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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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Journal ArticleDOI

Survey on Classic and Latest Textual Sentiment Analysis Articles and Techniques

TL;DR: Text is a typical example of unstructured and heterogeneous data in which massive useful knowledge is embedded and sentiment analysis is used to analyze and predict sentiment polarities of the text.
Posted Content

Sentiment Analysis based Multi-person Multi-criteria Decision Making Methodology using Natural Language Processing and Deep Learning for Smarter Decision Aid. Case study of restaurant choice using TripAdvisor reviews

TL;DR: The Sentiment Analysis based Multi-person Multi-criteria Decision Making (SA-MpMcDM) methodology for smarter decision aid is proposed, which builds the expert evaluations from their natural language reviews, and even from their numerical ratings if they are available.
Journal ArticleDOI

Dealing with incomplete information in linguistic group decision making by means of Interval Type‐2 Fuzzy Sets

TL;DR: The Interval Type‐2 Fuzzy Sets are introduced as a way to model the experts' linguistic judgments and a consistency‐based completion approach is introduced to deal with the uncertainty presented in the expert judgments.
Journal ArticleDOI

Algorithm for improving additive consistency of linguistic preference relations with an integer optimization model

TL;DR: A new method for group decision making (GDM) with LPRs is presented and an additive consistency index is introduced on the basis of the information of the original LPR to check whether a LPR is acceptably additive consistency.
Journal ArticleDOI

Neutrosophic goal programming strategy for multi-level multi-objective linear programming problem

TL;DR: The method presented in this paper facilitates to solve MLMOLPP with multiple conflicting objectives in an uncertain environment represented through NNs of the form $$c + dI$$ , where indeterminacy I plays a pivotal role.
References
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Journal ArticleDOI

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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