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机器学习在银行业反诈领域的应用探索
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作者 余刚健 程鹏 钟萃芳 《金融科技时代》 2024年第3期71-74,共4页
随着互联网的发展,银行业面临着越来越复杂和智能的诈骗风险,而传统的专家模型又难以及时处理,为了应对这一挑战,业界将人工智能技术融入反诈领域。文章主要分析了银行业应对诈骗风险的传统“专家经验”模型的现状和弊端,介绍基于机器... 随着互联网的发展,银行业面临着越来越复杂和智能的诈骗风险,而传统的专家模型又难以及时处理,为了应对这一挑战,业界将人工智能技术融入反诈领域。文章主要分析了银行业应对诈骗风险的传统“专家经验”模型的现状和弊端,介绍基于机器学习人工智能技术搭建的实时流水涉诈评测系统,总结了该系统还存在的问题,并提出了应对方案。 展开更多
关键词 银行业 反诈预测 专家模型 机器学习
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The usage of technology in preventing and detecting fraud
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作者 Vjollca Karapici Ibrahimi 《Chinese Business Review》 2010年第9期22-30,共9页
Auditors of information systems technology (IT) play a major role in the prevention of significant fraud and investigation. Fraud is hard to detect and even more difficult to prevent. All the auditors are responsibl... Auditors of information systems technology (IT) play a major role in the prevention of significant fraud and investigation. Fraud is hard to detect and even more difficult to prevent. All the auditors are responsible for detection, determination of fraud and use of anti-fraud programs. With rapid developments in information, communication and technology, it is no surprise that companies grow and secure IT system, but with the development of technology was developed and fraud schemes. Detection or not the auditor of the fraud, not fulfilling his work reflects you, or not drafting of a plan audit standards and procedures, but he has to do with personal ability auditor, to analyze the findings during the audit, use of tests, the natural limitations of internal control and the fact that most of the findings of the auditor of nature are more persuasive than effective. When you conduct an audit, auditor has a professional skeptic attitude that considers the risk of circumvention of control procedures by management and recognizes that simple fact, the audit procedures that are effective in connection with the discovery of errors, are not suitable for detection and identification fraud. This requires from the auditor to establish a procedure for considering the risk of fraud, in order to detect the exact appearance not as a result of fraud. A particular impact has The Model of Fraud Detection Strategy, as an 8 steps model for identifying fraud, using IT to collect, define and analyze the data and anomalies that highlight indicators of fraud. 展开更多
关键词 FRAUD TECHNOLOGY skeptic attitude
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