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    • 1. 发明申请
    • Systems and methods for analyzing disparate treatment in financial transactions
    • 分析金融交易中不同待遇的制度和方法
    • US20070055619A1
    • 2007-03-08
    • US11252696
    • 2005-10-18
    • Clark AbrahamsMingyuan Zhang
    • Clark AbrahamsMingyuan Zhang
    • G06Q40/00
    • G06Q40/025G06Q40/02
    • Systems and methods are provided for analyzing disparate treatment in financial transactions. Data processing software instructions may be used to process lending-related data to identify a plurality of primary factors and one or more secondary factors for use making a lending-related decision. Model facilitation software instructions may be used to receive one or more relationships between the primary factors and the one or more secondary factors, wherein the relationships define criteria in which one or more positive secondary factors will compensate for a negative primary factor in making the lending-related decision. Model generation software instructions may be used to analyze lending-related data based on the primary factors, secondary factors and the one or more relationships.
    • 提供系统和方法,用于分析金融交易中的不同处理。 数据处理软件指令可用于处理与借出相关的数据,以识别多个主要因素以及一个或多个次要因素用于进行贷款相关决定。 模型便利化软件指令可以用于接收主要因素与一个或多个次要因素之间的一个或多个关系,其中所述关系定义了一个或多个正的次要因素将补偿制定贷款期限的负面主要因素的标准, 相关决定。 模型生成软件指令可用于基于主要因素,次要因素和一个或多个关系来分析与贷款相关的数据。
    • 2. 发明申请
    • Computer-implemented lending analysis systems and methods
    • 计算机实施贷款分析系统和方法
    • US20070050286A1
    • 2007-03-01
    • US11212289
    • 2005-08-26
    • Clark AbrahamsMingyuan Zhang
    • Clark AbrahamsMingyuan Zhang
    • G06Q40/00
    • G06Q40/02G06Q40/00G06Q40/025G06Q40/04
    • In accordance with the teachings described herein, computer-implemented lending analysis systems and methods are provided. A pre-processing module may be used to organize loan applicant data into a plurality of applicant groups based on one or more demographic factors, wherein a protected class is identified from the plurality of applicant groups. An index generation module may be used to calculate a plurality of disparity indices for the protected class by comparing lending-related data for the protected class with lending-related data for one or more control groups selected from the applicant groups. An indicator generation module may be used to calculate one or more singular indicators for the protected class by comparing the disparity indices with one or more reference indices. The indicator generation module may be further used to calculate a global indicator as a function of a plurality of singular indicators.
    • 根据本文所述的教导,提供计算机实现的贷款分析系统和方法。 可以使用预处理模块来基于一个或多个人口统计因素将贷款申请人数据组织到多个申请人组中,其中从多个申请人组中识别受保护的班级。 索引生成模块可以用于通过将受保护类的贷款相关数据与从申请人组中选择的一个或多个控制组的借出相关数据进行比较来计算受保护类的多个差异指数。 指示符生成模块可以用于通过将视差指数与一个或多个参考索引进行比较来计算受保护类的一个或多个奇异指示符。 指示符生成模块还可用于计算作为多个单个指标的函数的全局指示符。
    • 3. 发明申请
    • Systems And Methods For Analyzing Disparate Treatment In Financial Transactions
    • 金融交易中不同待遇分析的系统与方法
    • US20090150312A1
    • 2009-06-11
    • US12368453
    • 2009-02-10
    • Clark R. AbrahamsMingyuan Zhang
    • Clark R. AbrahamsMingyuan Zhang
    • G06F15/18
    • G06Q40/025G06Q40/02
    • Systems and methods are provided for analyzing disparate treatment in financial transactions. Data processing software instructions may be used to process lending-related data to identify a plurality of primary factors and one or more secondary factors for use making a lending-related decision. Model facilitation software instructions may be used to receive one or more relationships between the primary factors and the one or more secondary factors, wherein the relationships define criteria in which one or more positive secondary factors will compensate for a negative primary factor in making the lending-related decision. Model generation software instructions may be used to analyze lending-related data based on the primary factors, secondary factors and the one or more relationships.
    • 提供系统和方法,用于分析金融交易中的不同处理。 数据处理软件指令可用于处理与借出相关的数据,以识别多个主要因素以及一个或多个次要因素用于进行贷款相关决定。 模型便利化软件指令可以用于接收主要因素与一个或多个次要因素之间的一个或多个关系,其中所述关系定义了一个或多个正的次要因素将补偿制定贷款期限的负面主要因素的标准, 相关决定。 模型生成软件指令可用于基于主要因素,次要因素和一个或多个关系来分析与贷款相关的数据。
    • 4. 发明授权
    • Computer-implemented lending analysis systems and methods
    • 计算机实施贷款分析系统和方法
    • US07805345B2
    • 2010-09-28
    • US11212289
    • 2005-08-26
    • Clark R. AbrahamsMingyuan Zhang
    • Clark R. AbrahamsMingyuan Zhang
    • G06Q40/00
    • G06Q40/02G06Q40/00G06Q40/025G06Q40/04
    • In accordance with the teachings described herein, computer-implemented lending analysis systems and methods are provided. A pre-processing module may be used to organize loan applicant data into a plurality of applicant groups based on one or more demographic factors, wherein a protected class is identified from the plurality of applicant groups. An index generation module may be used to calculate a plurality of disparity indices for the protected class by comparing lending-related data for the protected class with lending-related data for one or more control groups selected from the applicant groups. An indicator generation module may be used to calculate one or more singular indicators for the protected class by comparing the disparity indices with one or more reference indices. The indicator generation module may be further used to calculate a global indicator as a function of a plurality of singular indicators.
    • 根据本文所述的教导,提供计算机实现的贷款分析系统和方法。 可以使用预处理模块来基于一个或多个人口统计因素将贷款申请人数据组织到多个申请人组中,其中从多个申请人组中识别受保护的班级。 索引生成模块可以用于通过将受保护类的贷款相关数据与从申请人组中选择的一个或多个控制组的借出相关数据进行比较来计算受保护类的多个差异指数。 指示符生成模块可以用于通过将视差指数与一个或多个参考索引进行比较来计算受保护类的一个或多个奇异指示符。 指示符生成模块还可用于计算作为多个单个指标的函数的全局指示符。
    • 8. 发明申请
    • Computer-Implemented Risk Evaluation Systems And Methods
    • 计算机实施的风险评估系统与方法
    • US20120296806A1
    • 2012-11-22
    • US13561121
    • 2012-07-30
    • Clark Richard AbrahamsMingyuan Zhang
    • Clark Richard AbrahamsMingyuan Zhang
    • G06Q40/02
    • G06Q40/08G06Q40/025
    • Systems and methods are provided for evaluating risks associated with alternative strategies for assessing an entity with respect to a predetermined objective. A system includes an action table that contains a plurality of possible actions that can be taken with respect to the predetermined objective for various entity profiles. One or more statistical data stores are configured to contain risk amounts associated with each entity profile, where the one or more statistical data stores are configured to contain inferred percentage distribution of applicants associated with each entity profile. One or more profile identification data stores contain entity identification information for use in determining an action for the entity. One or more improvement data stores provide an indication in the improvement in risk based upon a change in one or more characteristics for an entity profile.
    • 提供了系统和方法,用于评估与根据预定目标评估实体的替代策略相关的风险。 一种系统包括动作表,该动作表包含关于各种实体简档的预定目标可以采取的多个可行动。 一个或多个统计数据存储被配置为包含与每个实体简档相关联的风险量,其中一个或多个统计数据存储被配置为包含与每个实体简档相关联的申请人的推断的百分比分布。 一个或多个简档识别数据存储包含用于确定该实体的动作的实体标识信息。 一个或多个改进数据存储器基于实体简档的一个或多个特性的改变来提供改进风险的指示。