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Analytical Hierarchy Process (AHP) - by Saaty ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What do we want to accomplish? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
AHP Procedure – Build the Hierarchy ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Building the Hierarchy •  Note: Hierarchy corresponds to decision maker values –  No right answer –  Must be negotiated for group decisions •  Example: Buying a car Affinity  Diagram
AHP Procedure – Judgments and Comparisons ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
1 -9 Scale
Example - Pairwise Comparisons ,[object Object],•  Want to find weights on these criteria •  AHP compares everything two at a time (1) Compare to –  Which is more important? Say purchase cost –  By how much?  Say moderately  3 Purchase Cost Maintenance Cost Gas Mileage Purchase Cost Maintenance Cost
Example - Pairwise Comparisons (2) Compare to –  Which is more important? Say purchase cost –  By how much?  Say more important  5 (3) Compare to –  Which is more important? Say maintenance cost –  By how much?  Say more important  3 Purchase Cost Gas Mileage Gas Mileage Maintenance Cost
Example - Pairwise Comparisons ,[object Object],•  Ratings mean that P is 3 times more important than M and P is 5 times more important than G •  What’s wrong with this matrix? The ratings are inconsistent! P M G P M G 1 1 1 3 5 1/3 1/5 3 1/3
Consistency ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],3M = 5G  M = (5/3)G
Consistency And Weights ,[object Object],–  Note that matrix has Rank = 1 –  That means that  all rows are multiples of each other •  Weights are easy to compute for this matrix –  Use fact that rows are multiples of each other –  Compute weights by normalizing any column •  We get  P M G P M G 1 1 1 3 5 1/3 1/5 5/3 3/5
Weights for Inconsistent Matrices ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Weights for Inconsistent Matrices ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],max
Weights for Inconsistent Matrices ,[object Object],= A w = vector of weights –  Must solve:  Aw =   w by solving det(  I – A) = 0 –  We get: Different than before! find the Eigen vector for 3.039 and normalize P M G P M G 1 1 1 3 5 1/3 1/5 3 1/3  max = 3.039
Measuring Consistency ,[object Object],[object Object],[object Object],max max •  From Car Example: C.I. = (3.039–3)/(3-1) = 0.0195  •  Another measure compares C.I. with randomly generated ones   C.R. = C.I./R.I. where R.I. is the random index n 1 2 3 4 5 6 7 8 R.I. 0 0  .52  .89  1.11  1.25  1.35  1.4
Measuring Consistency ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Weights for Inconsistent Matrices (continued) ,[object Object],[object Object],–  Procedure: (1) Normalize each column (2) Compute geometric mean of each row –  Limitation: lacks measure of consistency
Weights for Inconsistent Matrices (continued) ,[object Object],w w w p M G = 0.63 = 0.26 = 0.05 0.67 0.28 0.05 P M G P M G 1 1 1 3 5 1/3 1/5 3 1/3 Normalized P M G P M G .65 .23 .11 .69 .56 .22 .13 .33 .08 = [(.65)(.69)(.56)] 1/3 = [(.22)(.23)(.33)] 1/3 = [(.13)(.08)(.11)] 1/3 Normalized

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Ahp

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  • 4. Building the Hierarchy • Note: Hierarchy corresponds to decision maker values – No right answer – Must be negotiated for group decisions • Example: Buying a car Affinity Diagram
  • 5.
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  • 8. Example - Pairwise Comparisons (2) Compare to – Which is more important? Say purchase cost – By how much? Say more important 5 (3) Compare to – Which is more important? Say maintenance cost – By how much? Say more important 3 Purchase Cost Gas Mileage Gas Mileage Maintenance Cost
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