人工智能检测和预防采购欺诈

C. Ezeji
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引用次数: 0

摘要

人工智能中强大的机器学习模型为识别欺诈活动提供了新的前景。人工智能(AI)是一种革命性的技术工具,可通过提高效率和效力来增强发现和预防欺诈的能力。本研究深入探讨了人工智能技术在采购欺诈预防和检测领域的应用。此外,它还强调了在使用机器学习技术识别和预防欺诈活动时出现的障碍。本研究采用了混合方法,通过非结构化访谈和问卷调查收集数据。我们对相关学术论文和在线资源进行了全面审查。研究结果表明,欺诈者的技能正在逐步提高,这给侦测欺诈活动带来了巨大挑战。人工智能在欺诈侦测领域的出现已显示出其变革性影响。人工智能在侦查和预防犯罪方面实现了无与伦比的精确度和速度,超越了任何人的能力。人工智能增强了自动化能力。访问电子表格、数字文档和电子邮件收件箱等形式的非结构化数据给采购职能带来了重大问题。为了实现成功的采购转型,企业应优先创建必要的工具,通过建立卓越的用户体验来保证接受度,并整合新技术和现有技术。当务之急是向公众传播人工智能(AI)在欺诈检测和预防领域不断升级的知识。这包括阐明人工智能在识别可疑活动模式方面的潜在优势,评估其在潜在威胁或欺诈活动显现之前对其进行预测的功效,以及探索其在分析与熟悉和不熟悉的欺诈行为形式相关的历史数据方面的实用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Artificial Intelligence for detecting and preventing procurement fraud
The utilization of powerful machine learning models in artificial intelligence offers novel prospects for the identification of fraudulent activities. Artificial Intelligence (AI) is a revolutionary technological tool that enhances the ability to detect and prevent fraud by improving efficiency and effectiveness. This research offers a thorough examination of the utilization of artificial intelligence technology in the realm of procurement fraud prevention and detection. Additionally, it highlights the obstacles that arise when employing machine learning techniques for the purpose of identifying and preventing fraudulent activities. A mixed methods approach was employed in this study, wherein data was collected through an unstructured interview and questionnaire. We conducted a comprehensive review of relevant scholarly articles and online resources. The findings indicate that fraudsters are progressively advancing in their skills, which poses a significant challenge in detecting fraudulent activities. The advent of AI in fraud detection has demonstrated its transformative impact. AI has achieved unparalleled precision and velocity in crime detection and prevention, surpassing the capabilities of any human. Artificial intelligence (AI) enhances the capacity for automation. Accessing unstructured data in the form of spreadsheets, digital documents, and email inboxes poses a significant issue for the procurement function. In order to achieve a successful procurement transformation, businesses should prioritize the creation of essential tools, guarantee acceptance through the establishment of a superior user experience, and integrate both novel and pre-existing technology. It is imperative to disseminate knowledge to the general public regarding the escalating sophistication of artificial intelligence (AI) in the realm of fraud detection and prevention. This includes elucidating the potential benefits of AI in identifying patterns of suspicious activities, assessing its efficacy in predicting potential threats or fraudulent activities prior to their manifestation, and exploring its utility in analyzing historical data pertaining to both familiar and unfamiliar forms of fraudulent behavior.
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