如何在与模型相关的PMML中添加其他信息?

发布于 2025-02-09 04:25:26 字数 8 浏览 2 评论 0原文

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Just a simple question, I'm stuck at a scenario where I want to pass multiple information other than the pipeline itself inside a PMML file.

Other information like:

  • Average of all columns in dataset avg(col1), ... abg(coln)
  • P values of all features.
  • Correlation of all features with target.

There can be more of those, but the situation is like this as you can see. I know they can be easily sent with other file specifically made for it, but since it is regarding the ML model, I want them in the single file: PMML.

The Question is:

Can we add any additional information in PMML file that is extra in nature and might not be related with the model so that it can be used on the another side?

If that becomes possible, somehow, it would be much more helpful.

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遗忘曾经 2025-02-16 04:25:26

PMML标准可扩展使用自定义元素。但是,在当前情况下,您的所有需求似乎都由现有的PMML元素满足。

  • 数据集中所有列的平均值avg(col1),... abg(coln)
  • 所有功能的P值

您可以使用 modelStats 元素。

  • 所有特征与目标的相关性

您可以使用 元素。

The PMML standard is extensible with custom elements. However, in the current case, all your needs appear to be served by existing PMML elements.

  • Average of all columns in dataset avg(col1), ... abg(coln)
  • P values of all features

You can store descriptive statistics about features using the ModelStats element.

  • Correlation of all features with target

You can store function information using the ModelExplanation element.

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