AttributeError：模块“miceforest”没有属性“MultipleImputedKernel”错误答案

【问题标题】：AttributeError: module 'miceforest' has no attribute 'MultipleImputedKernel' errorAttributeError：模块“miceforest”没有属性“MultipleImputedKernel”错误
【发布时间】：2022-01-20 06:41:24
【问题描述】：

用!pip install miceforest 安装了miceForest，安装没有问题

Collecting miceforest
  Downloading miceforest-5.2.0-py3-none-any.whl (69 kB)
Requirement already satisfied: numpy in c:\programdata\anaconda3\lib\site-packages (from miceforest) (1.20.1)
Collecting lightgbm>=3.3.1
  Downloading lightgbm-3.3.1-py3-none-win_amd64.whl (1.0 MB)
Requirement already satisfied: wheel in c:\programdata\anaconda3\lib\site-packages (from lightgbm>=3.3.1->miceforest) (0.36.2)
Requirement already satisfied: scikit-learn!=0.22.0 in c:\programdata\anaconda3\lib\site-packages (from lightgbm>=3.3.1->miceforest) (0.24.1)
Requirement already satisfied: scipy in c:\programdata\anaconda3\lib\site-packages (from lightgbm>=3.3.1->miceforest) (1.6.2)
Requirement already satisfied: joblib>=0.11 in c:\programdata\anaconda3\lib\site-packages (from scikit-learn!=0.22.0->lightgbm>=3.3.1->miceforest) (1.0.1)
Requirement already satisfied: threadpoolctl>=2.0.0 in c:\programdata\anaconda3\lib\site-packages (from scikit-learn!=0.22.0->lightgbm>=3.3.1->miceforest) (2.1.0)
Installing collected packages: lightgbm, miceforest
Successfully installed lightgbm-3.3.1 miceforest-5.2.0

以下代码没有问题

import miceforest as mf
from sklearn.datasets import load_iris
import pandas as pd
import numpy as np

但是在引用MultipleImputedKernel时出错

-------------------------------------------------------------------------------------

AttributeError                            Traceback (most recent call last)
<ipython-input-10-b346f2744b14> in <module>
----> 1 kernel = mf.MultipleImputedKernel(
      2   iris_amp,
      3   datasets=4,
      4   save_all_iterations=True,
      5   random_state=1991

AttributeError: module 'miceforest' has no attribute 'MultipleImputedKernel'
-------------------------------------------------------------------------------

任何解决问题的帮助将不胜感激

【问题讨论】：

标签： python python-3.x scikit-learn

【解决方案1】：

新的主类（ImputationKernel、ImputedData）已替换（KernelDataSet、MultipleImputedKernel、ImputedDataSet、MultipleImputedDataSet）。

【讨论】：

此答案将通过edit 得到改进，以添加指向解释此更改的参考资料的链接。