An influence-driven feedback system for preference similarity network clustering based consensus group decision making model
Information FusionPublished 10 March 2019
Nor Hanimah Kamis, Francisco Chiclana, Jeremy Levesley
Citations45
SJR quartileQ1
SJR score4.13
SNIP4.60
Generate an AI Snapshot to get a quick, structured summary of this paper.
Study Snapshot
ObjectiveStudy objective
MethodsResearch methodology
PopulationPopulation studied
Sample sizeSample sizes
OutcomesStudy outcomes here
ResultsStudy results comes here
LimitationsResearch study limitations comes here
A concise AI-generated summary of the paper will appear here once you click Generate AI Snapshot.
TL;DR
A new influence-driven feedback mechanism procedure is introduced for a preference similarity network clustering based consensus reaching process and aims at identifying the network influencer for the generation of advices.
Abstract
The file attached to this record is the author's final peer reviewed version. The Publisher's final version can be found by following the DOI link.
Keywords
Computer SciencePhysics and Astronomy
IEEE Transactions on Systems Man and CyberneticsOn ordered weighted averaging aggregation operators in multicriteria decisionmaking
7,125 Citations1988Ronald R. Yager
A type of operator for aggregation called an ordered weighted aggregation (OWA) operator is introduced and its performance is found to be between those obtained using the AND operator and the OR operator.
Advances in Artificial IntelligenceA Survey of Collaborative Filtering Techniques
3,602 Citations2009Xiaoyuan Su, Taghi M. Khoshgoftaar
From basic techniques to the state-of-the-art, this paper attempts to present a comprehensive survey for CF techniques, which can be served as a roadmap for research and practice in this area.
Journal of the American Statistical AssociationReaching a Consensus
3,434 Citations1974Morris H. DeGroot
Journal of Mathematical SociologySocial influence and opinions
1,154 Citations1990Noah E. Friedkin, Eugene C. Johnsen
Social NetworksEigenvector-like measures of centrality for asymmetric relations
1,121 Citations2001Phillip Bonacich, Paulette Lloyd
An alternative measure of centrality is suggested that equals an eigenvector when eigenvectors can be used and provides meaningfully comparable results when they cannot.
International Journal of Intelligent SystemsQuantifier guided aggregation using OWA operators
1,106 Citations1998Ronald R. Yager
An extension of the OWA operators which involves the use of triangular norms is introduced and a procedure for determining the measure of “orness” directly from the quantifier is suggested.
Fuzzy Sets and SystemsIntegrating three representation models in fuzzy multipurpose decision making based on fuzzy preference relations
768 Citations1998Francisco Chiclana, Francisco Herrera +1 more
This paper uses two quantifier guided choice degrees of alternatives, a dominance degree used to quantify the dominance that one alternative has over all the others, in a fuzzy majority sense, and a non dominance degree, that generalises Orlovski's non dominated alternative concept.
Knowledge-Based SystemsConsensus reaching in social network group decision making: Research paradigms and challenges
535 Citations2018Yucheng Dong, Quanbo Zha +5 more
A review of CRPs in SNGDM is provided, and as a result it classifies them into two paradigms: (i) the CRP paradigm based on trust relationships, and (ii) theCRP paradigmbased on opinion evolution.
Knowledge-Based SystemsA visual interaction consensus model for social network group decision making with trust propagation
411 Citations2017Jian Wu, Francisco Chiclana +2 more
Dual trust propagation is investigated to connect incomplete trust relationship by trusted third partners, in a way that it can fit intuition in these cases: trust values decrease while distrust values increase.
Applied Soft ComputingTrust based consensus model for social network in an incomplete linguistic information context
394 Citations2015Jian Wu, Francisco Chiclana +1 more
A trust based estimation and aggregation methods as part of a visual consensus model for multiple criteria group decision making with incomplete linguistic information and it is proved that the implementation of the visual feedback mechanism guarantees the convergence of the consensus reaching process.
Information SciencesManaging consensus based on leadership in opinion dynamics
381 Citations2017Yucheng Dong, Zhaogang Ding +2 more
This paper aims at developing a consensus building process in opinion dynamics, based on the concept leadership, by analyzing the structure of the social network in which all agents can form a consensus.
Information FusionA minimum adjustment cost feedback mechanism based consensus model for group decision making under social network with distributed linguistic trust
372 Citations2017Jian Wu, Lifang Dai +3 more
A novel feedback mechanism is activated to generate recommendation advices for the inconsistent users to increase the group consensus degree, and its novelty is that it produces the boundary feedback parameter based on the minimum adjustment cost optimisation model.
Information FusionA consensus model for large-scale group decision making with hesitant fuzzy information and changeable clusters
358 Citations2017Zhibin Wu, Jiuping Xu
A LGDM consensus model in which the clusters are allowed to change and the decision makers provide preferences using fuzzy preference relations is proposed, and an emergency decision to choose a rescue plan is illustrated to validate the proposed method and demonstrate distinctive characteristics compared with the existing approaches.
European Journal of Operational ResearchSome induced ordered weighted averaging operators and their use for solving group decision-making problems based on fuzzy preference relations
347 Citations2006Francisco Chiclana, Enrique Herrera‐Viedma +2 more
This paper presents some IOWA operators to aggregate fuzzy preference relations in group decision-making (GDM) problems, and provides a procedure to deal with ‘ties’ in respect to the ordering induced by the application of one of these operators.
IEEE Transactions on Fuzzy SystemsFuzzy Group Decision Making With Incomplete Information Guided by Social Influence
317 Citations2017Nicola Capuano, Francisco Chiclana +3 more
This work proposes a new influence-guided GDM model based on the following assumptions: experts influence each other and the more an expert trusts in another expert, the more his opinion is influenced by that expert.
Knowledge-Based SystemsA social network analysis trust–consensus based approach to group decision-making problems with interval-valued fuzzy reciprocal preference relations
309 Citations2014Jian Wu, Francisco Chiclana
A social network analysis (SNA) trust-consensus based group decision making model with interval-valued fuzzy reciprocal preference relation (IFRPR) with main novelty is that it determines the importance degree of experts by combining two reliable resources: trust degree (TD) and consensus level (CL).
Knowledge-Based SystemsA trust induced recommendation mechanism for reaching consensus in group decision making
178 Citations2016Yujia Liu, Changyong Liang +2 more
This article addresses the inconsistency problem in group decision making caused by disparate opinions of multiple experts by investigating a trust induced recommendation mechanism to generate personalised advices for the inconsistent experts to reach higher consensus level.
OmegaThe consensus models with interval preference opinions and their economic interpretation
176 Citations2015Zaiwu Gong, Xiaoxia Xu +4 more
Knowledge-Based SystemsA social ties-based approach for group decision-making problems with incomplete additive preference relations
160 Citations2016Qian Liang, Xiuwu Liao +1 more
This approach incorporates the strength of social ties and social influence calculated by social network analysis methods regarding the decision-making process to address a ranking problem with incomplete additive preference relations (IAPRs).
International Journal of Intelligent SystemsA comparative study on consensus measures in group decision making
143 Citations2018M.J. del Moral, Francisco Chiclana +2 more
Examination of how the use of different aggregation operators affects the level of consensus achieved by experts through different distance functions, once the number of experts has been established in the GDM problem establishes that the speed of the consensus process is significantly affected by theUse of diverse aggregation operators and distance functions.
Information SciencesVisual information feedback mechanism and attitudinal prioritisation method for group decision making with triangular fuzzy complementary preference relations
104 Citations2014Jian Wu, Francisco Chiclana
A visual information feedback mechanism for group decision making (GDM) problems with triangular fuzzy complementary preference relations (TFCPRs) is investigated and the concepts of similarity degree between two experts as well as the proximity degree between an expert and the rest of experts in the group are developed.
Applied Soft ComputingPreference similarity network structural equivalence clustering based consensus group decision making model
103 Citations2017Nor Hanimah Kamis, Francisco Chiclana +1 more
A gap is bridge between SNA and consensus-based decision making by defining undirected weighted preference network from the similarity of expert preferences using the concept of ‘structural equivalence’, which contributes to present homogeneity of experts preferences as a whole.
Soft ComputingModelling influence in group decision making
102 Citations2016Luís G. Pérez, Francisco Mata +3 more
A novel model is presented that gathers the experts’ initial opinions and provides a framework to represent the influence of a given expert over the other(s) and it is feasible to estimate both the evolution of the group decision making process and the final solution before carrying out the group discussion process and consequently foreseeing possible actions.
Operations for granular computing: mixing words and numbers
84 Citations2002Ronald R. Yager, Dimitar Filev
A new form of the ordered weighted averaging (OWA) operator is introduced, called the induced OWA (IOWA), in which the ordering of the objects to be aggregated can be based on something other then the values to be Aggregated.
Applied Soft ComputingConsensus modeling with cost chance constraint under uncertainty opinions
80 Citations2017Xiao Tan, Zaiwu Gong +2 more
This paper constructs a stochastic optimization cost consensus group decision making model adopting the minimum budget and the maximum utility as objective function simultaneously to study the negotiation consensus with decision makers’ opinions expressed in the forms of multiple uncertain preferences.
Expert Systems with ApplicationsMinimum cost consensus models based on random opinions
79 Citations2017Ning Zhang, Zaiwu Gong +1 more
Probabilistic planning based on a genetic algorithm is designed to resolve the minimum cost consensus models based on China’s urban demolition negotiation, which can better simulate the consensus decision-making process and obtain a satisfactory solution for the random optimization consensus models.
Knowledge-Based SystemsA new measure of consensus with reciprocal preference relations: The correlation consensus degree
75 Citations2016Teresa González-Arteaga, Rocío de Andrés Calle +1 more
A detailed study of the formal properties of the new correlation consensus degree shows that it verifies important properties that are common either to distance or to similarity functions between intensities of preferences, and it is proved that it is different to traditional consensus measures.
Applied Soft ComputingOn consensus models with utility preferences and limited budget
70 Citations2015Zaiwu Gong, Xiaoxia Xu +3 more
Results show that different utility preferences of all the individual DMs have impacts on the final optimal consensus opinion, and the moderator has a dominant role in the development trends throughout the whole decision-making process to some extent.
Studies in Informatics and ControlConsensus in Group Decision Making and Social Networks
65 Citations2017Enrique Herrera‐Viedma, Francisco Javier Cabrerizo +4 more
The objective of this study is to investigate the main consensus methods proposed in social networks and bring out the new challenges that should be faced in this research field.
Group Decision and NegotiationConsensus Measure with Multi-stage Fluctuation Utility Based on China’s Urban Demolition Negotiation
62 Citations2016Zaiwu Gong, Chao Xu +2 more
Information FusionFuzzy m-ary adjacency relations in social network analysis: Optimization and consensus evaluation
44 Citations2011Matteo Brunelli, Mario Fedrizzi +1 more
A flexible consensus measure is introduced that takes into account the influence strength of the decision makers according to their eigenvector centrality and proposes an optimization problem which determines the maximum number of the most important decision makers that share a fixed desirable consensus level.
Fuzzy Sets and SystemsConsensus-based clustering under hesitant qualitative assessments
39 Citations2014José Luis Garcı́a-Lapresta, David Pérez-Román
An agglomerative hierarchical clustering process where the clusters of agents are generated by using a distance-based consensus measure to judge the feasible alternatives through linguistic terms.
Applied Soft ComputingOrdinal proximity measures in the context of unbalanced qualitative scales and some applications to consensus and clustering
38 Citations2015José Luis Garcı́a-Lapresta, David Pérez-Román
This paper introduces ordinal proximity measures in the setting of unbalanced qualitative scales by comparing the proximities between linguistic terms without numbers in a purely ordinal approach and proposes an agglomerative hierarchical clustering procedure based on these consensus measures.
Knowledge-Based SystemsGeo-uninorm consistency control module for preference similarity network hierarchical clustering based consensus model
33 Citations2018Nor Hanimah Kamis, Francisco Chiclana +1 more
A new consensus approach to solve GDM with reciprocal preference relations that implements rationality criteria of consistency based on the transitivity property is put forward and an agglomerative hierarchical clustering based consensus algorithm is developed that can be used as a visualization tool in monitoring current state of experts’ group agreement and in controlling the decision making process.
Expert Systems with ApplicationsA bipolar consensus approach for group decision making problems
30 Citations2014Yasmina Bouzarour-Amokrane, Ayeley Tchangani +1 more
This paper addresses the collaborative group decision making problems considering a consensus processes to achieve a common legitimate solution based on individual bipolar assessment based on satisficing game theory formalism for collective decision problems.
International Journal of Intelligent SystemsType-1 OWA Unbalanced Fuzzy Linguistic Aggregation Methodology: Application to Eurobonds Credit Risk Evaluation
30 Citations2017Francisco Chiclana, Francisco Mata +2 more
A case study is presented where the T1OWA operator methodology is used to assess the creditworthiness of European bonds based on real credit risk ratings of individual Eurozone member states modeled as unbalanced fuzzy linguistic labels.
Elsevier eBooksStructural Equivalence: Meaning and Measures
28 Citations2015Stephen P. Borgatti, Travis Grosser
Structural equivalence has been used to explain similarities in beliefs and attitudes, the adoption of innovation, the evolution of interfirm networks, political affiliation, the structure of trade among nations, and the effects of technology change.
International Journal of Intelligent SystemsA Consensus Approach to the Sentiment Analysis Problem Driven by Support-Based IOWA Majority
26 Citations2017Orestes Appel, Francisco Chiclana +2 more
International Journal of Intelligent SystemsFuzzy rankings for preferences modeling in group decision making
24 Citations2018Nicola Capuano, Francisco Chiclana +3 more
Fuzzy rankings is proposed, a new approximate preference model that offers a higher level of user‐friendliness with respect to FPRs while trying to maintain an adequate level of expressiveness.
International Transactions in Operational ResearchA consensus‐ and harmony‐based feedback mechanism for multiple attribute group decision making with correlated intuitionistic fuzzy sets
22 Citations2014Jian Wu, Yujia Liu +1 more
An interactive consensus model is proposed for correlated multiple attribute group decision making (MAGDM) problems with intuitionistic triangular fuzzy numbers (ITFNs) to identify discordant experts, alternatives, and corresponding preference values that contribute less to consensus, and provides advice to reach a higher consensus level.
Computers & Industrial EngineeringConsensus decision models for preferential voting with abstentions
14 Citations2017Zaiwu Gong, Ning Zhang +3 more
A preferential voting DEA model with abstentions is introduced and a moderator-involved-consensus preferential voting (MICPV) model is introduced that aims to capture the moderator’s influences on the uncertain voters from a consensus perspective.
Clustering Decision Makers with respect to similarity of views
6 Citations2014E. W. Abel, L. Mikhailov +1 more
It is conjecture that this can be realized by using the similarity of views of a large group of decision makers to define clusters of analogous opinions that can be utilized for aggregation to help reach a final whole group consensus.
