Mathematical Problems in Engineering

Research Article

Neural Fuzzy Hybrid Rule-Based Inference System with Test Cases for Prediction of Heart Attack Probability

Table 3

The rule sets with probability for heart attack.


Condition	Attack probability

RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS Normal AND CigratePerDay_CPD IS Normal AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS No	Normal
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS Normal AND CigratePerDay_CPD IS Moderate AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS No	Normal
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS Moderate AND CigratePerDay_CPD IS Moderate AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS No	Normal
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS High AND CigratePerDay_CPD IS Moderate AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS No	Normal
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS High AND CigratePerDay_CPD IS Moderate AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS Yes	Moderate risk
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS High AND CigratePerDay_CPD IS High AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS Yes	Moderate risk
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS Critical AND CigratePerDay_CPD IS Normal AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS No	Normal
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Average AND MaxHeartRate_MHR IS High AND CigratePerDay_CPD IS High AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS Yes	Moderate risk
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Average AND MaxHeartRate_MHR IS High AND CigratePerDay_CPD IS High AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS No	Moderate risk
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS High AND RestingECGResult_RES IS Risk1 AND RestingHeartRate_RHR IS High AND MaxHeartRate_MHR IS High AND CigratePerDay_CPD IS High AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS No	Moderate risk
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS High AND RestingECGResult_RES IS Risk1 AND RestingHeartRate_RHR IS High AND MaxHeartRate_MHR IS Critical AND CigratePerDay_CPD IS Moderate AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS Yes	High risk
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS High AND RestingECGResult_RES IS Risk2 AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS Normal AND CigratePerDay_CPD IS Normal AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS Yes	Moderate risk
RestingBP_RBP IS Normal AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS High AND RestingECGResult_RES IS Risk2 AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS Moderate AND CigratePerDay_CPD IS High AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS Yes	Moderate risk
RestingBP_RBP IS Moderate AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS High AND RestingECGResult_RES IS Risk2 AND RestingHeartRate_RHR IS Average AND MaxHeartRate_MHR IS Critical AND CigratePerDay_CPD IS Normal AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS No	Moderate risk
RestingBP_RBP IS Moderate AND SerumCholesterol_SCH IS Normal AND FastingBloodSugar_FBS IS High AND RestingECGResult_RES IS Risk2 AND RestingHeartRate_RHR IS Average AND MaxHeartRate_MHR IS Critical AND CigratePerDay_CPD IS Normal AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS Yes	High risk
RestingBP_RBP IS Moderate AND SerumCholesterol_SCH IS Moderate AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS High AND CigratePerDay_CPD IS Normal AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS Yes	Moderate risk
RestingBP_RBP IS Moderate AND SerumCholesterol_SCH IS Moderate AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS High AND CigratePerDay_CPD IS Moderate AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS No	Normal
RestingBP_RBP IS Moderate AND SerumCholesterol_SCH IS Moderate AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS High AND CigratePerDay_CPD IS Moderate AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS Yes	Moderate risk
RestingBP_RBP IS High AND SerumCholesterol_SCH IS Moderate AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS Normal AND CigratePerDay_CPD IS High AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS Yes	Moderate risk
RestingBP_RBP IS High AND SerumCholesterol_SCH IS Moderate AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS Moderate AND CigratePerDay_CPD IS Normal AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS No	Normal
RestingBP_RBP IS High AND SerumCholesterol_SCH IS Moderate AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS Critical AND CigratePerDay_CPD IS High AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS Yes	High risk
RestingBP_RBP IS High AND SerumCholesterol_SCH IS Moderate AND FastingBloodSugar_FBS IS Normal AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS High AND MaxHeartRate_MHR IS Normal AND CigratePerDay_CPD IS Normal AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS No	Normal
RestingBP_RBP IS Critical AND SerumCholesterol_SCH IS Critical AND FastingBloodSugar_FBS IS High AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS High AND MaxHeartRate_MHR IS High AND CigratePerDay_CPD IS High AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS No	High risk
RestingBP_RBP IS Critical AND SerumCholesterol_SCH IS Critical AND FastingBloodSugar_FBS IS High AND RestingECGResult_RES IS Normal AND RestingHeartRate_RHR IS High AND MaxHeartRate_MHR IS High AND CigratePerDay_CPD IS High AND HeartDiseaseFamilyHistory IS Yes AND IsHeartPatient IS Yes	Critical risk
RestingBP_RBP IS Critical AND SerumCholesterol_SCH IS Critical AND FastingBloodSugar_FBS IS High AND RestingECGResult_RES IS Risk1 AND RestingHeartRate_RHR IS Good AND MaxHeartRate_MHR IS Normal AND CigratePerDay_CPD IS Moderate AND HeartDiseaseFamilyHistory IS No AND IsHeartPatient IS No	Moderate risk