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FraudGraph-X: A Multimodal Graph Neural Framework for Behavioral Fraud Detection [PDF]

open access: yesITM Web of Conferences
The complexity and volume of transactional data has expanded due to the rapid growth of digital financial services, which has opened the door to new types of sophisticated fraud.
Yatoo Nuzhat Ahmad   +3 more
doaj   +1 more source

A Survey of Automated Financial Statement Fraud Detection with Relevance to the South African Context

open access: yesSouth African Computer Journal, 2020
Financial statement fraud has been on the increase in the past two decades and includes prominent scandals such as Enron, WorldCom and more recently in South Africa, Steinhoff.
Wilson Tsakane Mongwe   +1 more
doaj   +1 more source

Intelligent Fraud Detection in Financial Statements Using Machine Learning and Data Mining: A Systematic Literature Review

open access: yesIEEE Access, 2022
Fraudulent financial statements (FFS) are the results of manipulating financial elements by overvaluing incomes, assets, sales, and profits while underrating expenses, debts, or losses.
Matin N. Ashtiani, Bijan Raahemi
doaj   +1 more source

Improved cost-sensitive learning for financial fraud detection and prevention

open access: yes, 2022
Chen, BintongCredit card fraud increases as e-commerce becomes more prevalent. Current fraud prevention and detection techniques, however, are far from accurate and effective.
Wang, Deshen
core   +1 more source

An Introduction to Machine Learning Methods for Fraud Detection

open access: yesApplied Sciences
Financial fraud represents a critical global challenge with substantial economic and social consequences. This comprehensive review synthesizes the current knowledge on machine learning approaches for financial fraud detection, examining their ...
Antonio Alessio Compagnino   +6 more
doaj   +1 more source

FRAUD PENTAGON IN DETECTING FINANCIAL STATEMENT FRAUD

open access: yesInternational Journal of Economic Integration and Regional Competitiveness
Objective: This study aims to analyze the influence of the fraud pentagon elements on financial statement fraud in manufacturing companies within the food and beverage sub-sector listed on the Indonesia Stock Exchange (IDX) during the 2016–2020 period. Method: A quantitative approach was employed using secondary data derived from company annual reports.
Fityan Izza Noor Abidin   +2 more
openaire   +2 more sources

Finding Misstatement Accounts in Financial Statements Through Ontology Reasoning

open access: yesIEEE Access
Finding misstatement accounts in financial statements, is a key problem of fraud detection. Potential applications include external audit, internal controls, investment decision and securities market regulation. However, most existing intelligent methods
Liming Chen, Baoxin Xiu, Zhaoyun Ding
doaj   +1 more source

From Traditional Methods to Machine Learning: The Evolution of Fraud Detection in Auditing with New Technologies [PDF]

open access: yesپژوهش‌های تجربی حسابداری
Fraudulent financial reporting is a global issue with significant negative consequences for all stakeholders. However, detecting fraud remains challenging due to its subjective nature.
Zahra Taheri   +2 more
doaj   +1 more source

AI Driven Fraud Detection Models in Financial Networks: A Comprehensive Systematic Review

open access: yesIEEE Access
Rapid advancements in digital innovation and globalization has significantly increased the complexity of financial networks, making them more vulnerable to fraud.
Nusrat Jahan Sarna   +6 more
doaj   +1 more source

Blockchain‐Based Smart Contracts in US Specialty Crop Marketing: Grower Preferences and Adoption Potential

open access: yesAgribusiness, EarlyView.
ABSTRACT Using survey and discrete choice experiment data, we examined US specialty crop growers' preferences for marketing contract attributes in the context of emerging blockchain‐based technologies and expanding traceability initiatives. Results show that farmers preferred traditional written contracts but might be willing to accept digital ...
Elizabeth Canales   +3 more
wiley   +1 more source

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