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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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Citations
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Journal ArticleDOI

Multi-Level Fine-Scaled Sentiment Sensing with Ambivalence Handling

TL;DR: A large number of students believe that social media should be considered as a medium for classroom instruction, not as a standalone source of information for curriculum vitae.
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SACPC: A framework based on probabilistic linguistic terms for short text sentiment analysis

TL;DR: A novel text representation model named Word2PLTS is proposed for short text sentiment analysis by introducing probabilistic linguistic terms sets (PLTSs) and the relevant theory and a novel sentiment analysis and polarity classification framework named SACPC is obtained.
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Multi-Criteria Evaluation and Benchmarking for Active Queue Management Methods: Open Issues, Challenges and Recommended Pathway Solutions

TL;DR: Multi-criteria decision-making using multiple criteria, such as performance, processing overhead and configuration, can be used to benchmark numerous AQM methods to determine solutions for future directions.
Posted Content

The Four Dimensions of Social Network Analysis: An Overview of Research Methods, Applications, and Software Tools

TL;DR: In this article, the authors provide an up-to-date literature review of the state of the art on social network analysis (SNA), and propose a set of new metrics based on four essential features (or dimensions) in SNA.
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Fuzzy logic applied to opinion mining: A review

TL;DR: This survey presents a rigorous review of the different applications of fuzzy logic in opinion mining and summarizes over one hundred and twenty articles published in the past decade regarding tasks and applications of opinion mining.
References
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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.
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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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