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