Large-scale group decision making: a systematic review and a critical analysis

D García-Zamora, Á Labella, W Ding… - IEEE/CAA Journal of …, 2022 - ieeexplore.ieee.org
The society in the digital transformation era demands new decision schemes such as e-
democracy or based on social media. Such novel decision schemes require the participation …

Adaptive consensus-based model for heterogeneous large-scale group decision-making: Detecting and managing noncooperative behaviors

ZP Tian, RX Nie, JQ Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Large-scale group decision-making (LSGDM), which involves dozens to hundreds of
decision-makers (DMs), is attracting extensive attention and has become an interesting and …

[HTML][HTML] From conventional group decision making to large-scale group decision making: What are the challenges and how to meet them in big data era? A state-of …

M Tang, H Liao - Omega, 2021 - Elsevier
Abstract The arrival of Big Data era has brought large, complex, and growing data generated
from numerous sources. Due to the power in felicitous decision making based on diverse …

Managing noncooperative behaviors in large-scale group decision-making: Integration of independent and supervised consensus-reaching models

Z Du, S Yu, X Xu - Information Sciences, 2020 - Elsevier
Large-scale group decision-making (LSGDM) has been widely studied to address
increasingly complex decision-making problems. The consensus-reaching process is …

Consensus building for the heterogeneous large-scale GDM with the individual concerns and satisfactions

H Zhang, Y Dong… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Nowadays, societal and technological trends demand the management of large scale of
decision makers in group decision-making (GDM) contexts. In a large-scale GDM, decision …

A large-scale consensus model to manage non-cooperative behaviors in group decision making: A perspective based on historical data

K Xiong, Y Dong, Q Zha - Expert Systems with Applications, 2023 - Elsevier
In the large-scale group decision making (LSGDM) problems, it is common that some
decision makers might refuse to modify their preferences to achieve a consensus or even …

Large-Scale decision-making: Characterization, taxonomy, challenges and future directions from an Artificial Intelligence and applications perspective

RX Ding, I Palomares, X Wang, GR Yang, B Liu… - Information fusion, 2020 - Elsevier
The last decade witnessed tremendous developments in social media and e-democracy
technologies. A fundamental aspect in these paradigms is that the number of decision …

A two-stage adaptive consensus reaching model by virtue of three-way clustering for large-scale group decision making

Y Shen, X Ma, J Zhan - Information Sciences, 2023 - Elsevier
As digitalization advances and societal patterns evolve, an increasing number of experts are
becoming integral to the decision-making process. The realm of large-scale group decision …

Expertise-structure and risk-appetite-integrated two-tiered collective opinion generation framework for large-scale group decision making

ZS Chen, X Zhang, RM Rodríguez… - … on Fuzzy Systems, 2022 - ieeexplore.ieee.org
The generation of collective preference assessments occupies a critical position in deriving
accurate and reliable alternative rankings in the context of large-scale group decision …

A feedback mechanism with bounded confidence-based optimization approach for consensus reaching in multiple attribute large-scale group decision-making

Q Zha, H Liang, G Kou, Y Dong… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Different feedback mechanisms have been developed in large-scale group decision-making
(GDM) to provide the decision-makers with advices for preference adjustment with the aim of …