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Lift Chair Tool Icon 提升图工具

单个工具示例

“记录 ID”具有一个单个工具示例。访问示例工作流以了解如何在 Alteryx Designer 中访问此示例和其他更多示例。

“提升图”工具产生一个累积捕获响应图和增量响应率图,以可视化的方式评估在不同二元(是/否)分类模型之间对比的准确率(如预测评估预期经济影响的模型)。

Both of these charts are based on aggregating data into 10 groups (deciles) that are ordered based on the predicted probability of a favorable response for each model, and then comparing this response to what would be expected if the selection of prospects was done randomly. In the case of the cumulative response chart, the chart examines what percentage of the total response that would be obtained if all customers in an organization's database were contacted is obtained by contacting the best 10 percent, 20 percent, and so on based on model predictions. The x (horizontal) axis of the chart is the percentage of the database contacted, while the y (vertical) axis is the percentage of the total response captured by going up to that "best" decile of the database based on the model.

For example, the best 20 percent of prospects based on the model may represent 50 percent of the favorable response that would be obtained if all prospects were contacted. The incremental response rate chart gives the favorable response rate for each of the model-based ordered decile groups in the database. In addition, the tool produces a gains table and measures of the area under the curve and the Gini coefficient to provide overall comparative metrics of the performance of different models when the cumulative captured response chart option is selected, and a table of response rates at different deciles for each model when the incremental response rate option is selected.

此工具使用 R 工具。转至选项下载预测工具,并登录到 Alteryx 下载和许可证门户以安装 R 工具和 R 工具使用的软件包。请访问下载和使用预测工具

连接输入

The tool requires...

配置工具

Configuration Tab

  • Lift chart type: Select the Total cumulative response chart or the Incremental response rate chart.

  • True response rate (should be between 0 and 1): Often the database used to construct a predictive model has been "oversampled" to increase the percentage of observations that have one of the two target response categories. By specifying the true (original) response rate of the target variable, the lift chart constructed will account for the oversampling of one level of the target. 如果不存在过采样,则此选项的值应是开发模型时使用的数据库响应率。

  • Target level (the label for the desired response of the target variable): This option allows for the creation of a lift chart that is consistent with the decision context, and allows for error checking to ensure that the chart created is relevant.

  • “样本名称”选项可让用户在创建的图上放置标签,指明创建该图所使用的数据流样本,或提供其它与图相关的信息。

  • 最后,设置记录数以限制一次从数据流提取多少行记录。

图表选项卡

  • Plot size: Configure the plot size in either Inches or Centimeters.

  • 图表分辨率:选择图表的分辨率(以每英寸点数为单位):1 x(96 dpi);2 x(192 dpi);或 3 x(288 dpi)。

    • 较低的分辨创建相对较小的文件,最适合在显示器上查看。

    • 更高的分辨率可以创建一个更大的文件,具有更好的打印质量。

  • Base font size (points): Configure the font size.

查看输出

The output for the tool is an Alteryx Report field that consists of an R-Graph and a Lift/Gains table. These elements can be used to assist in the creation of custom reports.