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 …

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 …

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 …

Managing manipulative and non-cooperative behaviors in large scale group decision making based on a WeChat-like interaction network

S Li, RM Rodríguez, C Wei - Information Fusion, 2021 - Elsevier
The main challenges in large scale group decision making (LSGDM) problem are how to
tackle with the great number of participants and how to achieve a common solution accepted …

Managing personalized individual semantics and consensus in linguistic distribution large-scale group decision making

J Xiao, X Wang, H Zhang - Information Fusion, 2020 - Elsevier
A linguistic distribution assessment is an effective approach to represent uncertain
preferences in large-scale group decision making (LSGDM). The same word often signifies …

Consensus-based linguistic distribution large-scale group decision making using statistical inference and regret theory

F Jin, J Liu, L Zhou, L Martínez - Group Decision and Negotiation, 2021 - Springer
Large-scale group decision-making (LSGDM) deals with complex decision-making
problems which involve a large number of decision makers (DMs). Such a complex scenario …

[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 …

A Stackelberg game model for large-scale group decision making based on cooperative incentives

M Tang, H Liao, X Wu - Information Fusion, 2023 - Elsevier
With the rapid development of novel technological paradigms such as e-democracy, e-
government, and collective intelligence, large-scale group decision making (LSGDM) has …

A novel consensus model for multi-attribute large-scale group decision making based on comprehensive behavior classification and adaptive weight updating

Z Shi, X Wang, I Palomares, S Guo, RX Ding - Knowledge-Based Systems, 2018 - Elsevier
Consensus reaching process (CRP) has received increasing attention in recent years, as
the demand for decision results with mutual agreement has greatly grown. With the current …

Confidence consensus-based model for large-scale group decision making: A novel approach to managing non-cooperative behaviors

X Xu, Z Du, X Chen, C Cai - Information Sciences, 2019 - Elsevier
Because of the complexity of real-world problems, large-scale group decision making has
become a research topic of great interest in the field of decision science. Differences of …