Table 5 Comparison between our study and the recent studies.

From: Dual level dengue diagnosis using lightweight multilayer perceptron with XAI in fog computing environment and rule based inference

Paper

Proposed Model /Method

Accuracy

AUC

Fog Framework

XAI Used

Symptom based Diagnosis

Serological Test based Diagnosis

57

ANN

86%

NA

No

No

No

No

10

Ensemble model

NA

79%

No

No

Yes

No

12

Fuzzy Cognitive Map

89.4%

NA

No

No

Yes

Yes

24

Tree based classifier

90%

NA

No

No

Yes

No

Our Study

Proposed model

92%

97%

Yes

Yes

Yes

Yes