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Evaluation - analytic hierarchy process

2022-06-26 03:41:00 Lu 727

1、 effect

Analytic hierarchy process (AHP) is a decision analysis method combining qualitative and quantitative methods to solve multi-objective complex problems . This method combines quantitative analysis with qualitative analysis , Use the experience of the decision-maker to judge the relative importance of the standards for whether the objectives can be achieved , For example, by building evaluation indicators ( scenery 、 cost , live , diet 、 Journey ) For candidate tourist destinations ( guilin 、 huangshan , peitaiho ) Quantitative evaluation , Make a selection .

2、 Input / output description

Input : Compare the indicators or schemes according to the prompts .
Output : The quantitative score of each scheme or the index weight of the same level .

3、 Case example

Case study : By constructing evaluation indicators ( scenery 、 cost , live , diet 、 Journey ) For candidate tourist destinations ( guilin 、 huangshan , peitaiho ) Quantitative evaluation , Make a selection .

4、 Modeling steps

1 Build a multi-level hierarchical structure model
The evaluation index system is established from top to bottom according to the dominant relationship :
(1) At the top : Also called the target layer or the target layer , It is the goal or result that the system wants to achieve , It is the primary criterion of system evaluation .
(2) Criterion layer : It is the criterion set for the realization of the target layer , The number is m.
(3) At the bottom : Also called scheme layer . It is a variety of schemes adopted to achieve the goal 、 Measures, etc , The number is n.

2 Construct pairwise comparison judgment matrix

Construct comparison matrix for criterion layer and scheme layer .
For elements of the same level , Each element of the above level is compared pair by pair for the comparison objective , Establish a judgment matrix .
Compare in pairs , use aij Representation element Bi And elements Bj To the goal A The ratio of the degree of influence :


Symmetric matrix A=(aij) Is the element judgment matrix . Judgment matrix A Medium i Elements and j The ratio of relative importance of elements is aij Express , And has the following relationship :


The greater the ratio , be i The more important it is .
In order to quantify judgment , according to 1-9 The scale determines the relative importance of each element .

 

3 Weight calculation
(1) Find the matrix A And its corresponding eigenvector .
(2) The weight can be obtained by normalizing the feature vector .

4 Consistency check
To ensure the correctness and rationality of the weight obtained , Consistency checks are also required , Consistency test is to judge whether the subjective logical weighting is beyond the reasonable range .
Calculate the consistency index C.I.


among ,


obviously ,n The bigger it is ,C.I. The greater the error . therefore , The random consistency ratio is introduced in the test C.R.

among R.I. Is a random consistency index , From the table below

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When the random consistency ratio C.R.< 0.1 It is considered that the calculated hierarchical sorting weight is correct 、 reasonable , otherwise , The judgment matrix needs to be readjusted , Until the conformity inspection is passed .

5、 Calculate the scheme layer weight

The first i Scheme weights :a_{j} For the first time j The weight of the criteria ,b_{ij} For the first time i The first scheme is in the j A score of three criteria , among \sum_{i=1}^{n}b_{ij}=1

w_{i}=\sum_{j=1}^{m}a_{j}b_{ij}

Finally, the schemes are sorted .

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