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Open AccessJournal ArticleDOI

Carrying out consensual Group Decision Making processes under social networks using sentiment analysis over comparative expressions

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TLDR
This paper presents a novel model for experts to carry out Group Decision Making processes using free text and alternatives pairwise comparisons and introduces two ways of applying consensus measures over the Group decision Making process.
Abstract
Social networks are the most preferred mean for the people to communicate. Therefore, it is quite usual that experts use them to carry out Group Decision Making processes. One disadvantage that recent Group Decision Making methods have is that they do not allow the experts to use free text to express themselves. On the contrary, they force them to follow a specific user–computer communication structure. This is against social network nature where experts are free to express themselves using their preferred text structure. This paper presents a novel model for experts to carry out Group Decision Making processes using free text and alternatives pairwise comparisons. The main advantage of this method is that it is designed to work using social networks. Sentiment analysis procedures are used to analyze free texts and extract the preferences that the experts provide about the alternatives. Also, our method introduces two ways of applying consensus measures over the Group Decision Making process. They can be used to determine if the experts agree among them or if there are different postures. This way, it is possible to promote the debate in those cases where consensus is low.

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Citations
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Journal ArticleDOI

Opinion Mining Using Enriched Joint Sentiment-Topic Model

TL;DR: In this article , the authors proposed two novel topic models that extend and improve Joint Sentiment-Topic model through a new parameter (the author's view), which care about the author's inherent characteristics, which is the most important factor in writing a comment.
Proceedings ArticleDOI

Understanding IMF Decision-Making with Sentiment Analysis

TL;DR: This paper introduces a novel dataset, Executive Board meeting minutes of the IMF, in which the sentences are labelled as positive, neutral, or negative and demonstrates that sentiment classification with state-of-the-art language models yields high performance when trained with domain-specific data.
Proceedings ArticleDOI

A Large-Scale Group Decision-Making Method based on Sentiment Analysis for the Detection of Cooperative Group

TL;DR: In this article , a large-scale group decision-making method that classifies experts according to their cooperativeness is presented. But the method is based on using sentiment analysis to detect the degree of aggressiveness of each expert.
Book ChapterDOI

Group Consensus Decision-Making Methods with DHHFLPRs, LPOs and Self-confident DHLPRs

TL;DR: This chapter will first focus on developing methods to manage the consensus reaching process and ensure that all experts reach consensus in GDM.
References
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The concept of a linguistic variable and its application to approximate reasoning—II☆

TL;DR: Much of what constitutes the core of scientific knowledge may be regarded as a reservoir of concepts and techniques which can be drawn upon to construct mathematical models of various types of systems and thereby yield quantitative information concerning their behavior.
Proceedings ArticleDOI

Mining and summarizing customer reviews

TL;DR: This research aims to mine and to summarize all the customer reviews of a product, and proposes several novel techniques to perform these tasks.
Book

Social Network Analysis

John Scott
TL;DR: In this article, the development of social network analysis, tracing its origins in classical sociology and its more recent formulation in social scientific and mathematical work, is described and discussed. But it is argued that the analysis of social networks is not a purely static process.
MonographDOI

What is social network analysis

John Scott
TL;DR: Social networks operate on many levels, from families up to the level of nations, and play a critical role in determining the way problems are solved, organizations are run, and the degree to which individuals achieve their goals.
Journal ArticleDOI

Fuzzy logic = computing with words

TL;DR: The point of this note is that fuzzy logic plays a pivotal role in CW and vice-versa and, as an approximation, fuzzy logic may be equated to CW.
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