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    Behavior and information model to yield more accurate probability of successful outcome
    2.
    发明授权
    Behavior and information model to yield more accurate probability of successful outcome 有权
    行为和信息模型产生更准确的成功结果概率

    公开(公告)号：US08996426B2

    公开(公告)日：2015-03-31

    申请号：US13039202

    申请日：2011-03-02

    申请人： Kay-Yut Chen ,  Cipriano A. Santos ,  Maria Teresa Gonzalez Diaz ,  Xin Zhang ,  Shailendra K. Jain ,  Jerry Z. Shan

    发明人： Kay-Yut Chen ,  Cipriano A. Santos ,  Maria Teresa Gonzalez Diaz ,  Xin Zhang ,  Shailendra K. Jain ,  Jerry Z. Shan

    IPC分类号： G06F15/18 ,  G06N7/00

    CPC分类号： G06N7/005

    摘要： A report indicating a user-reported probability of a successful outcome is received. A behavior and information model is estimated based on the report. The behavior and information model includes a behavior model component having a bias parameter and a consistency parameter. The behavior and information model includes an information model component having a first user-believed probability of a successful outcome and a second user-believed probability of a successful outcome. The behavior and information model is used to yield a model-determined probability of a successful outcome that more accurately reflects a probability of a successful outcome than the user-reported probability of a successful outcome does.

    摘要翻译： 收到表明用户报告的成功结果概率的报告。 行为和信息模型是根据报告估算的。 行为和信息模型包括具有偏差参数和一致性参数的行为模型组件。 行为和信息模型包括具有第一用户相信的成功结果的概率和第二用户相信的成功结果的概率的信息模型组件。 行为和信息模型用于产生成功结果的模型确定概率，其更准确地反映成功结果的概率，而不是用户报告的成功结果的概率。

    WORKFORCE PLANNING
    3.
    发明申请
    WORKFORCE PLANNING 审中-公开
    人力资源规划

    公开(公告)号：US20110202382A1

    公开(公告)日：2011-08-18

    申请号：US13125725

    申请日：2008-10-28

    申请人： Cipriano A. Santos ,  Maria Teresa Gonzalez Diaz ,  Shailendra K. Jain ,  Xin Zhang ,  Jose Luis Beltran-Guerrero

    发明人： Cipriano A. Santos ,  Maria Teresa Gonzalez Diaz ,  Shailendra K. Jain ,  Xin Zhang ,  Jose Luis Beltran-Guerrero

    IPC分类号： G06Q10/00

    CPC分类号： G06Q10/06 ,  G06Q10/063118

    摘要： Systems, methods, and other embodiments associated with workforce planning. One example method includes receiving a project data associated with a project opportunity. The project data includes a probability data. The probability data describes the likelihood of a project opportunity being selected. The project data includes a workforce demand. The example method may also include establishing an objective function that is based, at least in part, on the project data, and a set of constraints. The objective function concerns a workforce allocation plan. The example method may also include minimizing a workforce cost by solving the objective function in light of the set of constraints. Solving the objective function includes optimizing a tradeoff between labor utilization and project demand fulfillment. The example method may also include providing the workforce allocation plan.

    摘要翻译： 与劳动力计划相关的系统，方法和其他实施例。 一个示例性方法包括接收与项目机会相关联的项目数据。 项目数据包括概率数据。 概率数据描述了选择项目机会的可能性。 项目数据包括人力需求。 示例性方法还可以包括建立至少部分地基于项目数据和一组约束的目标函数。 目标函数涉及劳动力分配计划。 示例性方法还可以包括通过根据约束集来求解目标函数来最小化劳动力成本。 解决目标函数包括优化劳动力利用与项目需求实现之间的权衡。 示例方法还可以包括提供劳动力分配计划。

    SCORING A MATCHING BETWEEN A RESOURCE AND A JOB
    4.
    发明申请
    SCORING A MATCHING BETWEEN A RESOURCE AND A JOB 审中-公开
    评估资源和工作之间的匹配

    公开(公告)号：US20120130915A1

    公开(公告)日：2012-05-24

    申请号：US13387331

    申请日：2009-08-17

    申请人： Maria Teresa Gonzalez Diaz ,  Cipriano A. Santos ,  Shailendra K. Jain ,  Xin Zhang

    发明人： Maria Teresa Gonzalez Diaz ,  Cipriano A. Santos ,  Shailendra K. Jain ,  Xin Zhang

    IPC分类号： G06Q10/06

    CPC分类号： G06Q10/06 ,  G06Q10/1053

    摘要： A resource is scored based on a matching of the resource to a job. Job attributes for the job and resource attributes for the resource are identified. A hierarchy of the job attributes that includes dependencies between the job attributes is determined. A score for the resource is determined using the hierarchy of the job attributes and the resource attributes. The score represents a matching between the resource and the job.

    摘要翻译： 基于资源与作业的匹配，对资源进行评分。 识别资源的作业和资源属性的作业属性。 确定包括作业属性之间的依赖关系的作业属性的层次结构。 使用作业属性和资源属性的层次结构确定资源的分数。 分数表示资源和作业之间的匹配。

    Behavior and information model to yield more accurate probability of successful outcome
    5.
    发明申请
    Behavior and information model to yield more accurate probability of successful outcome 有权
    行为和信息模型产生更准确的成功结果概率

    公开(公告)号：US20120226640A1

    公开(公告)日：2012-09-06

    申请号：US13039202

    申请日：2011-03-02

    申请人： Kay-Yut Chen ,  Cipriano A. Santos ,  Maria Teresa Gonzalez Diaz ,  Xin Zhang ,  Shailendra K. Jain ,  Jerry Z. Shan

    发明人： Kay-Yut Chen ,  Cipriano A. Santos ,  Maria Teresa Gonzalez Diaz ,  Xin Zhang ,  Shailendra K. Jain ,  Jerry Z. Shan

    IPC分类号： G06F15/18

    CPC分类号： G06N7/005

    摘要： A report indicating a user-reported probability of a successful outcome is received. A behavior and information model is estimated based on the report. The behavior and information model includes a behavior model component having a bias parameter and a consistency parameter. The behavior and information model includes an information model component having a first user-believed probability of a successful outcome and a second user-believed probability of a successful outcome. The behavior and information model is used to yield a model-determined probability of a successful outcome that more accurately reflects a probability of a successful outcome than the user-reported probability of a successful outcome does.

    摘要翻译： 收到表明用户报告的成功结果概率的报告。 行为和信息模型是根据报告估算的。 行为和信息模型包括具有偏差参数和一致性参数的行为模型组件。 行为和信息模型包括具有第一用户相信的成功结果的概率和第二用户相信的成功结果的概率的信息模型组件。 行为和信息模型用于产生成功结果的模型确定概率，其更准确地反映成功结果的概率，而不是用户报告的成功结果的概率。

    OPTIMIZATION OF A RESOURCE MATCHING MODEL BY MAPPING A MODEL TO A BIPARTITE GRAPH
    6.
    发明申请
    OPTIMIZATION OF A RESOURCE MATCHING MODEL BY MAPPING A MODEL TO A BIPARTITE GRAPH 审中-公开
    通过将模型映射到双向图来优化资源匹配模型

    公开(公告)号：US20110231215A1

    公开(公告)日：2011-09-22

    申请号：US12725361

    申请日：2010-03-16

    申请人： Cipriano A. Santos ,  Shailendra K. Jain ,  Maria Teresa Gonzalez Diaz ,  Carlos Enrique Valencia Oleta

    发明人： Cipriano A. Santos ,  Shailendra K. Jain ,  Maria Teresa Gonzalez Diaz ,  Carlos Enrique Valencia Oleta

    IPC分类号： G06Q10/00 ,  G06F17/10

    CPC分类号： G06F17/11 ,  G06Q10/00 ,  G06Q10/0631

    摘要： Example embodiments disclosed herein relate to a mechanism for optimizing a resource matching model. In particular, a mechanism is provided to access, in a resource matching system, input data for a mixed integer programming (MIP) model, which may include resource data describing resources and demand data describing corresponding demand instances. Mechanisms are also provided to convert the MIP model to a binary integer programming (BIP) model by redefining the input data to unary data and to map the BIP model to a bipartite graph using the unary data. The resulting bipartite graph may include a number of nodes including a first set corresponding to the resources and a second set corresponding to the demand instances, and a number of edges corresponding to decision variables of the BIP model, each edge representing a potential allocation of a resource in the first set to a demand instance in the second set.

    摘要翻译： 本文公开的示例性实施例涉及用于优化资源匹配模型的机制。 特别地，提供了一种用于在资源匹配系统中访问用于混合整数规划（MIP）模型的输入数据的机制，其可以包括描述资源的资源数据和描述相应的需求实例的需求数据。 还提供了将MIP模型转换为二进制整数规划（BIP）模型的机制，通过将输入数据重新定义为一元数据，并使用一元数据将BIP模型映射到二分图。 所得到的二分图可以包括多个节点，包括对应于资源的第一集合和对应于需求实例的第二集合，以及对应于BIP模型的决策变量的边缘数量，每个边缘表示一个 资源首先设置为第二组中的需求实例。

    OPTIMIZED SURGERY SCHEDULING
    9.
    发明申请
    OPTIMIZED SURGERY SCHEDULING 审中-公开
    优化的手术调度

    公开(公告)号：US20140039906A1

    公开(公告)日：2014-02-06

    申请号：US13563575

    申请日：2012-07-31

    申请人： Haiyan Wang ,  Cipriano A. Santos ,  Enis Kayis ,  Shailendra K. Jain ,  Sharad Singhal ,  Maria Teresa Gonzalez Diaz

    发明人： Haiyan Wang ,  Cipriano A. Santos ,  Enis Kayis ,  Shailendra K. Jain ,  Sharad Singhal ,  Maria Teresa Gonzalez Diaz

    IPC分类号： G06Q50/22

    CPC分类号： G06Q10/06 ,  G06Q50/22

    摘要： Techniques for generating optimized surgery schedules are described in various implementations. In one example implementation, a method that implements the techniques includes receiving a plurality of surgery scheduling requests for surgical procedures to be performed at a surgical facility having a plurality of operating rooms. The method also includes identifying resource constraints associated with the surgery scheduling requests, and identifying an optimization goal for the surgical facility, the optimization goal being defined using weighted optimization parameters. The method also includes generating a proposed surgery schedule for the surgical facility that includes sequencing and operating room assignments for each of the surgical procedures to be performed, the proposed surgery schedule satisfying the resource constraints and being optimized based on the optimization goal for the surgical facility. The method also includes simulating the proposed surgery schedule to determine expected operational metrics associated with the proposed surgery schedule.

    摘要翻译： 在各种实施方式中描述了用于产生优化的手术进度的技术。 在一个示例实现中，实现技术的方法包括：在具有多个手术室的手术设备处接收用于外科手术的多个手术调度请求。 该方法还包括识别与手术调度请求相关联的资源约束，以及识别手术设备的优化目标，使用加权优化参数来定义优化目标。 该方法还包括产生外科手术设备的建议手术时间表，其包括要执行的每个手术程序的排序和手术室分配，所提出的手术方案满足资源约束并且基于外科手术设备的优化目标进行优化 。 该方法还包括模拟所提出的手术时间表以确定与所提出的手术时间表相关联的预期操作指标。

    COST ENTITY MATCHING
    10.
    发明申请
    COST ENTITY MATCHING 有权
    成本实体匹配

    公开(公告)号：US20130290049A1

    公开(公告)日：2013-10-31

    申请号：US13456610

    申请日：2012-04-26

    申请人： Marcos Cesar Vargas-Magana ,  Cipriano A. Santos ,  Carlos Valencia ,  Lyle H. Ramshaw ,  Robert E. Tarjan ,  Ivan Lopez-Sanchez ,  Maria Teresa Gonzalez Diaz

    发明人： Marcos Cesar Vargas-Magana ,  Cipriano A. Santos ,  Carlos Valencia ,  Lyle H. Ramshaw ,  Robert E. Tarjan ,  Ivan Lopez-Sanchez ,  Maria Teresa Gonzalez Diaz

    IPC分类号： G06Q10/06

    CPC分类号： G06Q10/06311

    摘要： A method for cost entity matching can include constructing a first graph including a number of first entities and a number of second entities, and assigning a number of first cost values to each of a number of first edges connecting one of the number of first entities to one of the number of second entities in the first graph; adding a second graph to the first graph, wherein the second graph includes the number of first entities and the number of second entities, and assigning a second cost value to each of a number of second edges connecting one of the number of first entities in the first graph to the corresponding first entity in the second graph; and, matching each one of the number of second entities to one of the number of first entities based on the number of first cost values and the second cost values.

    摘要翻译： 一种用于成本实体匹配的方法可以包括构建包括多个第一实体和多个第二实体的第一图形，并且将多个第一成本值分配给连接多个第一实体之一的多个第一边缘中的每一个， 第一个图形中第二个实体的数量之一; 向所述第一图形添加第二图形，其中所述第二图形包括所述第一实体的数量和所述第二实体的数量，并且将第二成本值分配给连接所述第一实体中的所述第一实体之一的多个第二边缘中的每一个 第一个图形到第二个图形中相应的第一个实体; 并且基于第一成本值和第二成本值的数量，将第二实体的数量中的每一个与第一实体的数量相匹配。