414 KiB
414 KiB
- Выбрать входные и выходные переменные.
- Выполнить настройку параметров лингвистических переменных: определить количество термов, типов и параметров функций принадлежности
- Сформировать базу нечетких правил.
- Выполнить оценку качества полученной нечеткой системы
In [140]:
import pandas as pd
import skfuzzy.control as control
import skfuzzy as fuzzy
import numpy as np
# считаем данные и поределим входные и выходные переменные
data = pd.read_csv("./csv/option4.csv")
data.info()
data['bmi'] = data['bmi'].fillna(data['bmi'].mean())
print(data.isnull().sum())
<class 'pandas.core.frame.DataFrame'> RangeIndex: 5110 entries, 0 to 5109 Data columns (total 12 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 5110 non-null int64 1 gender 5110 non-null object 2 age 5110 non-null float64 3 hypertension 5110 non-null int64 4 heart_disease 5110 non-null int64 5 ever_married 5110 non-null object 6 work_type 5110 non-null object 7 Residence_type 5110 non-null object 8 avg_glucose_level 5110 non-null float64 9 bmi 4909 non-null float64 10 smoking_status 5110 non-null object 11 stroke 5110 non-null int64 dtypes: float64(3), int64(4), object(5) memory usage: 479.2+ KB id 0 gender 0 age 0 hypertension 0 heart_disease 0 ever_married 0 work_type 0 Residence_type 0 avg_glucose_level 0 bmi 0 smoking_status 0 stroke 0 dtype: int64
Так как мы предсказываем инсульт, то входными переменными будут самые, пожалуй, важные критерии - возраст, уровень сахара в крови, ИМТ, гипертония (ее наличие/отсутствие) и сердечный приступ (тоже его наличие/отсутствие)
а вот ВЫходной переменной будет, естесственно, сам инсульт (наличие/отсутствие)
In [141]:
age = control.Antecedent(np.arange(0, 101, 1), 'age') # возраст от 0 до 100 с шагом 1 год и т.д.
glucose = control.Antecedent(np.arange(50, 301, 1), 'glucose')
bmi = control.Antecedent(np.arange(10, 50, 0.1), 'bmi')
hypertension = control.Antecedent(np.arange(0, 2, 0.1), 'hypertension')
heart_disease = control.Antecedent(np.arange(0, 2, 0.1), 'heart_disease')
# а теперь выходная переменная (Consequent)
stroke_risk = control.Consequent(np.arange(0, 1.1, 0.1), 'stroke_risk')
НАКОНЕЦ Я УСТАНОВИЛА ВСЕ ПАКЕТЫ етить его
теперь самое время определить нечеткие переменные, которые сложатся... в лингвистические
In [142]:
import matplotlib.pyplot as plt
# возраст
age['young'] = fuzzy.zmf(age.universe, 0, 30)
age['middle'] = fuzzy.trapmf(age.universe, [18, 20, 30, 40])
age['old'] = fuzzy.trapmf(age.universe, [40, 50, 60, 70])
age['aged'] = fuzzy.smf(age.universe, 60, 100)
# сахар
glucose['low'] = fuzzy.zmf(glucose.universe, 50, 80)
glucose['normal'] = fuzzy.trapmf(glucose.universe, [70, 80, 90, 100])
glucose['high'] = fuzzy.smf(glucose.universe, 100, 300)
# ИМТ
bmi['low'] = fuzzy.zmf(bmi.universe, 0, 19)
bmi['normal'] = fuzzy.trimf(bmi.universe, [18, 20, 25])
bmi['high'] = fuzzy.smf(bmi.universe, 25, 50)
# гипертония
hypertension['low'] = fuzzy.zmf(hypertension.universe, 0, 0.6)
hypertension['high'] = fuzzy.smf(hypertension.universe, 0.4, 1.0)
# пердечный сриступ
heart_disease['low'] = fuzzy.zmf(heart_disease.universe, 0, 0.6)
heart_disease['high'] = fuzzy.smf(heart_disease.universe, 0.4, 1.0)
#риск инсульта
stroke_risk['low'] = fuzzy.zmf(stroke_risk.universe, 0, 0.4)
stroke_risk['medium'] = fuzzy.trimf(stroke_risk.universe, [0.3, 0.5, 0.7])
stroke_risk['high'] = fuzzy.smf(stroke_risk.universe, 0.6, 1.0)
age.view()
glucose.view()
bmi.view()
hypertension.view()
heart_disease.view()
stroke_risk.view()
d:\code\mai\labs\AIM-PIbd-31-Bakalskaya-E-D\lab_7\.venv\Lib\site-packages\skfuzzy\control\fuzzyvariable.py:125: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown fig.show()
а теперь формируем базу нечетких правил :D
ну.... с написанием правил мне чат гпт помог, ну а что, у меня 5 входных переменных... я не знала, на что наткнусь, когда дойду до этого момента, поэтому... спасибо чату
In [143]:
rules = []
ages = ['young', 'middle', 'old', 'aged']
hypertension_levels = ['low', 'high']
glucose_levels = ['low', 'normal', 'high']
bmi_levels = ['low', 'normal', 'high']
heart_disease_levels = ['low', 'high']
for ag in ages:
for hl in hypertension_levels:
for gl in glucose_levels:
for bm in bmi_levels:
for hd in heart_disease_levels:
# Определяем уровень риска
if ag in ['aged', 'old'] and hl == 'high' and gl == 'high' and bm == 'high' and hd == 'high':
risk = 'high'
elif ag in ['middle', 'old'] and hl == 'high' and gl == 'high' and bm in ['normal', 'high']:
risk = 'high'
elif ag == 'young' and hl == 'low' and gl == 'low' and bm == 'low' and hd == 'low':
risk = 'low'
elif gl == 'normal' and bm == 'normal' and hd == 'low':
risk = 'low'
elif ag == 'middle' and hl == 'low' and gl == 'low' and bm == 'low':
risk = 'low'
else:
risk = 'medium'
# Создаем правило
rule = control.Rule(
age[ag] & hypertension[hl] & glucose[gl] & bmi[bm] & heart_disease[hd],
stroke_risk[risk]
)
rules.append(rule)
In [144]:
stroke_ctrl = control.ControlSystem(
rules
)
stroke_simulation = control.ControlSystemSimulation(stroke_ctrl)
stroke_ctrl.view()
d:\code\mai\labs\AIM-PIbd-31-Bakalskaya-E-D\lab_7\.venv\Lib\site-packages\skfuzzy\control\controlsystem.py:135: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown fig.show()
In [145]:
from pprint import pprint
def fuzzy_pred(row):
stroke_simulation.input["age"] = row["age"]
stroke_simulation.input["glucose"] = row["avg_glucose_level"]
stroke_simulation.input["bmi"] = row["bmi"]
stroke_simulation.input["hypertension"] = row["hypertension"]
stroke_simulation.input["heart_disease"] = row["heart_disease"]
stroke_simulation.compute()
return stroke_simulation.output["stroke_risk"]
stroke_simulation.input["age"] = 72
stroke_simulation.input["glucose"] = 220
stroke_simulation.input["bmi"] = 30
stroke_simulation.input["hypertension"] = 1
stroke_simulation.input["heart_disease"] = 0
stroke_simulation.compute()
stroke_simulation.print_state()
stroke_predict = stroke_simulation.output["stroke_risk"]
print(stroke_predict)
# result = data.copy()
# result = result.sample(frac=0.01)
# result["stroke_predicted"] = result.apply(fuzzy_pred, axis=1)
# # result["stroke_predicted"] = result['stroke'].apply(lambda x: 1 if x> 0.5 else 0, axis=1)
# print(result.head())
=============
Antecedents
=============
Antecedent: age = 72
- young : 0.0
- middle : 0.0
- old : 0.0
- aged : 0.18
Antecedent: hypertension = 1
- low : 0.0
- high : 1.0
Antecedent: glucose = 220
- low : 0.0
- normal : 0.0
- high : 0.6799999999999999
Antecedent: bmi = 30
- low : 0.0
- normal : 0.0
- high : 0.08000000000000002
Antecedent: heart_disease = 0
- low : 1.0
- high : 0.0
=======
Rules
=======
RULE #0:
IF (((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[low] : 0.0
RULE #1:
IF (((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #2:
IF (((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #3:
IF (((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #4:
IF (((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #5:
IF (((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[young] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #6:
IF (((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #7:
IF (((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #8:
IF (((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[low] : 0.0
RULE #9:
IF (((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #10:
IF (((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #11:
IF (((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[young] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #12:
IF (((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #13:
IF (((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #14:
IF (((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #15:
IF (((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #16:
IF (((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #17:
IF (((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[young] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #18:
IF (((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #19:
IF (((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #20:
IF (((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #21:
IF (((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #22:
IF (((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #23:
IF (((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[young] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #24:
IF (((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #25:
IF (((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #26:
IF (((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[low] : 0.0
RULE #27:
IF (((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #28:
IF (((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #29:
IF (((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[young] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #30:
IF (((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #31:
IF (((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #32:
IF (((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #33:
IF (((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #34:
IF (((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #35:
IF (((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[young] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[young] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #36:
IF (((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[low] : 0.0
RULE #37:
IF (((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[low] : 0.0
RULE #38:
IF (((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #39:
IF (((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #40:
IF (((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #41:
IF (((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #42:
IF (((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #43:
IF (((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #44:
IF (((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[low] : 0.0
RULE #45:
IF (((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #46:
IF (((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #47:
IF (((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #48:
IF (((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #49:
IF (((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #50:
IF (((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #51:
IF (((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #52:
IF (((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #53:
IF (((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #54:
IF (((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #55:
IF (((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #56:
IF (((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #57:
IF (((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #58:
IF (((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #59:
IF (((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #60:
IF (((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #61:
IF (((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #62:
IF (((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[low] : 0.0
RULE #63:
IF (((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #64:
IF (((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #65:
IF (((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #66:
IF (((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #67:
IF (((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #68:
IF (((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[high] : 0.0
RULE #69:
IF (((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[high] : 0.0
RULE #70:
IF (((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[high] : 0.0
RULE #71:
IF (((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[middle] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[middle] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[high] : 0.0
RULE #72:
IF (((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #73:
IF (((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #74:
IF (((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #75:
IF (((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #76:
IF (((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #77:
IF (((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[old] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #78:
IF (((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #79:
IF (((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #80:
IF (((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[low] : 0.0
RULE #81:
IF (((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #82:
IF (((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #83:
IF (((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[old] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #84:
IF (((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #85:
IF (((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #86:
IF (((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #87:
IF (((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #88:
IF (((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #89:
IF (((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[old] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #90:
IF (((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #91:
IF (((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #92:
IF (((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #93:
IF (((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #94:
IF (((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #95:
IF (((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[old] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #96:
IF (((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #97:
IF (((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #98:
IF (((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[low] : 0.0
RULE #99:
IF (((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #100:
IF (((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #101:
IF (((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[old] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #102:
IF (((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #103:
IF (((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #104:
IF (((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[high] : 0.0
RULE #105:
IF (((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[high] : 0.0
RULE #106:
IF (((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[high] : 0.0
RULE #107:
IF (((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[old] : 0.0
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[old] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[high] : 0.0
RULE #108:
IF (((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #109:
IF (((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #110:
IF (((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #111:
IF (((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #112:
IF (((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #113:
IF (((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[low]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #114:
IF (((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #115:
IF (((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #116:
IF (((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[low] : 0.0
RULE #117:
IF (((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #118:
IF (((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #119:
IF (((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[low]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #120:
IF (((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #121:
IF (((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #122:
IF (((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #123:
IF (((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #124:
IF (((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #125:
IF (((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[low] : 0.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[low]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #126:
IF (((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #127:
IF (((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #128:
IF (((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #129:
IF (((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #130:
IF (((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #131:
IF (((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[low] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[high]) AND glucose[low]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #132:
IF (((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #133:
IF (((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #134:
IF (((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[low] : 0.0
RULE #135:
IF (((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #136:
IF (((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #137:
IF (((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[normal] : 0.0
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[high]) AND glucose[normal]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #138:
IF (((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #139:
IF (((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[low] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[low]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #140:
IF (((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[low] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #141:
IF (((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[normal] : 0.0
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[normal]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[medium] : 0.0
RULE #142:
IF (((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] THEN stroke_risk[medium]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[low] : 1.0
(((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[low] = 0.08000000000000002
Activation (THEN-clause):
stroke_risk[medium] : 0.08000000000000002
RULE #143:
IF (((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] THEN stroke_risk[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- age[aged] : 0.18
- hypertension[high] : 1.0
- glucose[high] : 0.6799999999999999
- bmi[high] : 0.08000000000000002
- heart_disease[high] : 0.0
(((age[aged] AND hypertension[high]) AND glucose[high]) AND bmi[high]) AND heart_disease[high] = 0.0
Activation (THEN-clause):
stroke_risk[high] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: stroke_risk = 0.49999999999999994
low:
Accumulate using accumulation_max : 0.0
medium:
Accumulate using accumulation_max : 0.08000000000000002
high:
Accumulate using accumulation_max : 0.0
0.49999999999999994
In [147]:
from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score
import numpy as np
# Создаем копию данных и прогнозируем значения
result = data.copy()
result = result.sample(frac=0.01) # Берем 1% данных для теста
result["stroke_predicted"] = result.apply(fuzzy_pred, axis=1)
# Истинные и предсказанные значения
y_true = result["stroke"]
y_pred = result["stroke_predicted"]
# Вычисляем метрики
mae = mean_absolute_error(y_true, y_pred)
mse = mean_squared_error(y_true, y_pred)
rmse = np.sqrt(mse)
r2 = r2_score(y_true, y_pred)
# Выводим результаты
print(f"MAE: {mae:.4f}") # ближе к 0 - лучше
print(f"MSE: {mse:.4f}") # ближе к 0 - лучше
print(f"RMSE: {rmse:.4f}") # тоже
print(f"R² Score: {r2:.4f}") # а тут ближе к 1 - лучше
MAE: 0.4596 MSE: 0.2265 RMSE: 0.4760 R² Score: -3.0918