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Fraud detection is a knowledge-intensive activity. The main AI techniques used for fraud detection include: . Data mining to classify, cluster, and segment the data and automatically find associations and rules in the data that may signify interesting patterns, including those related to fraud.
In law, fraud is an intentional deception to secure unfair or unlawful gain, or to deprive a victim of a legal right. Fraud can violate civil law or criminal law, or it may cause no loss of money, property, or legal right but still be an element of another civil or criminal wrong. [1]
A pyramid scheme is a form of fraud similar in some ways to a Ponzi scheme, relying as it does on a mistaken belief in a nonexistent financial reality, including the hope of an extremely high rate of return. However, several characteristics distinguish these schemes from Ponzi schemes: [5]
Control fraud occurs when a trusted person in a high position of responsibility in a company, corporation, or state subverts the organization and engages in extensive fraud for personal gain. The term "control fraud" was coined by William K. Black to refer both to the acts of fraud and to the individuals who commit them.
Elizabeth Holmes, convicted of 4 counts of felony fraud in January 2022 – three counts of wire fraud, and one of conspiracy to commit wire fraud for misleading investors on the biotech company Theranos, a diagnostics company claiming to be able to perform multianalyte clinical chemistry using unsound liquid-handling tech. Company results were ...
Franchise fraud is defined by the United States Federal Bureau of Investigation as a pyramid scheme. The FBI website states: Pyramid schemes—also referred to as franchise fraud or chain referral schemes—are marketing and investment frauds in which an individual is offered a distributorship or franchise to market a particular product.
Unfair business practices (also Unfair Commercial Practices) describes a set of practices by businesses which are considered unfair, and which may be unlawful. It includes practices which are covered by other areas of law, such as fraud , misrepresentation , and oppressive or unconscionable contract terms.
Affinity fraud is a form of investment fraud in which the fraudster preys upon members of identifiable groups, such as religious or ethnic communities, language minorities, the elderly, or professional groups. The fraudsters who promote affinity scams frequently are – or successfully pretend to be – members of the group.