Paper Title

Credit Card Fraud Detection Using Machine Learning

Article Identifiers

Registration ID: IJNRD_220572

Published ID: IJNRD2405142

DOI: Click Here to Get

Authors

Mr.F.Richard Singh Samuel , C.V.Lalitha , P.Madhu Swetha , D.Madhura

Keywords

financial transactions, PIN verification, secure processing, fraud detection, Python, pandas, scikit-learn, Excel data, security questions, customer data, integer comparison, transaction amount, thresholds, machine learning, decision tree classifier.

Abstract

With a focus on PIN verification, secure transaction processing, and fraud detection, this project proposes a Python-based system for safe financial transactions. The system loads security questions and customer data from Excel sheets using the pandas and scikit-learn libraries.Users enter their PINs, which are then checked via an integer comparison. Users input the transaction amount if it is validated. When a transaction surpasses certain thresholds, such as the daily maximum transaction amount (MTPD), the system asks security questions. Users haven't made many attempts to respond to these queries. Transactions proceed securely after successful verification. In order to detect fraud based on transaction quantities, the system additionally uses a decision tree classifier. With a focus on strong verification and fraud prevention methods in transaction processing, this project provides a flexible framework for safe financial systems.

How To Cite (APA)

Mr.F.Richard Singh Samuel, C.V.Lalitha, P.Madhu Swetha, & D.Madhura (May-2024). Credit Card Fraud Detection Using Machine Learning. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(5), b271-b276. https://ijnrd.org/papers/IJNRD2405142.pdf

Issue

Volume 9 Issue 5, May-2024

Pages : b271-b276

Other Publication Details

Paper Reg. ID: IJNRD_220572

Published Paper Id: IJNRD2405142

Downloads: 000121981

Research Area: Information Technology 

Country: Tirunelveli, Tamil Nadu, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2405142.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2405142

About Publisher

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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Call For Paper

Call For Paper - Volume 10 | Issue 10 | October 2025

IJNRD is a Scholarly Open Access, Peer-reviewed, and Refereed Journal with a High Impact Factor of 8.76 (calculated by Google Scholar & Semantic Scholar | AI-Powered Research Tool). It is a Multidisciplinary, Monthly, Low-Cost Journal that follows UGC CARE 2025 Peer-Reviewed Journal Policy norms, Scopus journal standards, and Transparent Peer Review practices to ensure quality and credibility. IJNRD provides indexing in all major databases & metadata repositories, a citation generator, and Digital Object Identifier (DOI) for every published article with full open-access visibility.

The INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (IJNRD) aims to advance applied, theoretical, and experimental research across diverse fields. Its goal is to promote global scientific information exchange among researchers, developers, engineers, academicians, and practitioners. IJNRD serves as a platform where educators and professionals can share research evidence, models of best practice, and innovative ideas, contributing to academic growth and industry relevance.

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Important Dates for Current issue

Paper Submission Open For: October 2025

Current Issue: Volume 10 | Issue 10 | October 2025

Impact Factor: 8.76

Last Date for Paper Submission: Till 31-Oct-2025

Notification of Review Result: Within 1-2 Days after Submitting paper.

Publication of Paper: Within 01-02 Days after Submititng documents.

Frequency: Monthly (12 issue Annually).

Journal Type: IJNRD is an International Peer-reviewed, Refereed, and Open Access Journal with Transparent Peer Review as per the new UGC CARE 2025 guidelines, offering low-cost multidisciplinary publication with Crossref DOI and global indexing.

Subject Category: Research Area

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