TY - JOUR
T1 - An entropy-based group decision-making approach for software quality evaluation
AU - Yue, Chuan
AU - Huang, Rubing
AU - Towey, Dave
AU - Xian, Zixiang
AU - Wu, Guohua
N1 - Funding Information:
This work is supported by the Macau Science and Technology Development Fund under Grant 0046/2021/A , and a Faculty Research Grant of Macau University of Science and Technology under Grant FRG-22-103-FIE . This work is partly supported by the National Natural Science Foundation of China under Grant 61872167 and Grant 61502205 .
Publisher Copyright:
© 2023 Elsevier Ltd
PY - 2024/3/15
Y1 - 2024/3/15
N2 - Software quality evaluation (SQE) is a multi-dimensional decision-making problem. The increasingly complex socioeconomic environment has made group decision making (GDM) more important. Determination of the relative contribution (weight) of individual decision makers is an important part of the GDM process. Calculation of the similarity between decision matrices, potentially using a comprehensive projection measure, is also critical. This paper presents: (1) a new entropy-based approach to determine the weight of decision makers; (2) a novel normalized projection approach to measuring the similarity between two decision matrices; and (3) new group regret and satisfaction reference matrices that are modeled in a GDM setting. A comprehensive GDM method is proposed and adopted for SQE. An experimental analysis is conducted to investigate the practicability, feasibility, and validity of the proposed GDM method. The experimental results confirm the proposed GDM method as practicable, producing stable rankings of alternatives, with the same ranking of alternatives being produced in almost all of the dynamic experimental cases.
AB - Software quality evaluation (SQE) is a multi-dimensional decision-making problem. The increasingly complex socioeconomic environment has made group decision making (GDM) more important. Determination of the relative contribution (weight) of individual decision makers is an important part of the GDM process. Calculation of the similarity between decision matrices, potentially using a comprehensive projection measure, is also critical. This paper presents: (1) a new entropy-based approach to determine the weight of decision makers; (2) a novel normalized projection approach to measuring the similarity between two decision matrices; and (3) new group regret and satisfaction reference matrices that are modeled in a GDM setting. A comprehensive GDM method is proposed and adopted for SQE. An experimental analysis is conducted to investigate the practicability, feasibility, and validity of the proposed GDM method. The experimental results confirm the proposed GDM method as practicable, producing stable rankings of alternatives, with the same ranking of alternatives being produced in almost all of the dynamic experimental cases.
KW - Entropy measure
KW - Group decision-making
KW - Group regret matrix
KW - Group satisfaction matrix
KW - Software quality evaluation
UR - http://www.scopus.com/inward/record.url?scp=85173579782&partnerID=8YFLogxK
U2 - 10.1016/j.eswa.2023.121979
DO - 10.1016/j.eswa.2023.121979
M3 - Article
AN - SCOPUS:85173579782
SN - 0957-4174
VL - 238
JO - Expert Systems with Applications
JF - Expert Systems with Applications
M1 - 121979
ER -