[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 …

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 …

Managing multigranular unbalanced hesitant fuzzy linguistic information in multiattribute large-scale group decision making: A linguistic distribution-based approach

Z Zhang, W Yu, L Martínez… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
With the increase of technological and societal demands, more and more decision makers
are involved in the process of group decision making, which is called large-scale group …

A non-threshold consensus model based on the minimum cost and maximum consensus-increasing for multi-attribute large group decision-making

X Zhong, X Xu, B Pan - Information Fusion, 2022 - Elsevier
This study proposes a non-threshold consensus model that combines the minimum cost and
maximum consensus-increasing for multi-attribute large group decision-making (MALGDM) …

Consensus model for large-scale group decision making based on fuzzy preference relation with self-confidence: Detecting and managing overconfidence behaviors

X Liu, Y Xu, F Herrera - Information Fusion, 2019 - Elsevier
With the development of intelligent decision-making, one kind of decision modes involves a
large number of decision-makers (DMs), which is called large scale group decision making …

A reliability-based consensus model and regret theory-based selection process for linguistic hesitant-Z multi-attribute group decision making

A Mondal, SK Roy, J Zhan - Expert Systems with Applications, 2023 - Elsevier
In real-life decision making problems, reliability of information is one of the most concerning
factors. Accordingly, to avoid the involvement of inconsistent information in a multi-attribute …

Social network analysis-based consensus-supporting framework for large-scale group decision-making with incomplete interval type-2 fuzzy information

Z Tian, R Nie, J Wang - Information Sciences, 2019 - Elsevier
Experts are assumed to be mutually independent and incomplete decision matrices are
used, in traditional large-scale group decision-making (LSGDM). Social network analysis …

A hierarchical consensus reaching process for group decision making with noncooperative behaviors

M Tang, H Liao, X Mi, B Lev, W Pedrycz - European Journal of Operational …, 2021 - Elsevier
With the development of technological and societal paradigms, we witness a trend where a
large number of experts participate in decision-making processes, and large-scale group …

Social network analysis-based conflict relationship investigation and conflict degree-based consensus reaching process for large scale decision making using sparse …

RX Ding, X Wang, K Shang, F Herrera - Information Fusion, 2019 - Elsevier
Abstract Large-Scale Decision Making (LSDM) scenarios, such as public participation
events, are becoming increasingly common in human life. Decision makers (DMs) in LSDM …

Multi-attribute large-scale group decision making with data mining and subgroup leaders: An application to the development of the circular economy

M Tang, H Liao - Technological Forecasting and Social Change, 2021 - Elsevier
The circular economy is a concept that emphasizes a sustainable and regenerative method
of business operations. The circular economy has become the economic embodiment and …