Predictive Failure Analytics in Critical Automotive Applications: Enhancing Reliability and Safety through Advanced AI Techniques
Table 2.
Algorithm classificationwas used in the testing.
|
| Algorithm |
Training Time |
Classification Accuracy |
|
|
| Multiclass logistic regression |
Fast |
Low |
|
| Multiclass neural networks |
Slow |
High |
|
| Multiclass decision forest |
Fast |
Low |
|
| Multiclass decision jungle |
Slow |
High |
|
| Two class decision forest |
Fast |
Low |
|
| Two class boosted decision tree |
Fast |
Low |
|
| Two class decision jungle |
Slow |
Low |
|
| Two class SVM |
Slow |
High |
|
|
|