavila, ?Machine Learning for Credit Card Fraud Detection System?, International Journal of Applied Engineering Research, Volume 13, Number 24(2018)