Interactive visualization for generating ensemble classifiers
    1.
    发明授权
    Interactive visualization for generating ensemble classifiers 有权
    用于生成综合分类器的交互式可视化

    公开(公告)号:US08306940B2

    公开(公告)日:2012-11-06

    申请号:US12408663

    申请日:2009-03-20

    IPC分类号: G06F15/18 G06F17/00 G06N5/04

    CPC分类号: G06N99/005

    摘要: A real-time visual feedback ensemble classifier generator and method for interactively generating an optimal ensemble classifier using a user interface. Embodiments of the real-time visual feedback ensemble classifier generator and method use a weight adjustment operation and a partitioning operation in the interactive generation process. In addition, the generator and method include a user interface that provides real-time visual feedback to a user so that the user can see how the weight adjustment and partitioning operation affect the overall accuracy of the ensemble classifier. Using the user interface and the interactive controls available on the user interface, a user can iteratively use one or both of the weigh adjustment operation and partitioning operation to generate an optimized ensemble classifier.

    摘要翻译: 一种实时视觉反馈综合分类器生成器和方法,用于使用用户界面交互式生成最佳集合分类器。 实时视觉反馈综合分类器发生器和方法的实施例在交互式生成过程中使用权重调整操作和分割操作。 此外,发生器和方法包括向用户提供实时视觉反馈的用户界面,使得用户可以看到权重调整和分割操作如何影响整体分类器的整体精度。 使用用户界面上的用户界面和交互式控件,用户可以迭代地使用权重调整操作和分区操作中的一个或两者来生成优化的整体分类器。

    INTERACTIVE VISUALIZATION FOR GENERATING ENSEMBLE CLASSIFIERS
    2.
    发明申请
    INTERACTIVE VISUALIZATION FOR GENERATING ENSEMBLE CLASSIFIERS 有权
    用于生成ENSEMBLE分类器的交互式可视化

    公开(公告)号:US20100241596A1

    公开(公告)日:2010-09-23

    申请号:US12408663

    申请日:2009-03-20

    IPC分类号: G06F17/00 G06F15/18 G06N5/02

    CPC分类号: G06N99/005

    摘要: A real-time visual feedback ensemble classifier generator and method for interactively generating an optimal ensemble classifier using a user interface. Embodiments of the real-time visual feedback ensemble classifier generator and method use a weight adjustment operation and a partitioning operation in the interactive generation process. In addition, the generator and method include a user interface that provides real-time visual feedback to a user so that the user can see how the weight adjustment and partitioning operation affect the overall accuracy of the ensemble classifier. Using the user interface and the interactive controls available on the user interface, a user can iteratively use one or both of the weigh adjustment operation and partitioning operation to generate an optimized ensemble classifier.

    摘要翻译: 一种实时视觉反馈综合分类器生成器和方法,用于使用用户界面交互式生成最佳集合分类器。 实时视觉反馈综合分类器发生器和方法的实施例在交互式生成过程中使用权重调整操作和分割操作。 此外,发生器和方法包括向用户提供实时视觉反馈的用户界面,使得用户可以看到权重调整和分割操作如何影响整体分类器的整体精度。 使用用户界面上的用户界面和交互式控件,用户可以迭代地使用权重调整操作和分区操作中的一个或两者来生成优化的整体分类器。