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But first, please read +<http://www.gnu.org/philosophy/why-not-lgpl.html>. diff --git a/examples/original/takagi-sugeno/octave/DESCRIPTION b/examples/original/takagi-sugeno/octave/DESCRIPTION new file mode 100644 index 0000000..35df57d --- /dev/null +++ b/examples/original/takagi-sugeno/octave/DESCRIPTION @@ -0,0 +1,12 @@ +Name: fuzzy-logic-toolkit +Version: 0.4.2 +Date: 2012-10-02 +Author: L. Markowsky <lmarkov@users.sourceforge.net> +Maintainer: L. Markowsky <lmarkov@users.sourceforge.net> +Title: Octave Fuzzy Logic Toolkit +Description: A mostly MATLAB-compatible fuzzy logic toolkit for Octave. +Depends: octave (>= 3.2.4) +Autoload: no +License: GPLv3+ +Url: http://octave.sf.net + http://sf.net/projects/octave-fuzzy diff --git a/examples/original/takagi-sugeno/octave/cubic_approximator.fis b/examples/original/takagi-sugeno/octave/cubic_approximator.fis new file mode 100644 index 0000000..49bf5b1 --- /dev/null +++ b/examples/original/takagi-sugeno/octave/cubic_approximator.fis @@ -0,0 +1,81 @@ +## Copyright (C) 2011-2012 L. Markowsky <lmarkov@users.sourceforge.net> +## +## This file is part of the fuzzy-logic-toolkit. +## +## The fuzzy-logic-toolkit is free software; you can redistribute it +## and/or modify it under the terms of the GNU General Public License +## as published by the Free Software Foundation; either version 3 of +## the License, or (at your option) any later version. +## +## The fuzzy-logic-toolkit is distributed in the hope that it will be +## useful, but WITHOUT ANY WARRANTY; without even the implied warranty +## of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU +## General Public License for more details. +## +## You should have received a copy of the GNU General Public License +## along with the fuzzy-logic-toolkit; see the file COPYING. If not, +## see <http://www.gnu.org/licenses/>. + +## Author: L. Markowsky +## Keywords: fuzzy-logic-toolkit fis +## Directory: fuzzy-logic-toolkit/inst/ +## Filename: cubic_approximator.fis +## Last-Modified: 28 Aug 2012 + +[System] +Name='Cubic-Approximator' +Type='sugeno' +Version=2.0 +NumInputs=1 +NumOutputs=1 +NumRules=11 +AndMethod='min' +OrMethod='max' +ImpMethod='prod' +AggMethod='sum' +DefuzzMethod='wtaver' + +[Input1] +Name='X' +Range=[-5 5] +NumMFs=11 +MF1 = 'About-Neg-Five':'trimf', [-6 -5 -4] +MF2 = 'About-Neg-Four':'trimf', [-5 -4 -3] +MF3 = 'About-Neg-Three':'trimf', [-4 -3 -2] +MF4 = 'About-Neg-Two':'trimf', [-3 -2 -1] +MF5 = 'About-Neg-One':'trimf', [-2 -1 0] +MF6 = 'About-Zero':'trimf', [-1 0 1] +MF7 = 'About-One':'trimf', [0 1 2] +MF8 = 'About-Two':'trimf', [1 2 3] +MF9 = 'About-Three':'trimf', [2 3 4] +MF10 = 'About-Four':'trimf', [3 4 5] +MF11 = 'About-Five':'trimf', [4 5 6] + +[Output1] +Name='Approx-X-Cubed' +Range=[-5 5] +NumMFs=11 +MF1 = 'Tangent-at-Neg-Five':'linear', [75 250] +MF2 = 'Tangent-at-Neg-Four':'linear', [48 128] +MF3 = 'Tangent-at-Neg-Three':'linear', [27 54] +MF4 = 'Tangent-at-Neg-Two':'linear', [12 16] +MF5 = 'Tangent-at-Neg-One':'linear', [3 2] +MF6 = 'Tangent-at-Zero':'linear', [0 0] +MF7 = 'Tangent-at-One':'linear', [3 -2] +MF8 = 'Tangent-at-Two':'linear', [12 -16] +MF9 = 'Tangent-at-Three':'linear', [27 -54] +MF10 = 'Tangent-at-Four':'linear', [48 -128] +MF11 = 'Tangent-at-Five':'linear', [75 -250] + +[Rules] +1, 1 (1) : 1 +2, 2 (1) : 1 +3, 3 (1) : 1 +4, 4 (1) : 1 +5, 5 (1) : 1 +6, 6 (1) : 1 +7, 7 (1) : 1 +8, 8 (1) : 1 +9, 9 (1) : 1 +10, 10 (1) : 1 +11, 11 (1) : 1 diff --git a/examples/original/takagi-sugeno/octave/cubic_approximator.fll b/examples/original/takagi-sugeno/octave/cubic_approximator.fll new file mode 100644 index 0000000..28ba40a --- /dev/null +++ b/examples/original/takagi-sugeno/octave/cubic_approximator.fll @@ -0,0 +1,50 @@ +Engine: Cubic-Approximator +InputVariable: X + enabled: true + range: -5.000 5.000 + term: AboutNegFive Triangle -6.000 -5.000 -4.000 + term: AboutNegFour Triangle -5.000 -4.000 -3.000 + term: AboutNegThree Triangle -4.000 -3.000 -2.000 + term: AboutNegTwo Triangle -3.000 -2.000 -1.000 + term: AboutNegOne Triangle -2.000 -1.000 0.000 + term: AboutZero Triangle -1.000 0.000 1.000 + term: AboutOne Triangle 0.000 1.000 2.000 + term: AboutTwo Triangle 1.000 2.000 3.000 + term: AboutThree Triangle 2.000 3.000 4.000 + term: AboutFour Triangle 3.000 4.000 5.000 + term: AboutFive Triangle 4.000 5.000 6.000 +OutputVariable: ApproxXCubed + enabled: true + range: -5.000 5.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: TangentatNegFive Linear 75.000 250.000 + term: TangentatNegFour Linear 48.000 128.000 + term: TangentatNegThree Linear 27.000 54.000 + term: TangentatNegTwo Linear 12.000 16.000 + term: TangentatNegOne Linear 3.000 2.000 + term: TangentatZero Linear 0.000 0.000 + term: TangentatOne Linear 3.000 -2.000 + term: TangentatTwo Linear 12.000 -16.000 + term: TangentatThree Linear 27.000 -54.000 + term: TangentatFour Linear 48.000 -128.000 + term: TangentatFive Linear 75.000 -250.000 +RuleBlock: + enabled: true + conjunction: none + disjunction: none + activation: none + rule: if X is AboutNegFive then ApproxXCubed is TangentatNegFive + rule: if X is AboutNegFour then ApproxXCubed is TangentatNegFour + rule: if X is AboutNegThree then ApproxXCubed is TangentatNegThree + rule: if X is AboutNegTwo then ApproxXCubed is TangentatNegTwo + rule: if X is AboutNegOne then ApproxXCubed is TangentatNegOne + rule: if X is AboutZero then ApproxXCubed is TangentatZero + rule: if X is AboutOne then ApproxXCubed is TangentatOne + rule: if X is AboutTwo then ApproxXCubed is TangentatTwo + rule: if X is AboutThree then ApproxXCubed is TangentatThree + rule: if X is AboutFour then ApproxXCubed is TangentatFour + rule: if X is AboutFive then ApproxXCubed is TangentatFive diff --git a/examples/original/takagi-sugeno/octave/heart_disease_risk.fis b/examples/original/takagi-sugeno/octave/heart_disease_risk.fis new file mode 100644 index 0000000..e0e18e0 --- /dev/null +++ b/examples/original/takagi-sugeno/octave/heart_disease_risk.fis @@ -0,0 +1,90 @@ +## Copyright (C) 2011-2012 L. Markowsky <lmarkov@users.sourceforge.net> +## +## This file is part of the fuzzy-logic-toolkit. +## +## The fuzzy-logic-toolkit is free software; you can redistribute it +## and/or modify it under the terms of the GNU General Public License +## as published by the Free Software Foundation; either version 3 of +## the License, or (at your option) any later version. +## +## The fuzzy-logic-toolkit is distributed in the hope that it will be +## useful, but WITHOUT ANY WARRANTY; without even the implied warranty +## of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU +## General Public License for more details. +## +## You should have received a copy of the GNU General Public License +## along with the fuzzy-logic-toolkit; see the file COPYING. If not, +## see <http://www.gnu.org/licenses/>. + +## Author: L. Markowsky +## Keywords: fuzzy-logic-toolkit fis +## Directory: fuzzy-logic-toolkit/inst/ +## Filename: heart_disease_risk.fis +## Last-Modified: 28 Aug 2012 + +## Heart Disease Risk FIS + +[System] + + Name = 'Heart-Disease-Risk' + Type = 'sugeno' + Version = 2.0 + NumInputs = 2 + NumOutputs = 1 + NumRules = 15 + AndMethod = 'min' + OrMethod = 'max' + ImpMethod = 'prod' + AggMethod = 'sum' + DefuzzMethod = 'wtaver' + +[Input1] + + Name = 'LDL-Level' + Range = [0 300] + NumMFs = 5 + MF1 = 'Low' : 'trapmf', [-1 0 90 110] + MF2 = 'Low-Borderline' : 'trapmf', [90 110 120 140] + MF3 = 'Borderline' : 'trapmf', [120 140 150 170] + MF4 = 'High-Borderline' : 'trapmf', [150 170 180 200] + MF5 = 'High' : 'trapmf', [180 200 300 301] + +[Input2] + + Name = 'HDL-Level' + Range = [0 100] + NumMFs = 3 + + MF1 = 'Low-HDL' : 'trapmf', [-1 0 35 45] + MF2 = 'Moderate-HDL' : 'trapmf', [35 45 55 65] + MF3 = 'High-HDL' : 'trapmf', [55 65 100 101] + +[Output1] + + Name = 'Heart-Disease-Risk' + Range = [0 10] + NumMFs = 5 + + MF1 = 'No-Risk' : 'constant', [0] + MF2 = 'Low-Risk' : 'constant', [2.5] + MF3 = 'Medium-Risk' : 'constant', [5] + MF4 = 'High-Risk' : 'constant', [7.5] + MF5 = 'Extreme-Risk' : 'constant', [10] + +[Rules] + + 1 1, 3 (1) : 1 + 1 2, 2 (1) : 1 + 1 3, 1 (1) : 1 + 2 1, 3 (1) : 1 + 2 2, 2 (1) : 1 + 2 3, 2 (1) : 1 + 3 1, 4 (1) : 1 + 3 2, 3 (1) : 1 + 3 3, 2 (1) : 1 + 4 1, 4 (1) : 1 + 4 2, 4 (1) : 1 + 4 3, 3 (1) : 1 + 5 1, 5 (1) : 1 + 5 2, 4 (1) : 1 + 5 3, 3 (1) : 1 diff --git a/examples/original/takagi-sugeno/octave/heart_disease_risk.fll b/examples/original/takagi-sugeno/octave/heart_disease_risk.fll new file mode 100644 index 0000000..c401dd4 --- /dev/null +++ b/examples/original/takagi-sugeno/octave/heart_disease_risk.fll @@ -0,0 +1,48 @@ +Engine: Heart-Disease-Risk +InputVariable: LDLLevel + enabled: true + range: 0.000 300.000 + term: Low Trapezoid -1.000 0.000 90.000 110.000 + term: LowBorderline Trapezoid 90.000 110.000 120.000 140.000 + term: Borderline Trapezoid 120.000 140.000 150.000 170.000 + term: HighBorderline Trapezoid 150.000 170.000 180.000 200.000 + term: High Trapezoid 180.000 200.000 300.000 301.000 +InputVariable: HDLLevel + enabled: true + range: 0.000 100.000 + term: LowHDL Trapezoid -1.000 0.000 35.000 45.000 + term: ModerateHDL Trapezoid 35.000 45.000 55.000 65.000 + term: HighHDL Trapezoid 55.000 65.000 100.000 101.000 +OutputVariable: HeartDiseaseRisk + enabled: true + range: 0.000 10.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: NoRisk Constant 0.000 + term: LowRisk Constant 2.500 + term: MediumRisk Constant 5.000 + term: HighRisk Constant 7.500 + term: ExtremeRisk Constant 10.000 +RuleBlock: + enabled: true + conjunction: Minimum + disjunction: none + activation: none + rule: if LDLLevel is Low and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk + rule: if LDLLevel is Low and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk + rule: if LDLLevel is Low and HDLLevel is HighHDL then HeartDiseaseRisk is NoRisk + rule: if LDLLevel is LowBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk + rule: if LDLLevel is LowBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk + rule: if LDLLevel is LowBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk + rule: if LDLLevel is Borderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk + rule: if LDLLevel is Borderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is MediumRisk + rule: if LDLLevel is Borderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk + rule: if LDLLevel is HighBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk + rule: if LDLLevel is HighBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk + rule: if LDLLevel is HighBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk + rule: if LDLLevel is High and HDLLevel is LowHDL then HeartDiseaseRisk is ExtremeRisk + rule: if LDLLevel is High and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk + rule: if LDLLevel is High and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk diff --git a/examples/original/takagi-sugeno/octave/linear_tip_calculator.fis b/examples/original/takagi-sugeno/octave/linear_tip_calculator.fis new file mode 100644 index 0000000..f387ce1 --- /dev/null +++ b/examples/original/takagi-sugeno/octave/linear_tip_calculator.fis @@ -0,0 +1,64 @@ +## Copyright (C) 2011-2012 L. Markowsky <lmarkov@users.sourceforge.net> +## +## This file is part of the fuzzy-logic-toolkit. +## +## The fuzzy-logic-toolkit is free software; you can redistribute it +## and/or modify it under the terms of the GNU General Public License +## as published by the Free Software Foundation; either version 3 of +## the License, or (at your option) any later version. +## +## The fuzzy-logic-toolkit is distributed in the hope that it will be +## useful, but WITHOUT ANY WARRANTY; without even the implied warranty +## of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU +## General Public License for more details. +## +## You should have received a copy of the GNU General Public License +## along with the fuzzy-logic-toolkit; see the file COPYING. If not, +## see <http://www.gnu.org/licenses/>. + +## Author: L. Markowsky +## Keywords: fuzzy-logic-toolkit fis +## Directory: fuzzy-logic-toolkit/inst/ +## Filename: linear_tip_calculator.fis +## Last-Modified: 28 Aug 2012 + +[System] +Name='Linear-Tip-Calculator' +Type='sugeno' +Version=2.0 +NumInputs=2 +NumOutputs=1 +NumRules=4 +AndMethod='min' +OrMethod='max' +ImpMethod='prod' +AggMethod='sum' +DefuzzMethod='wtaver' + +[Input1] +Name='Food-Quality' +Range=[1 10] +NumMFs=2 +MF1='Bad':'trapmf',[0 1 3 7] +MF2='Good':'trapmf',[3 7 10 11] + +[Input2] +Name='Service' +Range=[1 10] +NumMFs=2 +MF1='Bad':'trapmf',[0 1 3 7] +MF2='Good':'trapmf',[3 7 10 11] + +[Output1] +Name='Tip' +Range=[10 20] +NumMFs=3 +MF1='Ten-Percent':'linear',[0 0 10] +MF2='Fifteen-Percent':'linear',[0 0 15] +MF3='Twenty-Percent':'linear',[0 0 20] + +[Rules] +1 1, 1 (1) : 1 +1 2, 2 (1) : 1 +2 1, 2 (1) : 1 +2 2, 3 (1) : 1 diff --git a/examples/original/takagi-sugeno/octave/linear_tip_calculator.fll b/examples/original/takagi-sugeno/octave/linear_tip_calculator.fll new file mode 100644 index 0000000..34b0334 --- /dev/null +++ b/examples/original/takagi-sugeno/octave/linear_tip_calculator.fll @@ -0,0 +1,31 @@ +Engine: Linear-Tip-Calculator +InputVariable: FoodQuality + enabled: true + range: 1.000 10.000 + term: Bad Trapezoid 0.000 1.000 3.000 7.000 + term: Good Trapezoid 3.000 7.000 10.000 11.000 +InputVariable: Service + enabled: true + range: 1.000 10.000 + term: Bad Trapezoid 0.000 1.000 3.000 7.000 + term: Good Trapezoid 3.000 7.000 10.000 11.000 +OutputVariable: Tip + enabled: true + range: 10.000 20.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: TenPercent Linear 0.000 0.000 10.000 + term: FifteenPercent Linear 0.000 0.000 15.000 + term: TwentyPercent Linear 0.000 0.000 20.000 +RuleBlock: + enabled: true + conjunction: Minimum + disjunction: none + activation: none + rule: if FoodQuality is Bad and Service is Bad then Tip is TenPercent + rule: if FoodQuality is Bad and Service is Good then Tip is FifteenPercent + rule: if FoodQuality is Good and Service is Bad then Tip is FifteenPercent + rule: if FoodQuality is Good and Service is Good then Tip is TwentyPercent diff --git a/examples/original/takagi-sugeno/octave/sugeno_tip_calculator.fis b/examples/original/takagi-sugeno/octave/sugeno_tip_calculator.fis new file mode 100644 index 0000000..78786df --- /dev/null +++ b/examples/original/takagi-sugeno/octave/sugeno_tip_calculator.fis @@ -0,0 +1,98 @@ +## Copyright (C) 2011-2012 L. Markowsky <lmarkov@users.sourceforge.net> +## +## This file is part of the fuzzy-logic-toolkit. +## +## The fuzzy-logic-toolkit is free software; you can redistribute it +## and/or modify it under the terms of the GNU General Public License +## as published by the Free Software Foundation; either version 3 of +## the License, or (at your option) any later version. +## +## The fuzzy-logic-toolkit is distributed in the hope that it will be +## useful, but WITHOUT ANY WARRANTY; without even the implied warranty +## of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU +## General Public License for more details. +## +## You should have received a copy of the GNU General Public License +## along with the fuzzy-logic-toolkit; see the file COPYING. If not, +## see <http://www.gnu.org/licenses/>. + +## Author: L. Markowsky +## Keywords: fuzzy-logic-toolkit fis +## Directory: fuzzy-logic-toolkit/inst/ +## Filename: sugeno_tip_calculator.fis +## Last-Modified: 28 Aug 2012 + +% Sugeno Tip Calculator + +% Computes cheap, average, and generous tips +% given food quality and service ratings. + +[System] + +Name = 'Sugeno-Tip-Calculator' +Type = 'sugeno' +Version = 1.0 +NumInputs = 2 +NumOutputs = 3 +NumRules = 10 +AndMethod = 'einstein_product' +OrMethod = 'einstein_sum' +ImpMethod = 'prod' +AggMethod = 'sum' +DefuzzMethod = 'wtaver' + +[Input1] + +Name = 'Food-Quality' +Range = [1 10] +NumMFs = 2 +MF1 = 'Bad' : 'trapmf', [0 1 3 7] +MF2 = 'Good' : 'trapmf', [3 7 10 11] + +[Input2] + +Name = 'Service' +Range = [1 10] +NumMFs = 2 +MF1 = 'Bad' : 'trapmf', [0 1 3 7] +MF2 = 'Good' : 'trapmf', [3 7 10 11] + +[Output1] + +Name = 'Cheap-Tip' +Range = [5 25] +NumMFs = 3 +MF1 = 'Low' : 'constant', [10] +MF2 = 'Medium' : 'constant', [15] +MF3 = 'High' : 'constant', [20] + +[Output2] + +Name = 'Average-Tip' +Range = [5 25] +NumMFs = 3 +MF1 = 'Low' : 'constant', [10] +MF2 = 'Medium' : 'constant', [15] +MF3 = 'High' : 'constant', [20] + +[Output3] + +Name = 'Generous-Tip' +Range = [5 25] +NumMFs = 3 +MF1 = 'Low' : 'constant', [10] +MF2 = 'Medium' : 'constant', [15] +MF3 = 'High' : 'constant', [20] + +[Rules] + + 1.30 1.30, 1.30 1.20 1.00 (1) : 1 + 2.00 1.30, 1.00 1.00 2.00 (1) : 1 + 2.20 1.20, 1.00 2.00 3.00 (1) : 1 + 1.00 1.00, 1.00 1.00 2.00 (1) : 1 + 2.00 1.00, 1.00 2.00 3.00 (1) : 1 + 2.30 1.00, 1.00 2.00 3.20 (1) : 1 + 1.00 2.00, 1.00 2.00 3.00 (1) : 1 + 2.00 2.00, 2.00 2.00 3.20 (1) : 1 + 1.20 2.20, 1.00 2.00 3.00 (1) : 1 + 2.40 2.40, 3.00 3.20 3.30 (1) : 1 diff --git a/examples/original/takagi-sugeno/octave/sugeno_tip_calculator.fll b/examples/original/takagi-sugeno/octave/sugeno_tip_calculator.fll new file mode 100644 index 0000000..2006e71 --- /dev/null +++ b/examples/original/takagi-sugeno/octave/sugeno_tip_calculator.fll @@ -0,0 +1,59 @@ +Engine: Sugeno-Tip-Calculator +InputVariable: FoodQuality + enabled: true + range: 1.000 10.000 + term: Bad Trapezoid 0.000 1.000 3.000 7.000 + term: Good Trapezoid 3.000 7.000 10.000 11.000 +InputVariable: Service + enabled: true + range: 1.000 10.000 + term: Bad Trapezoid 0.000 1.000 3.000 7.000 + term: Good Trapezoid 3.000 7.000 10.000 11.000 +OutputVariable: CheapTip + enabled: true + range: 5.000 25.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: Low Constant 10.000 + term: Medium Constant 15.000 + term: High Constant 20.000 +OutputVariable: AverageTip + enabled: true + range: 5.000 25.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: Low Constant 10.000 + term: Medium Constant 15.000 + term: High Constant 20.000 +OutputVariable: GenerousTip + enabled: true + range: 5.000 25.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: Low Constant 10.000 + term: Medium Constant 15.000 + term: High Constant 20.000 +RuleBlock: + enabled: true + conjunction: EinsteinProduct + disjunction: none + activation: none + rule: if FoodQuality is extremely Bad and Service is extremely Bad then CheapTip is extremely Low and AverageTip is very Low and GenerousTip is Low + rule: if FoodQuality is Good and Service is extremely Bad then CheapTip is Low and AverageTip is Low and GenerousTip is Medium + rule: if FoodQuality is very Good and Service is very Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is High + rule: if FoodQuality is Bad and Service is Bad then CheapTip is Low and AverageTip is Low and GenerousTip is Medium + rule: if FoodQuality is Good and Service is Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is High + rule: if FoodQuality is extremely Good and Service is Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is very High + rule: if FoodQuality is Bad and Service is Good then CheapTip is Low and AverageTip is Medium and GenerousTip is High + rule: if FoodQuality is Good and Service is Good then CheapTip is Medium and AverageTip is Medium and GenerousTip is very High + rule: if FoodQuality is very Bad and Service is very Good then CheapTip is Low and AverageTip is Medium and GenerousTip is High + rule: if FoodQuality is very very Good and Service is very very Good then CheapTip is High and AverageTip is very High and GenerousTip is extremely High |