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Journal of Healthcare Engineering
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Journal of Healthcare Engineering
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2022
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Article
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Tab 3
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Research Article
[Retracted] An Intelligent and Reliable Hyperparameter Optimization Machine Learning Model for Early Heart Disease Assessment Using Imperative Risk Attributes
Table 3
Showing experimental results of the optimized decision tree model.
Max depth
Min samples split
Min samples leaf
Max features
Criterion
Accuracy
10
18
15
Auto
Entropy
81%
15
25
12
Auto
Gini
82%
18
11
10
Sqrt
Gini
72%
20
15
20
Sqrt
Gini
83%
25
10
50
Auto
Entropy
71%
30
12
30
Auto
Entropy
74%
35
22
25
Sqrt
Entropy
75%
40
8
14
Sqrt
Gini
78%
45
5
16
Auto
Entropy
73%
50
14
0
Auto
Gini
78%
70
17
18
Auto
Entropy
75%
80
13
0
Auto
Entropy
84%
100
20
0
Sqrt
Entropy
84%