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A review of emotion sensing: categorization models and algorithms

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TLDR
This paper reviews and discusses existing emotion categorization models for emotion analysis and proposes methods that enhance existing emotion research.
Abstract
Sentiment analysis consists in the identification of the sentiment polarity associated with a target object, such as a book, a movie or a phone. Sentiments reflect feelings and attitudes, while emotions provide a finer characterization of the sentiments involved. With the huge number of comments generated daily on the Internet, besides sentiment analysis, emotion identification has drawn keen interest from different researchers, businessmen and politicians for polling public opinions and attitudes. This paper reviews and discusses existing emotion categorization models for emotion analysis and proposes methods that enhance existing emotion research. We carried out emotion analysis by inviting experts from different research areas to produce comprehensive results. Moreover, a computational emotion sensing model is proposed, and future improvements are discussed in this paper.

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Citations
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Journal ArticleDOI

The Hourglass Model Revisited

TL;DR: The Hourglass of Emotions is revisited, an emotion categorization model optimized for polarity detection, based on some recent empirical evidence in the context of sentiment analysis.
Journal ArticleDOI

A survey on empathetic dialogue systems

TL;DR: This review article focuses on the literature of empathetic dialogue systems, whose goal is to enhance the perception and expression of emotional states, personal preference, and knowledge, and identifies three key features that underpin such systems: emotion-awareness, personality-awareness and knowledge-accessibility.
Posted Content

BiERU: Bidirectional Emotional Recurrent Unit for Conversational Sentiment Analysis

TL;DR: A fast, compact and parameter-efficient party-ignorant framework named bidirectional emotional recurrent unit for conversational sentiment analysis is proposed, which outperforms the state of the art in most cases.
Journal ArticleDOI

A Systematic Review on Affective Computing: Emotion Models, Databases, and Recent Advances

TL;DR: This systematic overview of affective computing systematically review recent advances, survey and taxonomize state-of-the-art unimodal affects recognition and multimodal affective analysis in terms of their detailed architectures and performances, and concludes with an indication of the most promising future directions.
References
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Journal ArticleDOI

An argument for basic emotions

TL;DR: This work has shown that not only the intensity of an emotion but also its direction may vary greatly both in the amygdala and in the brain during the course of emotion regulation.
Book

The Cognitive Structure of Emotions

TL;DR: In this paper, a cognitive theory of emotion is proposed, which describes the organization of emotion types and the implications of the emotions-as-valenced-reactions claim, and the boundaries of the theory Emotion words and cross-cultural issues.
Journal ArticleDOI

Emotion knowledge: further exploration of a prototype approach.

TL;DR: For instance, the authors suggests a framework for conceptualizing people's knowledge about emotions, in which categories of natural objects or events or events, including emotions, are formed as a result of repeated experiences and become organized around prototypes.
Journal ArticleDOI

What's Basic about Basic Emotions?.

TL;DR: The view that there exist basic emotions out of which all other emotions are built, and in terms of which they can be explained, is questioned, raising the possibility that this position is an article of faith rather than an empirically or theoretically defensible basis for the conduct of emotion research.
Journal ArticleDOI

Emotion and Decision Making

TL;DR: This work organizes and analyze what has been learned from the past 35 years of work on emotion and decision making and proposes the emotion-imbued choice model, which accounts for inputs from traditional rational choice theory and from newer emotion research, synthesizing scientific models.
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