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Beyond Sentiment: The Manifold of Human Emotions [article]

Seungyeon Kim, Fuxin Li, Guy Lebanon, Irfan Essa
2013 arXiv   pre-print
Our approach goes beyond previous work in that our model contains a continuous manifold rather than a finite set of human emotions.  ...  In this paper we consider higher dimensional extensions of the sentiment concept, which represent a richer set of human emotions.  ...  Among the many applications of our model are: discovering the complex relationships between emotions, clustering of emotions, improved classification of emotions, and sentiment prediction.  ... 
arXiv:1202.1568v2 fatcat:z5mifnewzzhp5ps24dyhkk6you

The Manifold of Human Emotions [article]

Seungyeon Kim, Fuxin Li, Guy Lebanon, Irfan Essa
2013 arXiv   pre-print
Our approach goes beyond previous work in that our model contains a continuous manifold rather than a finite set of human emotions.  ...  In this paper, we consider higher dimensional extensions of the sentiment concept, which represent a richer set of human emotions.  ...  Despite its successes in industry, sentiment analysis is limited as it flattens the structure of human emotions into a single dimension.  ... 
arXiv:1301.3214v1 fatcat:5o3hlgjwrrfgzjui45eszcdmmq

The structure of sentiments; a restatement of the theory of sentiments

V V FRENCH
1947 Journal of Personality  
correspondence with the duration of its object without becoming morbid: the emotion is a mental system which is capable of adapting itself to only one kind of situation and when it persists beyond this  ...  And yet to examine all of the concepts which in any way overlap the concept of sentiment is a task of tremendous magnitude and is far beyond the scope of this paper.  ... 
pmid:20273414 fatcat:cqkhd7cfnfalbgkgweaafopeou

THE STRUCTURE OF SENTIMENTS. I. A Restatement of the Theory of Sentiments

VERA V. FRENCH
1947 Journal of Personality  
correspondence with the duration of its object without becoming morbid: the emotion is a mental system which is capable of adapting itself to only one kind of situation and when it persists beyond this  ...  And yet to examine all of the concepts which in any way overlap the concept of sentiment is a task of tremendous magnitude and is far beyond the scope of this paper.  ... 
doi:10.1111/j.1467-6494.1947.tb01067.x fatcat:wa4qjd4gzrhtnanef3mcbanqya

Sentiment Analysis [chapter]

2017 Encyclopedia of Machine Learning and Data Mining  
Sentiment Analysis of Emotions Emotions are human feelings. They are similar and also different from opinions.  ...  An opinion expresses an evaluation or appraisal about some objects, whereas an emotion expresses a human inner feeling. Human beings have many different types of emotions.  ...  corresponding operation on the intersection of all case partitions of the operands.  ... 
doi:10.1007/978-1-4899-7687-1_100512 fatcat:ce4yyqo2czftzcx2kbauglh3fu

Sentiment Analysis in Social Streams [chapter]

Hassan Saif, F. Javier Ortega, Miriam Fernández, Iván Cantador
2016 Human–Computer Interaction Series  
In this chapter we review and discuss the state of the art on sentiment analysis in social streams -such as web forums, micro-blogging systems, and social networks-, aiming to clarify how user opinions  ...  We show, for example, that social streams may use vocabularies and expressions that exist outside the mainstream of standard, formal languages, and may reflect complex dynamics in the opinions and sentiments  ...  . • Emotion detection. Identifying human emotions and moods. Subjectivity detection can provide valuable knowledge to diverse NLP-based applications.  ... 
doi:10.1007/978-3-319-31413-6_7 dblp:series/hci/SaifOFC17 fatcat:k5r5yiice5fjbdvvtqg73wcdhm

Reason and Sentiment in Hume's Moral Theory

Lívia Guimarães
2004 DoisPontos  
reduced to sentiment, or explained away in favor of it.  ...  My main goal in this paper is to vindicate Hume's belief that morality is exclusively a matter of sentiment, when it is apparent that the reflective or general perspective necessary to making a moral judgment  ...  In other words, I propose to investigate the question of how to evaluate Hume's dismissive rhetoric against reason in the light of his more sober depiction of the manifold involvement of reason in moral  ... 
doi:10.5380/dp.v1i2.1935 fatcat:7d7v7g7i3zfknjx6cqkavlkzcu

Music Suggestion Via Sentimental Analysis of User-Inputted Texts

Vipin Wani, Niketan Bothe, Avani Soni
2021 International Journal of Scientific Research in Computer Science Engineering and Information Technology  
This paper, investigations the utilize of Natural Language Processing (NLP) for dismember the human dialect and make information models out of it.  ...  In this paper we provide a platform that tailors music according to a user-specific emotion, while also opening up the user to music they might not have perceived earlier on in life – the powers of recommendation  ...  The human psyche is a vast spectrum -the ability to emote is what makes us human.  ... 
doi:10.32628/cseit217320 fatcat:7xsbasci45banhh4eyshnu64wa

II.—THE SENTIMENT OF RATIONALITY

WM. JAMES
1879 Mind  
Now the interest which he has above other men is that of reducing the manifold in thought to simple form.  ...  The interest of theoretic rationality, the relief of identification, is but one of a thousand human purposes.  ...  Other chapters treat of practical and emotional motives and in the conclusion an attempt is made to use the motives as tests of the soundness of different philosophies.  ... 
doi:10.1093/mind/os-4.15.317 fatcat:co7lce2xrfdizektpwwbsn7v7e

Semi-supervised and Transfer learning approaches for low resource sentiment classification [article]

Rahul Gupta, Saurabh Sahu, Carol Espy-Wilson, Shrikanth Narayanan
2018 arXiv   pre-print
Sentiment classification involves quantifying the affective reaction of a human to a document, media item or an event.  ...  We experiment with extracting dense feature representations, pre-training and manifold regularization in enhancing the performance of sentiment classification systems.  ...  On the other hand, manifold regularization does not provide gains in the case of UCI sentiment dataset.  ... 
arXiv:1806.02863v1 fatcat:q6wciibt55etthyj45ofk4r5em

Adversarial Training in Affective Computing and Sentiment Analysis: Recent Advances and Perspectives [article]

Jing Han, Zixing Zhang, Nicholas Cummins, Björn Schuller
2018 arXiv   pre-print
As a potentially crucial technique for the development of the next generation of emotional AI systems, we herein provide a comprehensive overview of the application of adversarial training to affective  ...  We expect that this overview will help facilitate the development of adversarial training for affective computing and sentiment analysis in both the academic and industrial communities.  ...  Both the terms affective computing and sentiment analysis relate to the computational interpretation and generation of human emotion or affect.  ... 
arXiv:1809.08927v1 fatcat:m5mencegljgsphub3p62ltrhby

A Mathematical Model of Sentimental Dynamics Accounting for Marital Dissolution

José-Manuel Rey, Jeremy Miles
2010 PLoS ONE  
Scholars and therapists agree on the existence of a sort of second law of thermodynamics for sentimental relationships. Effort is required to sustain them. Love is not enough.  ...  Methodology/Principal Findings: Building on a simple version of the second law we use optimal control theory as a novel approach to model sentimental dynamics.  ...  This paper is dedicated to the unique long-standing sentimental equilibrium of Pepe Rey and Ana Simó. Author Contributions Wrote the paper: JMR. Conceived and developed the research: JMR.  ... 
doi:10.1371/journal.pone.0009881 pmid:20360987 pmcid:PMC2847599 fatcat:4kcfcfddafc7vjb5mryortjrlq

A Deep Learning Perspective on Beauty, Sentiment and Remembrance of Art

Eva Cetinic, Tomislav Lipic, Sonja Grgic.
2019 IEEE Access  
related to three subjective aspects of human perception: aesthetic evaluation of the image, sentiment evoked by the image, and memorability of the image.  ...  In order to explore the applicability of deep learning techniques in understanding art images beyond object recognition and classification, we employ convolutional neural networks (CNN) to predict scores  ...  predicted sentiment scores relate to different emotion categories.  ... 
doi:10.1109/access.2019.2921101 fatcat:6ttrj46z5fax7hf5dijr2yuuo4

SENTIMENTS, CONDUCT, AND TRUST IN THE LABORATORY

Vernon L. Smith, Bart J. Wilson
2017 Social Philosophy and Policy  
Abstract: In this essay we provide a brief account and interpretation of The Theory of Moral Sentiments showing that it departs fundamentally from contemporary patterns of thought in economics that are  ...  We also state a formal representation of the model for individual choice of action, apply the propositions to the prediction of actions in trust games, report two experiments testing these predictions,  ...  We show how propositions from Sentiments anticipated both the observations in trust games and the many subsequent explorations of the role of intentions.  ... 
doi:10.1017/s0265052517000024 fatcat:wectxu2byffrbldp5yy262li6u

'Sentiments,' Conduct, and Trust in the Laboratory

Vernon L. Smith, Bart J. Wilson
2015 Social Science Research Network  
We show how propositions from Sentiments anticipated both the observations in trust games and the many subsequent explorations of the role of intentions.  ...  Sentiments is about the ethical rules that constitute the character of an inherently sociable person who strives for a better life, and it has predictive power where Max-U had failed.  ...  is well beyond the scope of what we attempt here. flawed.  ... 
doi:10.2139/ssrn.2655831 fatcat:nhd5uz5x4redpgk7iov3howfmi
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