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