Performance Metrics Based on Data Envelopment Analysis for Evaluating Multi-Objective Linear Programming Solution Methods

Javier Gómez-Lagos, Marcela González-Araya, Luis G. Acosta Espejo

2023

Abstract

Three performance metrics based on data envelopment models are proposed for evaluating MOLP solution methods. Every proposed metric is associated to a one category, being these categories the cardinality, accuracy, and diversity. In addition, the proposed metrics are classified as unary or binary. The cardinality and accuracy metrics are estimated using a DEA model based on the slack based measure model, while the diversity metric is calculated using the super-efficiency DEA model. The proposed metrics were applied to compare two sets of solutions obtained by two strategies of a MO-GRASP algorithm for solving a MOLP tactical harvest planning model. The results show that the metrics allow discrimination between the algorithms and, moreover, to select a suitable algorithm for a MOLP model.

Paper Citation

in Harvard Style

Gómez-Lagos J., González-Araya M. and G. Acosta Espejo L. (2023). Performance Metrics Based on Data Envelopment Analysis for Evaluating Multi-Objective Linear Programming Solution Methods. In Proceedings of the 12th International Conference on Operations Research and Enterprise Systems - Volume 1: ICORES, ISBN 978-989-758-627-9, pages 151-157. DOI: 10.5220/0011660200003396

in Bibtex Style

@conference{icores23,
author={Javier Gómez-Lagos and Marcela González-Araya and Luis G. Acosta Espejo},
title={Performance Metrics Based on Data Envelopment Analysis for Evaluating Multi-Objective Linear Programming Solution Methods},
booktitle={Proceedings of the 12th International Conference on Operations Research and Enterprise Systems - Volume 1: ICORES,},
year={2023},
pages={151-157},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011660200003396},
isbn={978-989-758-627-9},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 12th International Conference on Operations Research and Enterprise Systems - Volume 1: ICORES,
TI - Performance Metrics Based on Data Envelopment Analysis for Evaluating Multi-Objective Linear Programming Solution Methods
SN - 978-989-758-627-9
AU - Gómez-Lagos J.
AU - González-Araya M.
AU - G. Acosta Espejo L.
PY - 2023
SP - 151
EP - 157
DO - 10.5220/0011660200003396