Research Article

[Retracted] A Machine-Learning-Based System for Prediction of Cardiovascular and Chronic Respiratory Diseases

Table 9

Hybrid classification for CVD on 60-second forecasted vital signs.

ClassifierBest settingsPerformance metrics
Vital signMSEMAPEPrecisionRecallF-measure

Naïve Bayesspo23.495381.493380.770.640.66
HR7.94572.75838
NBP (Sys)83.084527.7184
NBP (Dia)35.412726.76452
NBP (mean)36.21896.99832
Support Vector Machinespo23.495381.493380.690.560.60
HR7.94572.75838
NBP (Sys)83.084527.7184
NBP (Dia)35.412726.76452
NBP (mean)36.21896.99832
Decision Tree (J48)spo23.495381.493380.580.360.37
HR7.94572.75838
NBP (Sys)83.084527.7184
NBP (Dia)35.412726.76452
NBP (mean)36.21896.99832