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Affective Computing and Sentiment Analysis

Affective Computing and Sentiment Analysis
Author: Khurshid Ahmad
Publisher: Springer Science & Business Media
Total Pages: 158
Release: 2011-08-24
Genre: Computers
ISBN: 9400717571

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This volume maps the watershed areas between two 'holy grails' of computer science: the identification and interpretation of affect – including sentiment and mood. The expression of sentiment and mood involves the use of metaphors, especially in emotive situations. Affect computing is rooted in hermeneutics, philosophy, political science and sociology, and is now a key area of research in computer science. The 24/7 news sites and blogs facilitate the expression and shaping of opinion locally and globally. Sentiment analysis, based on text and data mining, is being used in the looking at news and blogs for purposes as diverse as: brand management, film reviews, financial market analysis and prediction, homeland security. There are systems that learn how sentiments are articulated. This work draws on, and informs, research in fields as varied as artificial intelligence, especially reasoning and machine learning, corpus-based information extraction, linguistics, and psychology.


A Practical Guide to Sentiment Analysis

A Practical Guide to Sentiment Analysis
Author: Erik Cambria
Publisher: Springer
Total Pages: 199
Release: 2017-04-07
Genre: Medical
ISBN: 3319553941

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Sentiment analysis research has been started long back and recently it is one of the demanding research topics. Research activities on Sentiment Analysis in natural language texts and other media are gaining ground with full swing. But, till date, no concise set of factors has been yet defined that really affects how writers’ sentiment i.e., broadly human sentiment is expressed, perceived, recognized, processed, and interpreted in natural languages. The existing reported solutions or the available systems are still far from perfect or fail to meet the satisfaction level of the end users. The reasons may be that there are dozens of conceptual rules that govern sentiment and even there are possibly unlimited clues that can convey these concepts from realization to practical implementation. Therefore, the main aim of this book is to provide a feasible research platform to our ambitious researchers towards developing the practical solutions that will be indeed beneficial for our society, business and future researches as well.


Sentic Computing

Sentic Computing
Author: Erik Cambria
Publisher: Springer
Total Pages: 176
Release: 2015-12-11
Genre: Medical
ISBN: 3319236547

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This volume presents a knowledge-based approach to concept-level sentiment analysis at the crossroads between affective computing, information extraction, and common-sense computing, which exploits both computer and social sciences to better interpret and process information on the Web. Concept-level sentiment analysis goes beyond a mere word-level analysis of text in order to enable a more efficient passage from (unstructured) textual information to (structured) machine-processable data, in potentially any domain. Readers will discover the following key novelties, that make this approach so unique and avant-garde, being reviewed and discussed: • Sentic Computing's multi-disciplinary approach to sentiment analysis-evidenced by the concomitant use of AI, linguistics and psychology for knowledge representation and inference • Sentic Computing’s shift from syntax to semantics-enabled by the adoption of the bag-of-concepts model instead of simply counting word co-occurrence frequencies in text • Sentic Computing's shift from statistics to linguistics-implemented by allowing sentiments to flow from concept to concept based on the dependency relation between clauses This volume is the first in the Series Socio-Affective Computing edited by Dr Amir Hussain and Dr Erik Cambria and will be of interest to researchers in the fields of socially intelligent, affective and multimodal human-machine interaction and systems.


Multimodal Sentiment Analysis

Multimodal Sentiment Analysis
Author: Soujanya Poria
Publisher:
Total Pages: 214
Release: 2018
Genre: COMPUTERS
ISBN: 9783319950198

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This latest volume in the series, Socio-Affective Computing, presents a set of novel approaches to analyze opinionated videos and to extract sentiments and emotions. Textual sentiment analysis framework as discussed in this book contains a novel way of doing sentiment analysis by merging linguistics with machine learning. Fusing textual information with audio and visual cues is found to be extremely useful which improves text, audio and visual based unimodal sentiment analyzer. This volume covers the three main topics of: textual preprocessing and sentiment analysis methods; frameworks to process audio and visual data; and methods of textual, audio and visual features fusion. The inclusion of key visualization and case studies will enable readers to understand better these approaches.


Affective Computing

Affective Computing
Author: Rosalind W. Picard
Publisher: MIT Press
Total Pages: 308
Release: 2000-07-24
Genre: Computers
ISBN: 9780262661157

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According to Rosalind Picard, if we want computers to be genuinely intelligent and to interact naturally with us, we must give computers the ability to recognize, understand, even to have and express emotions. The latest scientific findings indicate that emotions play an essential role in decision making, perception, learning, and more—that is, they influence the very mechanisms of rational thinking. Not only too much, but too little emotion can impair decision making. According to Rosalind Picard, if we want computers to be genuinely intelligent and to interact naturally with us, we must give computers the ability to recognize, understand, even to have and express emotions. Part 1 of this book provides the intellectual framework for affective computing. It includes background on human emotions, requirements for emotionally intelligent computers, applications of affective computing, and moral and social questions raised by the technology. Part 2 discusses the design and construction of affective computers. Although this material is more technical than that in Part 1, the author has kept it less technical than typical scientific publications in order to make it accessible to newcomers. Topics in Part 2 include signal-based representations of emotions, human affect recognition as a pattern recognition and learning problem, recent and ongoing efforts to build models of emotion for synthesizing emotions in computers, and the new application area of affective wearable computers.


Multimodal Sentiment Analysis

Multimodal Sentiment Analysis
Author: Soujanya Poria
Publisher: Springer
Total Pages: 214
Release: 2018-10-24
Genre: Medical
ISBN: 3319950207

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This latest volume in the series, Socio-Affective Computing, presents a set of novel approaches to analyze opinionated videos and to extract sentiments and emotions. Textual sentiment analysis framework as discussed in this book contains a novel way of doing sentiment analysis by merging linguistics with machine learning. Fusing textual information with audio and visual cues is found to be extremely useful which improves text, audio and visual based unimodal sentiment analyzer. This volume covers the three main topics of: textual preprocessing and sentiment analysis methods; frameworks to process audio and visual data; and methods of textual, audio and visual features fusion. The inclusion of key visualization and case studies will enable readers to understand better these approaches. Aimed at the Natural Language Processing, Affective Computing and Artificial Intelligence audiences, this comprehensive volume will appeal to a wide readership and will help readers to understand key details on multimodal sentiment analysis.


Affective Computing and Intelligent Interaction

Affective Computing and Intelligent Interaction
Author: Ana Paiva
Publisher: Springer
Total Pages: 796
Release: 2007-09-04
Genre: Computers
ISBN: 354074889X

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This book constitutes the refereed proceedings of the Second International Conference on Affective Computing and Intelligent Interaction, ACII 2007. It covers affective facial expression and recognition, affective body expression and recognition, affective speech processing, affective text and dialogue processing, recognizing affect using physiological measures, computational models of emotion and theoretical foundations, and affective sound and music processing.


Sentic Computing

Sentic Computing
Author: Erik Cambria
Publisher: Springer Science & Business Media
Total Pages: 166
Release: 2012-07-28
Genre: Medical
ISBN: 9400750706

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In this book common sense computing techniques are further developed and applied to bridge the semantic gap between word-level natural language data and the concept-level opinions conveyed by these. In particular, the ensemble application of graph mining and multi-dimensionality reduction techniques is exploited on two common sense knowledge bases to develop a novel intelligent engine for open-domain opinion mining and sentiment analysis. The proposed approach, termed sentic computing, performs a clause-level semantic analysis of text, which allows the inference of both the conceptual and emotional information associated with natural language opinions and, hence, a more efficient passage from (unstructured) textual information to (structured) machine-processable data.


Affective Transformations

Affective Transformations
Author: Bernd Bösel
Publisher: BoD – Books on Demand
Total Pages: 246
Release: 2020-11-19
Genre: Social Science
ISBN: 3957961653

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Has the Affective Turn itself turned sour? Two seemingly contradictory developments serve as starting points for this volume. First, technologies from affective computing to social robotics focus on the recognition and modulation of human affectivity. Affect gets measured, calculated, controlled. Second, we witness a deeply concerning rise in hate speech, cybermobbing, and incitement to violence via social media. Affect gets mobilized, fomented, unleashed. Politics has become affective to such an extent that we need to rethink our regimes of affect organization. Media and Affect Studies now have to prove that they can cope with the return of the affective real.


A Blueprint for Affective Computing

A Blueprint for Affective Computing
Author: Klaus R. Scherer
Publisher: Oxford University Press
Total Pages: 408
Release: 2010-09-23
Genre: Computers
ISBN: 0199566704

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'Affective computing' is a branch of computing concerned with the theory and construction of machines which can detect, respond to, and simulate human emotional states. This book presents an interdisciplinary exploration of this rapidly expanding field, aimed at those in psychology, computational neuroscience, computer science, and AI.