ML之interpret：基于titanicTitanic rescued binary prediction dataset utilizationinterpret实现EBCA global explanation of model interpretability/Partial explanation of the case

目录

基于titanicTitanic rescued binary prediction dataset utilizationinterpret实现EBCA global explanation of model interpretability/Partial explanation of the case

# 1、定义数据集

# 2、数据预处理

# 2.1、类别特征编码

# 2.2、Features are filtered and filled with null values

# 3、模型建立与训练

# 3.1、数据集切分

# 3.2、建立EBC模型

# 3.3、基于EBCModels enable model interpretability

# (1)、overall interpretability

# (2)、local interpretability

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ML之interpret：基于titanicTitanic rescued binary prediction dataset utilizationinterpret实现EBCA global explanation of model interpretability/Partial explanation of the case
ML之interpret：基于titanicTitanic rescued binary prediction dataset utilizationinterpret实现EBCA global explanation of model interpretability/Partial explanation case implementation

基于titanicTitanic rescued binary prediction dataset utilizationinterpret实现EBCA global explanation of model interpretability/Partial explanation of the case

# 1、定义数据集

# 2、数据预处理

# 2.1、类别特征编码

# 2.2、Features are filtered and filled with null values

   Pclass   Age  SibSp  Parch     Fare  Sex_encoding  Embarked_encoding  \
0       3  22.0      1      0   7.2500             1                  0   
1       1  38.0      1      0  71.2833             0                  1   
2       3  26.0      0      0   7.9250             0                  0   
3       1  35.0      1      0  53.1000             0                  0   
4       3  35.0      0      0   8.0500             1                  0   

   Survived  
0         0  
1         1  
2         1  
3         1  
4         0  

# 3、模型建立与训练

# 3.1、数据集切分

# 3.2、建立EBC模型

# 3.3、基于EBCModels enable model interpretability

# (1)、overall interpretability

Sex_encoding
Pclass
Fare
Age
SibSp
pclass x Sex_encoding
Parch
Embarked_encoding
Age x Fare
Age x SibSp
Parch x Fare
Parch x Sex_encoding
Age x Parch
Pclass x Age
Age x Sex_encoding

age,10岁以下,年龄小的,Can increase the chances of survival

fare票价越高,The more you can increase your chances of survival

男性,will reduce the chances of survival

0port i.e.Southampton港口,will reduce the chances of survival

# (2)、local interpretability—Select the test sample data in front5行

the first five samples,Visualize the predicted interpretation for each sample one by one