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Book From Valence to Emotions  How Coarse versus Fine Grained Online Sentiment can predict Real World Outcomes

Download or read book From Valence to Emotions How Coarse versus Fine Grained Online Sentiment can predict Real World Outcomes written by Robert Kohtes and published by Anchor Academic Publishing (aap_verlag). This book was released on 2014-02-01 with total page 78 pages. Available in PDF, EPUB and Kindle. Book excerpt: The growing number of user-generated content that can be found online has led to a huge amount of data that can be used for scientific research. This book investigates the prediction of certain human-related events using valences and emotions expressed in user-generated content with regard to past and current research. First, the theoretical framework of user-generated content and sentiment detection- and classification methods is explained, before empirical literature is categorized into three specific prediction subjects. This is followed by a comprehensive analysis including a comparison of prediction methods, consistency, and limitations with respect to each of the three predictive sources.

Book Sentiment and Emotion Analysis for Visual and Multimedia Content

Download or read book Sentiment and Emotion Analysis for Visual and Multimedia Content written by Quanzeng You and published by . This book was released on 2017 with total page 179 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Social multimedia refers to the multimedia content generated by online social network users. The increasing popularity of online social networks accumulates large amounts of social network activity records, making the analysis of online social activities possible. In particular, we research the problem of whether online user' generated content can be employed to understand people's real world lives. The large scale data have attracted people from both industrial and academic communities to mine interesting patterns from the hidden signals in the online users' activities. Researchers have successfully employed the signals extracted from social network content to finish tasks in a wide range of applications, including real world activity prediction and content recommendation. From this perspective, we can view social multimedia as sensors, which provide online signals reflecting people's real world activities. This thesis focuses on sentiment analysis of online social multimedia content. We first propose two approaches to visual sentiment analysis, which is directed to predict human beings' responses towards visual stimuli. Next, we build currently the largest visual emotion dataset, where each image is labeled by five Amazon Mechanical Turkers. Because the lack of high-quality dataset is one of the main difficulties in building effective machine learning models, we expect the release of this dataset will benefit the research community by empowering the development of efficient algorithms for visual emotion analysis. We then conduct a multimodality sentiment analysis. Two different approaches are proposed. The first approach tries to enforce a consistency between the prediction results from textual and visual signal respectively. The second method attempts to match textual and visual concepts and produces robust representations for the sentiment classification model. Furthermore, we try to automatically generate sentiment-bearing image captions with different sentiment labels. The results suggest that the model can focus on different image regions to produce the matching sentiment related descriptions."--Pages xiv-xv.

Book Sentiment Analysis

    Book Details:
  • Author : Bing Liu
  • Publisher : Cambridge University Press
  • Release : 2020-10-15
  • ISBN : 1108787282
  • Pages : 451 pages

Download or read book Sentiment Analysis written by Bing Liu and published by Cambridge University Press. This book was released on 2020-10-15 with total page 451 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sentiment analysis is the computational study of people's opinions, sentiments, emotions, moods, and attitudes. This fascinating problem offers numerous research challenges, but promises insight useful to anyone interested in opinion analysis and social media analysis. This comprehensive introduction to the topic takes a natural-language-processing point of view to help readers understand the underlying structure of the problem and the language constructs commonly used to express opinions, sentiments, and emotions. The book covers core areas of sentiment analysis and also includes related topics such as debate analysis, intention mining, and fake-opinion detection. It will be a valuable resource for researchers and practitioners in natural language processing, computer science, management sciences, and the social sciences. In addition to traditional computational methods, this second edition includes recent deep learning methods to analyze and summarize sentiments and opinions, and also new material on emotion and mood analysis techniques, emotion-enhanced dialogues, and multimodal emotion analysis.

Book Active Inference

    Book Details:
  • Author : Thomas Parr
  • Publisher : MIT Press
  • Release : 2022-03-29
  • ISBN : 0262362287
  • Pages : 313 pages

Download or read book Active Inference written by Thomas Parr and published by MIT Press. This book was released on 2022-03-29 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first comprehensive treatment of active inference, an integrative perspective on brain, cognition, and behavior used across multiple disciplines. Active inference is a way of understanding sentient behavior—a theory that characterizes perception, planning, and action in terms of probabilistic inference. Developed by theoretical neuroscientist Karl Friston over years of groundbreaking research, active inference provides an integrated perspective on brain, cognition, and behavior that is increasingly used across multiple disciplines including neuroscience, psychology, and philosophy. Active inference puts the action into perception. This book offers the first comprehensive treatment of active inference, covering theory, applications, and cognitive domains. Active inference is a “first principles” approach to understanding behavior and the brain, framed in terms of a single imperative to minimize free energy. The book emphasizes the implications of the free energy principle for understanding how the brain works. It first introduces active inference both conceptually and formally, contextualizing it within current theories of cognition. It then provides specific examples of computational models that use active inference to explain such cognitive phenomena as perception, attention, memory, and planning.

Book Emotion and Narrative

Download or read book Emotion and Narrative written by Tilmann Habermas and published by Cambridge University Press. This book was released on 2018-12-20 with total page 367 pages. Available in PDF, EPUB and Kindle. Book excerpt: The way we tell stories influences how others react to our emotions, and impacts how we cope with emotions ourselves.

Book Opinion Mining and Sentiment Analysis

Download or read book Opinion Mining and Sentiment Analysis written by Bo Pang and published by Now Publishers Inc. This book was released on 2008 with total page 149 pages. Available in PDF, EPUB and Kindle. Book excerpt: This survey covers techniques and approaches that promise to directly enable opinion-oriented information-seeking systems.

Book The Affect Effect

    Book Details:
  • Author : George E. Marcus
  • Publisher : University of Chicago Press
  • Release : 2008-09-15
  • ISBN : 0226574431
  • Pages : 432 pages

Download or read book The Affect Effect written by George E. Marcus and published by University of Chicago Press. This book was released on 2008-09-15 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: Passion and emotion run deep in politics, but researchers have only recently begun to study how they influence our political thinking. Contending that the long-standing neglect of such feelings has left unfortunate gaps in our understanding of political behavior, The Affect Effect fills the void by providing a comprehensive overview of current research on emotion in politics and where it is likely to lead. In sixteen seamlessly integrated essays, thirty top scholars approach this topic from a broad array of angles that address four major themes. The first section outlines the philosophical and neuroscientific foundations of emotion in politics, while the second focuses on how emotions function within and among individuals. The final two sections branch out to explore how politics work at the societal level and suggest the next steps in modeling, research, and political activity itself. Opening up new paths of inquiry in an exciting new field, this volume will appeal not only to scholars of American politics and political behavior, but also to anyone interested in political psychology and sociology.

Book Emotion Measurement

    Book Details:
  • Author : Herbert L. Meiselman
  • Publisher : Woodhead Publishing
  • Release : 2021-04-09
  • ISBN : 0128231998
  • Pages : 1046 pages

Download or read book Emotion Measurement written by Herbert L. Meiselman and published by Woodhead Publishing. This book was released on 2021-04-09 with total page 1046 pages. Available in PDF, EPUB and Kindle. Book excerpt: Emotion Measurement, Second Edition highlights key elements of emotions that should be considered in the measurement of emotions in both academic and commercial environments. This edition begins with an updated review of basic studies of emotion, including the theory, physiology, and psychology of emotions, as these are the foundational studies which food scientists as well as product developers and marketing professionals need to be aware of. The second section highlights methods for studying emotions, and reviews the different approaches to emotion measurement: questionnaire self-report, behavioral, and physiological. This section explores the merits of intrinsic versus extrinsic measures of emotion. Some new measurement approaches have emerged since the first edition of this book. The book then presents practical applications, with chapters on emotion research in food and beverage, as well as in a range of products and clinical settings. The experience in testing product emotions has increased since the first edition when product emotion research was newer. Finally, Emotion Measurement, Second Edition provides coverage of cross-cultural research on emotions. This is critical because much of the newer commercial research is aimed at markets around the world, requiring methods that work in many cultures. And the universality of emotions has been a topic of research for decades. Taking both an academic and applied approach, Emotion Measurement, Second Edition will be an invaluable reference for those conducting basic academic research on emotions and for sensory and consumer scientists, and the product developers and marketing professionals they work alongside. Reviews both the academic and the applied strands of emotion measurement research Focuses on cross-cultural studies of emotions, which is currently lacking from most of the literature in the field Highlights methods for studying emotions in both basic and applied studies

Book Sentiment Analysis and Opinion Mining

Download or read book Sentiment Analysis and Opinion Mining written by Bing Liu and published by Springer Nature. This book was released on 2022-05-31 with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sentiment analysis and opinion mining is the field of study that analyzes people's opinions, sentiments, evaluations, attitudes, and emotions from written language. It is one of the most active research areas in natural language processing and is also widely studied in data mining, Web mining, and text mining. In fact, this research has spread outside of computer science to the management sciences and social sciences due to its importance to business and society as a whole. The growing importance of sentiment analysis coincides with the growth of social media such as reviews, forum discussions, blogs, micro-blogs, Twitter, and social networks. For the first time in human history, we now have a huge volume of opinionated data recorded in digital form for analysis. Sentiment analysis systems are being applied in almost every business and social domain because opinions are central to almost all human activities and are key influencers of our behaviors. Our beliefs and perceptions of reality, and the choices we make, are largely conditioned on how others see and evaluate the world. For this reason, when we need to make a decision we often seek out the opinions of others. This is true not only for individuals but also for organizations. This book is a comprehensive introductory and survey text. It covers all important topics and the latest developments in the field with over 400 references. It is suitable for students, researchers and practitioners who are interested in social media analysis in general and sentiment analysis in particular. Lecturers can readily use it in class for courses on natural language processing, social media analysis, text mining, and data mining. Lecture slides are also available online. Table of Contents: Preface / Sentiment Analysis: A Fascinating Problem / The Problem of Sentiment Analysis / Document Sentiment Classification / Sentence Subjectivity and Sentiment Classification / Aspect-Based Sentiment Analysis / Sentiment Lexicon Generation / Opinion Summarization / Analysis of Comparative Opinions / Opinion Search and Retrieval / Opinion Spam Detection / Quality of Reviews / Concluding Remarks / Bibliography / Author Biography

Book Surfing Uncertainty

    Book Details:
  • Author : Andy Clark
  • Publisher : Oxford University Press, USA
  • Release : 2016
  • ISBN : 0190217014
  • Pages : 425 pages

Download or read book Surfing Uncertainty written by Andy Clark and published by Oxford University Press, USA. This book was released on 2016 with total page 425 pages. Available in PDF, EPUB and Kindle. Book excerpt: This title brings together work on embodiment, action, and the predictive mind. At the core is the vision of human minds as prediction machines - devices that constantly try to stay one step ahead of the breaking waves of sensory stimulation, by actively predicting the incoming flow. In every situation we encounter, that complex prediction machinery is already buzzing, proactively trying to anticipate the sensory barrage. The book shows in detail how this strange but potent strategy of self-anticipation ushers perception, understanding, and imagination simultaneously onto the cognitive stage.

Book Emotion Oriented Systems

    Book Details:
  • Author : Paolo Petta
  • Publisher : Springer Science & Business Media
  • Release : 2011-02-04
  • ISBN : 3642151841
  • Pages : 787 pages

Download or read book Emotion Oriented Systems written by Paolo Petta and published by Springer Science & Business Media. This book was released on 2011-02-04 with total page 787 pages. Available in PDF, EPUB and Kindle. Book excerpt: Emotion pervades human life in general, and human communication in particular, and this sets information technology a challenge. Traditionally, IT has focused on allowing people to accomplish practical tasks efficiently, setting emotion to one side. That was acceptable when technology was a small part of life, but as technology and life become increasingly interwoven we can no longer ask people to suspend their emotional nature and habits when they interact with technology. The European Commission funded a series of related research projects on emotion and computing, culminating in the HUMAINE project which brought together leading academic researchers from the many related disciplines. This book grew out of that project, and its chapters are arranged according to its working areas: theories and models; signals to signs; data and databases; emotion in interaction; emotion in cognition and action; persuasion and communication; usability; and ethics and good practice. The fundamental aim of the book is to offer researchers an overview of the related areas, sufficient for them to do credible work on affective or emotion-oriented computing. The book serves as an academically sound introduction to the range of disciplines involved – technical, empirical and conceptual – and will be of value to researchers in the areas of artificial intelligence, psychology, cognition and user—machine interaction.

Book The Cambridge Handbook of Human Affective Neuroscience

Download or read book The Cambridge Handbook of Human Affective Neuroscience written by Jorge Armony and published by Cambridge University Press. This book was released on 2013-01-21 with total page 983 pages. Available in PDF, EPUB and Kindle. Book excerpt: Neuroscientific research on emotion has developed dramatically over the past decade. The cognitive neuroscience of human emotion, which has emerged as the new and thriving area of 'affective neuroscience', is rapidly rendering existing overviews of the field obsolete. This handbook provides a comprehensive, up-to-date and authoritative survey of knowledge and topics investigated in this cutting-edge field. It covers a range of topics, from face and voice perception to pain and music, as well as social behaviors and decision making. The book considers and interrogates multiple research methods, among them brain imaging and physiology measurements, as well as methods used to evaluate behavior and genetics. Editors Jorge Armony and Patrik Vuilleumier have enlisted well-known and active researchers from more than twenty institutions across three continents, bringing geographic as well as methodological breadth to the collection. This timely volume will become a key reference work for researchers and students in the growing field of neuroscience.

Book Cognition and Emotion

    Book Details:
  • Author : Jan de Houwer
  • Publisher : Psychology Press
  • Release : 2010-05-09
  • ISBN : 1136980946
  • Pages : 520 pages

Download or read book Cognition and Emotion written by Jan de Houwer and published by Psychology Press. This book was released on 2010-05-09 with total page 520 pages. Available in PDF, EPUB and Kindle. Book excerpt: Emotions are complex and multifaceted phenomena. Although they have been examined from a variety of perspectives, the study of the interaction between cognition and emotion has always occupied a unique position within emotion research. Many philosophers and psychologists have been fascinated by the relationship between thinking and feeling. During the past 30 years, research on the relationship between cognition and emotion has boomed and so many studies on this topic have been published that it is difficult to keep track of the evidence. This book fulfils the need for a review of the existing evidence on particular aspects of the interplay between cognition and emotion. The book assembles a collection of state-of-the-art reviews of the most important topics in cognition and emotion research: emotion theories, feeling and thinking, the perception of emotion, the expression of emotion, emotion regulation, emotion and memory, and emotion and attention. By bringing these reviews together, this book presents a unique overview of the knowledge that has been generated in the past decades about the many and complex ways in which cognition and emotion interact. As such, it provides a useful tool for both students and researchers alike, in the fields of social, clinical and cognitive psychology.

Book The Cambridge Handbook of Workplace Affect

Download or read book The Cambridge Handbook of Workplace Affect written by Liu-Qin Yang and published by Cambridge University Press. This book was released on 2020-07-16 with total page 573 pages. Available in PDF, EPUB and Kindle. Book excerpt: Are you struggling to improve a hostile or uncomfortable environment at work, or interested in how such tension can arise? Experts in organizational psychology, management science, social psychology, and communication science show you how to implement interventions and programs to manage workplace emotion. The connection between workplace affect and relevant challenges in our society, such as diversity and technological changes, is undeniable; thus learning to harness that knowledge can revolutionize your performance in tackling workday issues. Applying major theoretical perspectives and research methodologies, this book outlines the concepts of display rules, emotional labor, work motivation, well-being, and discrete emotions. Understanding these ideas will show you how affect can promote team effectiveness, leadership, and conflict resolution. If you require a foundation for understanding workplace affect or a springboard into deeper, more interdisciplinary research, this book presents an integrative approach that is indispensable.

Book Digital and Social Media Marketing

Download or read book Digital and Social Media Marketing written by Nripendra P. Rana and published by Springer Nature. This book was released on 2019-11-11 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book examines issues and implications of digital and social media marketing for emerging markets. These markets necessitate substantial adaptations of developed theories and approaches employed in the Western world. The book investigates problems specific to emerging markets, while identifying new theoretical constructs and practical applications of digital marketing. It addresses topics such as electronic word of mouth (eWOM), demographic differences in digital marketing, mobile marketing, search engine advertising, among others. A radical increase in both temporal and geographical reach is empowering consumers to exert influence on brands, products, and services. Information and Communication Technologies (ICTs) and digital media are having a significant impact on the way people communicate and fulfil their socio-economic, emotional and material needs. These technologies are also being harnessed by businesses for various purposes including distribution and selling of goods, retailing of consumer services, customer relationship management, and influencing consumer behaviour by employing digital marketing practices. This book considers this, as it examines the practice and research related to digital and social media marketing.

Book Deep Learning Based Approaches for Sentiment Analysis

Download or read book Deep Learning Based Approaches for Sentiment Analysis written by Basant Agarwal and published by Springer Nature. This book was released on 2020-01-24 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers deep-learning-based approaches for sentiment analysis, a relatively new, but fast-growing research area, which has significantly changed in the past few years. The book presents a collection of state-of-the-art approaches, focusing on the best-performing, cutting-edge solutions for the most common and difficult challenges faced in sentiment analysis research. Providing detailed explanations of the methodologies, the book is a valuable resource for researchers as well as newcomers to the field.

Book Sentiment Analysis for Social Media

Download or read book Sentiment Analysis for Social Media written by Carlos A. Iglesias and published by MDPI. This book was released on 2020-04-02 with total page 152 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sentiment analysis is a branch of natural language processing concerned with the study of the intensity of the emotions expressed in a piece of text. The automated analysis of the multitude of messages delivered through social media is one of the hottest research fields, both in academy and in industry, due to its extremely high potential applicability in many different domains. This Special Issue describes both technological contributions to the field, mostly based on deep learning techniques, and specific applications in areas like health insurance, gender classification, recommender systems, and cyber aggression detection.