Research Article

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

Table 7

Classification of CVD on 60-second forecasted vital signs using polynomial regression degree 2.

ClassifierPolynomial degree 2Performance metrics
Vital signMSEMAPEPrecisionRecallF-measure

Naïve Bayesspo27.261123.855380.720.820.75
HR7.94572.75838
NBP (Sys)288.386613.15938
NBP (Dia)79.686926.6934
NBP (mean)84.374988.22226
Support Vector Machinespo27.261123.855380.670.600.61
HR7.94572.75838
NBP (Sys)288.386613.15938
NBP (Dia)79.686926.6934
NBP (mean)84.374988.22226
Decision Tree (J48)spo27.261123.855380.800.760.73
HR7.94572.75838
NBP (Sys)288.386613.15938
NBP (Dia)79.686926.6934
NBP (mean)84.374988.22226