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This is an implementation of AHP algorithm for multi-criteria decision-making and prescriptive analytics.

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const linearAlgebra = require('linear-algebra')();
const Matrix = linearAlgebra.Matrix; `
	
const ahp = require('ahp-lite');

AHP Lite

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This is a simplified implementation in Javascript for NodeJS of the algorithm AHP (Analytic Hierarchy Proccess) created by Saaty in 1986. This method is utilised in the field of prescriptive analytics, operations research, decision science and managerial accouting to methodically asign weighting to conflicting criteria based on systematic and hierchical subjective judgement.

Installation

npm i ahp

Example Usage

const c = new Matrix([[1, 0.33, 0.2], [3, 1, 0.14], [5, 7, 1]]); // Criteria assessment matrix.

ahp.getWeights(c);

Returns:

{ ev: [ 0.1, 0.19, 0.71 ], ci: 0.12, cr: 0.21 }

Documentation

INPUT

Argument Description Mandatory Type Rules
c c argument stands for 'criteria matrix' and is a matrix that contains the data from comparative judgement between criteria based on Saaty scale. (READ BIBLIOGRAPHY) True Matrix of numeric data This argument MUST be a matrix object from linear-algebra module and MUST contain only numeric data.

OUTPUT

Property Description Type
ev ev property stands for 'eigenvector' and is an array that contains the weights of each criteria. Array of numeric data.
ci ci property stands for 'consistency index' this is an indicator of inconsistency. Float number.
cr cr property stands for 'consistency ratio' this is the standarised indicator of inconsistency, higher than 0.2 should be reviewed. Float number.

NOTE: Make sure to read through bibliography below of AHP to understand how the algorithm works.

Package roadmap

  • AHP.
  • Support for Linear-Algebra matrices.
  • Support for MathJS matrices.
  • Support for Group decision-making.
  • (FAHP) Fuzzy AHP.
  • (IFAHP) Intuisionistic Fuzzy AHP.
  • (NAHP) Neutrosophic AHP.
  • (ANP) Analytic Network Process.
  • (NNP) Neural Network Process.

Package Dependencies

  • linear-algebra

License

MIT

Contributing

https://github.com/patelotech/ahp-lite

Linting

Configuration

  • Eslint v-5.11.1 // AIRBNB Configuration

Linting scripts

  • Error checl: npm run lint
  • Error fix: npm run lint-fix or npm run lint -- --fix

Bibliography

  • Saaty, R. W. (1987). The analytic hierarchy process—what it is and how it is used. Mathematical Modelling, 9(3-5), 167. doi:10.1016/0270-0255(87)90473-8
  • Saaty, T. L. (1986). Axiomatic Foundation of the Analytic Hierarchy Process. Management Science, 32(7), 841. doi:10.1287/mnsc.32.7.841
  • Saaty, T. L. (1978). Exploring the interface between hierarchies, multiple objectives and fuzzy sets. Fuzzy Sets and Systems, 1(1), 57–68. doi:10.1016/0165-0114(78)90032-5
  • Saaty, T. L. (2008). Decision making with the analytic hierarchy process. International journal of services sciences, 1(1), 83-98.
  • Aczél, J., & Saaty, T. L. (1983). Procedures for synthesizing ratio judgements. Journal of Mathematical Psychology, 27(1), 97. doi:10.1016/0022-2496(83)90028-7

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This is an implementation of AHP algorithm for multi-criteria decision-making and prescriptive analytics.

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