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This is a topsis package of version 0.13

Project description

Topsis_Pranav_102003432

TOPSIS

Submitted By: Pranav Singh - 102003432.

Type: Package.

Title: TOPSIS method for multiple-criteria decision making (MCDM).

Version: 1.0.0.

Date: 2022-01-22.

Author: Pranav Singh.

Maintainer: Pranav Singh psingh2_be20@thapar.edu.

Description: Evaluation of alternatives based on multiple criteria using TOPSIS method..


What is TOPSIS?

Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) originated in the 1980s as a multi-criteria decision making method. TOPSIS chooses the alternative of shortest Euclidean distance from the ideal solution, and greatest distance from the negative-ideal solution.


How to install this package:

>> pip install Topsis-Pranav-102003432

In Command Prompt

>> topsis data.csv "1,1,1,1,1" "+,+,-,+,-" result.csv

Input file (data.csv)

The decision matrix should be constructed with each row representing a Model alternative, and each column representing a criterion like Accuracy, R2, Root Mean Squared Error, Correlation, and many more.

Model P1 P2 P3 P4 P5
M1 0.7 0.5 7 37 11.3
M2 0.8 0.6 7 46 13.4
M3 0.7 0.5 7 48 14
M4 0.9 0.8 7 44 13.2
M5 0.9 0.9 5 37 11.1
M6 0.9 0.6 3 67 18
M7 0.9 0.5 7 39 11.8
M8 0.9 0.9 5 46 13.2

Weights (weights) is not already normalised will be normalised later in the code.

Information of benefit positive(+) or negative(-) impact criteria should be provided in impacts.


Output file (result.csv)

Model P1 P2 P3 P4 P5 Topsis Score Rank
M1 0.7 0.5 7 37 11.3 0.28016 5
M2 0.8 0.6 7 46 13.4 0.8292 1
M3 0.7 0.5 7 48 14 0.17536 8
M4 0.9 0.8 7 44 13.2 0.25 7
M5 0.9 0.9 5 37 11.1 0.56483 3
M6 0.9 0.6 3 67 18 0.27313 6
M7 0.9 0.5 7 39 11.8 0.55075 4
M8 0.9 0.9 5 46 13.2 0.65029 2

The output file contains columns of input file along with two additional columns having **Topsis_score** and **Rank**

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