multiple attribute decision making

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Apichat Sopadang: MADM - Scoring Method 1 SCORING METHODS Management Science Multiple Attribute Decision Making By Dr. Apichat Sopadang Apichat Sopadan g: MADM - Scoring Method 2 Scoring Methods Transformation of a vector to an appropriate scalar value Formulate an index to represent its effectiveness => wind-chill factor, graduate school admission index Two scoring techniques: The Simple Additive Weighting method (SAW) and the Weighted Product method Apichat Sopadang: MADM - Scoring Method 3 Simple Additive Weighting (SAW) Method Best know and most widely used method Uses all n attribute values of a n alternative and uses the regular arithmetical operations of multiplication and addition The attribute values must be both numerical and comparable = = = n  j ij  j i m i r w V 1 ,..., 1  , Apichat Sopadan g: MADM - Scoring Method 4 SAW, Cont.

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7/31/2019 Multiple Attribute Decision Making

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Apichat Sopadang: MADM -

Scoring Method 1

SCORING METHODS

Management Science

Multiple Attribute Decision Making

By

Dr. Apichat Sopadang

Apichat Sopadang: MADM - ScoringMethod 2

Scoring Methods

Transformation of a vector to an appropriatescalar value

Formulate an index to represent itseffectiveness => wind-chill factor, graduateschool admission index

Two scoring techniques: The SimpleAdditive Weighting method (SAW) and theWeighted Product method

Apichat Sopadang: MADM - ScoringMethod 3

Simple Additive Weighting(SAW) Method

Best know and most widely used method Uses all n attribute values of an alternative

and uses the regular arithmetical operations

of multiplication and addition

The attribute values must be both numerical

and comparable

∑=

==

n

 j

ij ji mir wV 1

,...,1 ,

Apichat Sopadang: MADM - ScoringMethod 4

SAW, Cont.

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Apichat Sopadang: MADM - ScoringMethod 5

Apichat Sopadang: MADM - ScoringMethod 6

Apichat Sopadang: MADM - ScoringMethod 7

Apichat Sopadang: MADM - ScoringMethod 8

Weight Product Method

Transformation is not necessary when we use

multiplication among attribute values

The weights become exponents associated with

each attribute value

Positive power for benefit attributes and negative

power for cost attributes

mi x

 x

 AV 

 AV  R

 j

 j

w

 j

n

 j

w

ij

n

 jii ,...,1 ,

)()(

)(

*

1

1

* == 

  

 =

Π

Π

=

=

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Apichat Sopadang: MADM - ScoringMethod 9

Weight Product Method, Cont.

Apichat Sopadang: MADM - ScoringMethod 10

TOPSIS

Technique for Order Preference by Similarity to

Ideal Solution (TOPSIS)

Ideal solution is usually unattainable or infeasible

DM’s utilities decrease monotonically when an

alternative moves away from this ideal

TOPSIS defines an index called similarity to thepositive-ideal solution (proximity to positive and

remoteness to negative values)

Apichat Sopadang: MADM - ScoringMethod 11

TOPSIS, Cont.

1. Calculate normalized ratings2. Calculate weight normalized ratings

3. Identify positive-ideal and negative-ideal

solutions

4. Calculate separation measures

 ,)(1

2**∑=

−=

n

 j

 jijivvS mivvS

n

 j

 jiji ,...,1 ,)(1

2=−= ∑

=

−−

Apichat Sopadang: MADM - ScoringMethod 12

TOPSIS, Cont.

5. Calculate similarities to positive-idealsolution

6. Rank preference order

miSS

SC 

ii

ii ,...,1 ,

)( *

*=

+

=−

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Apichat Sopadang: MADM - ScoringMethod 13

TOPSIS, Cont.

Apichat Sopadang: MADM - ScoringMethod 14

Apichat Sopadang: MADM - ScoringMethod 15

Apichat Sopadang: MADM - ScoringMethod 16

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Apichat Sopadang: MADM -

Scoring Method 17

ELECTRE METHOD

Management Science

Multiple Attribute Decision Making

By

Dr. Apichat Sopadang

Apichat Sopadang: MADM - ScoringMethod 18

ELECTRE

Elimination et Choice Translating Reality

Outrank relationship A1($13000, 18MPG), A2($16000, 21MPG) and

A3($18000, 25MPG) => nondominate

(A1 R A2) and (A2 R A3) but not imply that (A1 R A3)

Pairwise comparison

It examines both the degree to which the preferenceweights are in agreement with pairwise dominancerelationships and the degree to which weightedevaluations differ from each other

Apichat Sopadang: MADM - ScoringMethod 19

Outrank Relationship

Apichat Sopadang: MADM - ScoringMethod 20

Procedure of ELECTRE.

1. Calculate the normalized decision matrix2. Calculate the weighted normalized decision

matrix

3. Determine the concordance and

discordance set

C ( p,q) = { j|v pj ≥ vqj}

 D( p,q) = { j|v pj < vqj}

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Apichat Sopadang: MADM - ScoringMethod 21

Procedure of ELECTRE.

4. Calculate the concordance matrix

5. Calculate the discordance matrix

6. Determine the concordance dominancematrix

7. Determine the discordance dominance

matrix8. Determine the aggregate dominance matrix

9. Eliminate the less favorable alternativeApichat Sopadang: MADM - Scoring

Method 22

Apichat Sopadang: MADM - ScoringMethod 23

Apichat Sopadang: MADM - ScoringMethod 24

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Apichat Sopadang: MADM - ScoringMethod 26

Apichat Sopadang: MADM - ScoringMethod 27

Apichat Sopadang: MADM - ScoringMethod 28

A2 and A4 can be eliminated