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Outranking Methods: Promethee I and Promethee II


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Figure 1

AHP methodology (Source:Kolios, et al., 2016)
AHP methodology (Source:Kolios, et al., 2016)

Figure 2

PROMETHEE methodology (Source:Kolios, et al., 2016)
PROMETHEE methodology (Source:Kolios, et al., 2016)

Aggregate preference function matrix

ModelsModel 1Model 2Model 3Model 4Model 5Model 6
Model 1-0.065540.021850.0764700.04370
Model 20.36323-00.0109200.23526
Model 30.555860.23632-0.054620.046970.44973
Model 40.923530.560300.36767-0.399670.79555
Model 50.523860.226170.036830.07647-0.43958
Model 60.127980.0218500.032770-

Determination of leaving and entering outranking flow (PROMETHEE I)

ModelsModel 1Model 2Model 3Model 4Model 5Model 6Leaving flow ϕ+
Model 1-0.065540.021850.0764700.043700.20756
Model 20.36323-00.0109200.235260.60942
Model 30.555860.23632-0.054620.046970.449731.34350
Model 40.923530.560300.36767-0.399670.795553.04672
Model 50.523860.226170.036830.07647-0.439581.30291
Model 60.127980.0218500.032770-0.18260
Entering flow ϕ−2.494461.110180.426350.251250.446641.96382

Pair-wise comparison matrix

ComparisonsProcessorHard disk capacityOperating systemRAMScreen sizeBrandColor
Processor1573279
Hard disk capacity1/5131/31/325
Operating system1/71/311/51/31/33
RAM1/3351239
Screen size1/2331/2137
Brand1/71/231/31/315
Color1/91/51/31/91/71/51
Total2.4301613.0333322.333335.477786.1428616.5333339

Randomly generated consistency index (RI) values

n123456789101112
RI0.000.000.580.901.121.241.321.411.451.491.511.58

Hwang ang Yoon comparison scale

Qualitative EstimationBadGoodAverageVery GoodExcellentTypes of Criteria
Quantitative Estimation13579Max
97531Min

Evaluation matrix

ModelsProcessorHard disk capacityOperating systemRAMScreen sizeBrandColor
Model 13535393
Model 25755733
Model 35997775
Model 47999929
Model 55797799
Model 63555753
Max7999999
Min3535323

Determination of leaving and entering outranking flow (PROMETHEE II)

ModelsModel 1Model 2Model 3Model 4Model 5Model 6Leaving flow ϕ+
Model 1-0.065540.021850.076470.000000.043700.04151
Model 20.36323-0.000000.010920.000000.235260.12188
Model 30.555860.23632-0.054620.046970.449730.26870
Model 40.923530.560300.36767-0.399670.795550.60934
Model 50.523860.226170.036830.07647-0.439580.26058
Model 60.127980.021850.000000.032770.00000-0.03652
Entering flow ϕ−0.498890.222040.085270.050250.089330.39276

Evaluative difference of ith alternatives with respect other alternatives

Evaluative differenceProcessorHard disk capacityOperating systemRAMScreen sizeBrandColor
Model 1
D (M1-M2)−0.5−0.5−0.333330−0.666670.857140
D (M1-M3)−0.5−1−1−0.5−0.666670.28571−0.33333
D (M1-M4)−1−1−1−1−11−1
D (M1-M5)−0.5−0.5−1−0.5−0.666670−1
D (M1-M6)00−0.333330−0.666670.571430
Model 2
D (M2-M1)0.50.50.3333300.66667−0.857140
D (M2-M3)0−0.5−0.66667−0.50−0.57143−0.33333
D (M2-M4)−0.5−0.5−0.66667−1−0.333330.14286−1
D (M2-M5)00−0.66667−0.50−0.85714−1
D (M2-M6)0.50.5000−0.285710
Model 3
D (M3-M1)0.5110.50.66667−0.285710.33333
D (M3-M2)00.50.666670.500.571430.33333
D (M3-M4)−0.500−0.5−0.333330.71429−0.66667
D (M3-M5)00.5000−0.28571−0.66667
D (M3-M6)0.510.666670.500.285710.33333
Model 4
D (M4-M1)11111−11
D (M4-M2)0.50.50.6666710.33333−0.142861
D (M4-M3)0.5000.50.33333−0.714290.66667
D (M4-M5)0.50.500.50.33333−10
D (M4-M6)110.6666710.33333−0.428571
Model 5
D (M5-M1)0.50.510.50.6666701
D (M5-M2)000.666670.500.857141
D (M5-M3)0−0.50000.285710.66667
D (M5-M4)−0.5−0.50−0.5−0.3333310
D (M5-M6)0.50.50.666670.500.571431
Model 6
D (M6-M1)000.3333300.66667−0.571430
D (M6-M2)−0.5−0.50000.285710
D (M6-M3)−0.5−1−0.66667−0.50−0.28571−0.33333
D (M6-M4)−1−1−0.66667−1−0.333330.42857−1
D (M6-M5)−0.5−0.5−0.66667−0.50−0.57143−1

Calculating the aggregated preference, π (Ma, Mb)

Weights0.376570.093950.045290.215940.169320.076470.022471
Aggregated preference, π (Ma, Mb)
Model 1
π (M1, M2)000000.0655400.06554
π (M1, M3)000000.0218500.02185
π (M1, M4)000000.0764700.07647
π (M1, M5)00000000
π (M1, M6)000000.0437000.04370
Model 2
π (M2, M1)0.188280.046970.0151000.11288000.36323
π (M2, M3)00000000
π (M2, M4)000000.0109200.01092
π (M2, M5)00000000
π (M2, M6)0.188280.04697000000.23526
Model 3
π (M3, M1)0.188280.093950.045290.107970.1128800.007490.55586
π (M3, M2)00.046970.030190.1079700.043700.007490.23632
π (M3, M4)000000.0546200.05462
π (M3, M5)00.04697000000.04697
π (M3, M6)0.188280.093950.030190.1079700.021850.007490.44973
Model 4
π (M4, M1)0.376570.093950.045290.215940.1693200.022470.92353
π (M4, M2)0.188280.046970.030190.215940.0564400.022470.56030
π (M4, M3)0.18828000.107970.0564400.014980.36767
π (M4, M5)0.188280.0469700.107970.05644000.39967
π (M4, M6)0.376570.093950.030190.215940.0564400.022470.79555
Model 5
π (M5, M1)0.188280.046970.045290.107970.1128800.022470.52386
π (M5, M2)000.030190.107970.000000.065540.022470.22617
π (M5, M3)000000.021850.014980.03683
π (M5, M4)000000.0764700.07647
π (M5, M6)0.188280.046970.030190.1079700.043700.022470.43958
Model 6
π (M6, M1)000.0151000.11288000.12798
π (M6, M2)000000.0218500.02185
π (M6, M3)00000000
π (M6, M4)000000.0327700.03277
π (M6, M5)00000000

Global PC units’ shipment from 2006–2018

YearShipments in millions
2018259.39
2017262.68
2016269.72
2015287.68
2014313.68
2013316.46
2012351.06
2011365.36
2010350.90
2009308.34
2008290.80
2007272.45
2006239.21

Normalized pair-wise comparison matrix

ComparisonsProcessorHard disk capacityOperating systemRAMScreen sizeBrandColorPriority VectorWeight %
Processor0.411500.383630.313430.547670.325580.423390.230770.3765737.657
Hard disk capacity0.082300.076730.134330.060850.054260.120970.128210.093959.395
Operating system0.058790.025580.044780.036510.054260.020160.076920.045294.529
RAM0.137170.230180.223880.182560.325580.181450.230770.2159421.594
Screen size0.205750.230180.134330.091280.162790.181450.179490.1693216.932
Brand0.058790.038360.134330.060850.054260.060480.128210.076477.647
Color0.045720.015350.014930.020280.023260.012100.025640.022472.247
Total11111111100

Comparisons of the laptop models among each other

Sl. No.ComparisonsSl. No.Comparisons
1Model 2 P Model 19Model 2 P Model 6
2Model 3 P Model 110Model 4 P Model 3
3Model 4 P Model 111Model 3 P Model 5
4Model 5 P Model 112Model 3 P Model 6
5Model 1 R Model 613Model 4 P Model 5
6Model 3 P Model 214Model 4 P Model 6
7Model 4 P Model 215Model 5 P Model 6
8Model 5 P Model 2

Saaty's pair-wise comparison scale

Saaty's pair wise comparison scaleCompare factor of i & j
1Equal Importance
3Moderate Importance
5Strong Importance
7Very Strong or Demonstrated Importance
9Extreme Importance
2, 4, 6, 8Intermediate values when compromise is needed

Selected laptop models and their configurations

ModelsProcessorHard Disk CapacityOperating SystemRAMScreen SizeBrandColor
Model 1I3512GBDOS4GB14 InchHPBlack
Model 2I51TBLinux4GB15.6 InchAcerBlack
Model 3I52TBWindows8GB15.6 InchLenovoGold
Model 4I72TBWindows16GB17.3 InchAsusSilver
Model 5I51TBWindows8GB15.6 InchHPSilver
Model 6I3512GBLinux4GB15.6 InchDellBlack

Preference function, Pj (Ma, Mb)

Weights (wj)0.376570.093950.045290.215940.169320.076470.02247
Evaluative differenceProcessorHard disk capacityOperating systemRAMScreen sizeBrandColor
Model 1
P (M1, M2)000000.857140
P (M1, M3)000000.285710
P (M1, M4)0000010
P (M1, M5)0000000
P (M1, M6)000000.571430
Model 2
P (M2, M1)0.50.50.3333300.6666700
P (M2, M3)0000000
P (M2, M4)000000.142860
P (M2, M5)0000000
P (M2, M6)0.50.500000
Model 3
P (M3, M1)0.5110.50.6666700.33333
P (M3, M2)00.50.666670.500.571430.33333
P (M3, M4)000000.714290
P (M3, M5)00.500000
P (M3, M6)0.510.666670.500.285710.33333
Model 4
P (M4, M1)1111101
P (M4, M2)0.50.50.6666710.3333301
P (M4, M3)0.5000.50.3333300.66667
P (M4, M5)0.50.500.50.3333300
P (M4, M6)110.6666710.3333301
Model 5
P (M5, M1)0.50.510.50.6666701
P (M5, M2)000.666670.500.857141
P (M5, M3)000000.285710.66667
P (M5, M4)0000010
P (M5, M6)0.50.50.666670.500.571431
Model 6
P (M6, M1)000.3333300.6666700
P (M6, M2)000000.285710
P (M6, M3)0000000
P (M6, M4)000000.428570
P (M6, M5)0000000

Normalized decision matrix

ModelsProcessorHard disk capacityOperating systemRAMScreen sizeBrandColor
Model 10000010
Model 20.50.50.3333300.666670.142860
Model 30.5110.50.666670.714290.33333
Model 41111101
Model 50.50.510.50.6666711
Model 6000.3333300.666670.428570

Ranking of the laptop models

ModelsNet flow ϕRanking
Model 1−0.45738Rank 6
Model 2−0.10015Rank 4
Model 30.18343Rank 2
Model 40.55909Rank 1
Model 50.17125Rank 3
Model 6−0.35624Rank 5

Net outranking flow of the alternatives

ModelsLeaving flow ϕ+Entering flow ϕ−Net flow ϕ
Model 10.041510.49889−0.45738
Model 20.121880.22204−0.10015
Model 30.268700.085270.18343
Model 40.609340.050250.55909
Model 50.260580.089330.17125
Model 60.036520.39276−0.35624