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    • 1. 发明授权
    • Clustering customers
    • 聚集客户
    • US08918397B2
    • 2014-12-23
    • US13561468
    • 2012-07-30
    • Heng CaoJin DongJacqueline Giang Huong MorrisMing XieWen Jun YinBin Zhang
    • Heng CaoJin DongJacqueline Giang Huong MorrisMing XieWen Jun YinBin Zhang
    • G06F17/30G06Q30/02
    • G06Q30/02
    • A computer implemented method for clustering customers includes receiving a source set of customer records, wherein each customer record represents one customer, and each customer record includes at least one data attribute, and each data attribute has an attribute value; pre-processing the source set of customer records to generate a pre-processed set of customer records; executing a clustering algorithm on the pre-processed set of customer records to group the pre-processed set of customer records into clusters of a pre-defined number. The pre-processing comprises: determining the type of a customer in the source set of customer records; using a type attribute value to indicate the type of the customer in its customer record; normalizing data attribute values and type attribute values; weighting to the data attribute values and the type attribute values respectively to obtain weighted attribute values of the data attribute and weighted attribute values of the type attribute.
    • 用于聚类客户的计算机实现方法包括接收客户记录的源集合,其中每个客户记录表示一个客户,并且每个客户记录包括至少一个数据属性,并且每个数据属性具有属性值; 预处理客户记录的源集合以生成预处理的一组客户记录; 在预处理的客户记录集上执行聚类算法,以将预处理的客户记录集合分组成预定义数量的集群。 预处理包括:确定客户记录源组中客户的类型; 使用类型属性值来指示客户记录中客户的类型; 归一化数据属性值和类型属性值; 分别对数据属性值和类型属性值进行加权,以获得类型属性的数据属性和加权属性值的加权属性值。
    • 2. 发明申请
    • CLUSTERING CUSTOMERS
    • 聚集客户
    • US20120290580A1
    • 2012-11-15
    • US13561468
    • 2012-07-30
    • Heng CaoJin DongJacqueline Giang Huong MorrisMing XieWen Jun YinBin Zhang
    • Heng CaoJin DongJacqueline Giang Huong MorrisMing XieWen Jun YinBin Zhang
    • G06F17/30
    • G06Q30/02
    • A computer implemented method for clustering customers includes receiving a source set of customer records, wherein each customer record represents one customer, and each customer record includes at least one data attribute, and each data attribute has an attribute value; pre-processing the source set of customer records to generate a pre-processed set of customer records; executing a clustering algorithm on the pre-processed set of customer records to group the pre-processed set of customer records into clusters of a pre-defined number. The pre-processing comprises: determining the type of a customer in the source set of customer records; using a type attribute value to indicate the type of the customer in its customer record; normalizing data attribute values and type attribute values; weighting to the data attribute values and the type attribute values respectively to obtain weighted attribute values of the data attribute and weighted attribute values of the type attribute.
    • 用于聚类客户的计算机实现方法包括接收客户记录的源集合,其中每个客户记录表示一个客户,并且每个客户记录包括至少一个数据属性,并且每个数据属性具有属性值; 预处理客户记录的源集合以生成预处理的一组客户记录; 在预处理的客户记录集上执行聚类算法,以将预处理的客户记录集合分组成预定义数量的集群。 预处理包括:确定客户记录源组中客户的类型; 使用类型属性值来指示客户记录中客户的类型; 归一化数据属性值和类型属性值; 分别对数据属性值和类型属性值进行加权,以获得类型属性的数据属性和加权属性值的加权属性值。
    • 3. 发明授权
    • Clustering customers
    • 聚集客户
    • US08914372B2
    • 2014-12-16
    • US13432361
    • 2012-03-28
    • Heng CaoJin DongJacqueline Giang Huong MorrisMing XieWen Jun YinBin Zhang
    • Heng CaoJin DongJacqueline Giang Huong MorrisMing XieWen Jun YinBin Zhang
    • G06F17/30G06Q30/02
    • G06Q30/02
    • A computer implemented method for clustering customers includes receiving a source set of customer records, wherein each customer record represents one customer, and each customer record includes at least one data attribute, and each data attribute has an attribute value; pre-processing the source set of customer records to generate a pre-processed set of customer records; executing a clustering algorithm on the pre-processed set of customer records to group the pre-processed set of customer records into clusters of a pre-defined number. The pre-processing comprises: determining the type of a customer in the source set of customer records; using a type attribute value to indicate the type of the customer in its customer record; normalizing data attribute values and type attribute values; weighting to the data attribute values and the type attribute values respectively to obtain weighted attribute values of the data attribute and weighted attribute values of the tune attribute.
    • 用于聚类客户的计算机实现方法包括接收客户记录的源集合,其中每个客户记录表示一个客户,并且每个客户记录包括至少一个数据属性,并且每个数据属性具有属性值; 预处理客户记录的源集合以生成预处理的一组客户记录; 在预处理的客户记录集上执行聚类算法,以将预处理的客户记录集合分组成预定义数量的集群。 预处理包括:确定客户记录源组中客户的类型; 使用类型属性值来指示客户记录中客户的类型; 归一化数据属性值和类型属性值; 分别对数据属性值和类型属性值进行加权,以获得数据属性的加权属性值和调整属性的加权属性值。
    • 4. 发明申请
    • CLUSTERING CUSTOMERS
    • 聚集客户
    • US20120254179A1
    • 2012-10-04
    • US13432361
    • 2012-03-28
    • Heng CaoJin DongJacqueline Giang Huong MorrisMing XieWen Jun YinBin Zhang
    • Heng CaoJin DongJacqueline Giang Huong MorrisMing XieWen Jun YinBin Zhang
    • G06F17/30
    • G06Q30/02
    • A computer implemented method for clustering customers includes receiving a source set of customer records, wherein each customer record represents one customer, and each customer record includes at least one data attribute, and each data attribute has an attribute value; pre-processing the source set of customer records to generate a pre-processed set of customer records; executing a clustering algorithm on the pre-processed set of customer records to group the pre-processed set of customer records into clusters of a pre-defined number. The pre-processing comprises: determining the type of a customer in the source set of customer records; using a type attribute value to indicate the type of the customer in its customer record; normalizing data attribute values and type attribute values; weighting to the data attribute values and the type attribute values respectively to obtain weighted attribute values of the data attribute and weighted attribute values of the tune attribute.
    • 用于聚类客户的计算机实现方法包括接收客户记录的源集合,其中每个客户记录表示一个客户,并且每个客户记录包括至少一个数据属性,并且每个数据属性具有属性值; 预处理客户记录的源集合以生成预处理的一组客户记录; 在预处理的客户记录集上执行聚类算法,以将预处理的客户记录集合分组成预定义数量的集群。 预处理包括:确定客户记录源组中客户的类型; 使用类型属性值来指示客户记录中客户的类型; 归一化数据属性值和类型属性值; 分别对数据属性值和类型属性值进行加权,以获得数据属性的加权属性值和调整属性的加权属性值。
    • 8. 发明申请
    • ENABLING COMPUTATIONAL PROCESS AS A DYNAMIC DATA SOURCE FOR BI REPORTING SYSTEMS
    • 使用计算过程作为BI报告系统的动态数据源
    • US20130018839A1
    • 2013-01-17
    • US13397734
    • 2012-02-16
    • Michael AdendorffHeng CaoDavid L. JensenChen JiangTarun Kumar
    • Michael AdendorffHeng CaoDavid L. JensenChen JiangTarun Kumar
    • G06F17/30
    • G06F17/3056
    • There is provided a system, method and computer program product for integrating at least one analytical or modeling driver into an existing business analytic environment. The system comprises a BAMS (Business Analytics and Mathematical Sciences) driver, implemented on the memory device and run by the processor, loads a real database driver and redirects a request from a client application to the real database driver. An extension driver, invoked by the BAMS driver, provides an interface to a data modeling or processing software and converts the interface from a software environment compiled by a programming language to another software environment targeted to another programming language. The extension driver extends or overrides functionalities of the BAMS driver. Implementing the BAMS driver and the extension driver in the existing business analytic environment do not require any change made on the existing business analytic environment.
    • 提供了一种用于将至少一个分析或建模驱动程序集成到现有业务分析环境中的系统,方法和计算机程序产品。 该系统包括在存储设备上实现并由处理器运行的BAMS(业务分析和数学科学)驱动程序,加载真实的数据库驱动程序,并将请求从客户端应用程序重定向到真实的数据库驱动程序。 由BAMS驱动程序调用的扩展驱动程序为数据建模或处理软件提供了一个接口,并将接口从由编程语言编译的软件环境转换为另一种针对另一种编程语言的软件环境。 扩展驱动程序扩展或覆盖了BAMS驱动程序的功能。 在现有业务分析环境中实施BAMS驱动程序和扩展驱动程序不需要对现有业务分析环境进行任何更改。
    • 10. 发明授权
    • Orthodontic force measurement system
    • 正畸力测量系统
    • US07481121B1
    • 2009-01-27
    • US11881528
    • 2007-07-27
    • Heng Cao
    • Heng Cao
    • G01L1/22
    • G01L5/161A61C7/00A61C19/04
    • A method for concurrently measuring a force exerted upon each of a plurality of teeth is disclosed. A dentition crown connecting rod associated with a force gauge is positioned such that a dentition crown coupled to the dentition crown connecting rod may be received within a corresponding cavity of a reference aligner. A measurement aligner is then applied to the dentition crown, wherein the dentition crown is positioned to be received within a corresponding cavity of a reference aligner. A force exerted on the dentition crown by the measurement aligner is then calculated.
    • 公开了一种用于同时测量施加在多个齿中的每一个上的力的方法。 定位与力量计相关联的牙列冠连接杆,使得联接到牙列冠连接杆的牙列冠可以被接收在参考对准器的相应空腔内。 然后将测量对准器施加到齿列冠,其中齿列冠定位成接收在参考对准器的相应空腔内。 然后计算由测量对准器施加在牙列冠上的力。