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DYNAMIC ACCOUNT RISK ASSESSMENT FROM HETEROGENEOUS EVENTS

机译:异构事件的动态账户风险评估

摘要

Embodiments described herein provide for performing a risk assessment. A computer identifies and stores heterogeneous events between a user and a provider system in which the user interacts with an account. The computer may store the heterogeneous events in a table. The stored event information normalizes the events associated with an account. The computer may determine static risk contributions associated with the event information of the account and store the static risk contributions in the table. The computer groups the static risk contributions into predetermined groups. The static risk contributions in each group are converted into dynamic risk contributions. The dynamic risk contributions of each group are aggregated, and the aggregate value of the dynamic risk contributions are fed to a machine learning model. The machine learning model determines a risk score associated with the account.
机译:本文描述的实施例提供了进行风险评估。 计算机识别并存储用户与用户与帐户交互的提供商系统之间的异构事件。 计算机可以将异构事件存储在表中。 存储的事件信息归一化与帐户关联的事件。 计算机可以确定与帐户的事件信息相关联的静态风险贡献,并存储表中的静态风险贡献。 计算机将静态风险贡献到预定组中。 每组的静态风险贡献转换为动态风险贡献。 每个组的动态风险贡献都会聚合,动态风险贡献的总值送入机器学习模型。 机器学习模型确定与帐户相关联的风险分数。

著录项

  • 公开/公告号WO2021158401A1

    专利类型

  • 公开/公告日2021-08-12

    原文格式PDF

  • 申请/专利权人 PINDROP SECURITY INC.;

    申请/专利号WO2021US15239

  • 发明设计人 TSENG HUNG WEI;PATIL KAILASH;

    申请日2021-01-27

  • 分类号G06F15/18;

  • 国家 US

  • 入库时间 2022-08-24 20:36:02

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