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Agenda for This Week. Chapter 15. Analytical Hierarchy Process – Part 1. Analytical Hierarchy Process. Designed to solve multicriteria decision problems Model under conditions of certainty where we know all of the info but we need to trade-off many factors.
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Chapter 15 Analytical Hierarchy Process – Part 1
Analytical Hierarchy Process • Designed to solve multicriteria decision problems • Model under conditions of certainty where we know all of the info but we need to trade-off many factors. • We are comparing several alternatives on the basis of the same set of attributes.
Developing the Hierarchy • Develop a visual representation of the problem in terms of the overall goal, the criteria to be used and the decision alternatives GOAL Attributes Alternatives
AHP Example • Decision Hierarchy • Select Best Apartment Criteria Rent Size Proximity Apt. 1 Apt. 2 Apt. 3 Apt. 1 Apt. 2 Apt. 3 Apt. 1 Apt. 2 Apt. 3 Alternatives
AHP • Major question is how to assign relative weights across alternatives, as well as for the attributes (assigning weights is the crux of AHP). • People have been found to be more consistent when they do pairwise comparisons than when they just try to assign relative weights.
AHP - Steps 1. Make pairwise comparisons 2. Synthesize judgments 3. Check for consistency
AHP – Pairwise Comparison Scale (Always Use) Verbal Judgement of PreferencesNumerical Rating Extremely preferred 9 Very strongly to extremely 8 Very strongly preferred 7 Strongly to very strongly 6 Strongly preferred 5 Moderately to strongly 4 Moderately preferred 3 Equally to moderately 2 Equally preferred 1
Step 1 – Pairwise Comparison • Make pairwise comparison for CRITERIA CRITERIA
Step 1 – Pairwise Comparison • Make pairwise comparison for each attribute • Apt 1 compared to Apt 2 • Apt 2 compared to Apt 3 • Apt 1 compared to Apt 3 For RENT
Step 1 – Pairwise Comparison PROXIMITY
AHP - Steps 1. Make pairwise comparisons 2. Synthesize judgments 3. Check for consistency
AHP – Step 2 • Synthesization – the process of calculating the priority of each criterion in terms of its contribution to the overall goal of achieving your goal
Step 2 - Synthesization Step 1: Sum values in each column of pairwise comparison matrix Step 2: Divide each element by its column total (gives normalized pairwise comparison matrix) Step 3: Compute average of elements in each row (gives estimate of relative priorities of elements being compared)
Step 2 - Synthesization RENT Next… divide each element by column total
Step 2 - Synthesization Relative priorities RENT Normalized pairwise comparison matrix
AHP – Relative Priorities Relative Priorities for Rent .266 .080 .654 Apt. 1 Apt. 2 Apt. 3 What do these mean?
AHP – Relative Priorities Relative Priorities for Rent .266 .080 .654 Apt. 1 Apt. 2 Apt. 3 These mean that with respect to Rent, Apt. 3 is preferred first (65%), then Apt. 1 (27%), then Apt. 2 (8%)
Step 2 - Synthesization SIZE Next… divide each element by column total
Step 2 - Synthesization Relative priorities SIZE Normalized pairwise comparison matrix
Step 2 - Synthesization PROXIMITY Next… divide each element by column total
Step 2 - Synthesization Relative priorities PROXIMITY Normalized pairwise comparison matrix
AHP - Steps 1. Make pairwise comparisons 2. Synthesize judgments 3. Check for consistency
AHP – Step 3 • A key step in the making of several pairwise comparisons is considering the consistency of the pairwise judgements. • Example: If A compared to B = 3 and B compared to C = 2 then A compared to C should = 3x2 = 6. If it wasn’t, some inconsistency would occur. • With AHP, we can measure the degree of consistency; and if unacceptable, we can revise pairwise comparisons