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Affection Driven Neural Networks for Sentiment Analysis
Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020), pages 112–119 Marseille, 11–16 May 2020 c European Language Resources Association (ELRA), licensed under CC-BY-NC Affection Driven Neural Networks for Sentiment Analysis Rong Xiang1, Yunfei Long34, Mingyu Wan25, Jinghang Gu2, Qin Lu1, Chu-Ren Huang2 The Hong Kong Polytechnic University12, University of Nottingham3, Peking University4, University of Essex5 Department of Computing, 11 Yuk Choi Road, Hung Hom, Hong Kong (China)1 Chinese and Bilingual Studies, 11 Yuk Choi Road, Hung Hom, Hong Kong (China)2 NIHR Nottingham Biomedical Research Centre, Nottingham (UK) 3 Engineering, University of Essex, Colchester (UK)4 School of Foreign Languages, 5 Yiheyuan Road, Haidian, Beijing (China)5 School of Computer Science and Electronic [email protected], [email protected], fmingyu.wan,jinghgu,[email protected], [email protected] Abstract Deep neural network models have played a critical role in sentiment analysis with promising results in the recent decade. One of the essential challenges, however, is how external sentiment knowledge can be effectively utilized. In this work, we propose a novel affection-driven approach to incorporating affective knowledge into neural network models. The affective knowledge is obtained in the form of a lexicon under the Affect Control Theory (ACT), which is represented by vectors of three-dimensional attributes in Evaluation, Potency, and Activity (EPA). The EPA vectors are mapped to an affective influence value and then integrated into Long Short-term Memory (LSTM) models to highlight affective terms. Experimental results show a consistent improvement of our approach over conventional LSTM models by 1.0% to 1.5% in accuracy on three large benchmark datasets. -
Positive Psychology and Spirituality
Journal of Psychology and Clinical Psychiatry Positive Psychology and Spirituality Introduction Review Article historical revelations from theorists who devoted their lives to the Volume 6 Issue 7 - 2016 studySince of humanPsychology behavior became made a healingthe science profession, of mental multitudes illness very of up with valid and reliable ways to measure indistinct concepts such Substance Abuse Treatment, USA aseffective anger, as schizophrenia, well as transferable. and depression, The field of while psychology simultaneously has come earning recognition for the development of both experimental *Corresponding author: Leslie Dawn Culpepper, and longitudinal methods necessary ingaining insight as to the causal pathways that result in undesirable consequences for the Substance Abuse Treatment | PSY497 A01, USA, Email: client/patient. Most importantly, psychology researchers have Received: March 15, 2016 | Published: December 22, 2016 developed both pharmacological and psychological interventions that are known for making fourteen previously untreatable mental disorders highly treatable disorders and even curable disorders in some cases. The timeline of psychology graciously marks these self-worth. Unfortunately, Juanita does not have the tools she theoretical revelations as these theorists devoted their lives to needs to obtain sobriety because her mother failed to reinforce the study of human behavior. Each of these theorists had their her worthiness or instill even a hint of a strong self-image. Instead own beliefs concerning the behavior of our species, including the of being critical of her inadequacies, her mother should have why, when, how, and under what circumstances gives rise to a helped Juanita identify her strengths as a way to build her self- particular behavior. -
A History of Happiness: the Roots of Positive Psychology, Insight, and Clinical Applications from 2005 to 2015 Russell Fulmer
Article 45 A History of Happiness: The roots of Positive Psychology, Insight, and Clinical Applications from 2005 to 2015 Russell Fulmer Fulmer, Russell, PhD, LPC, is an Assistant Professor at Emporia State University in Emporia, Kansas. Dr. Fulmer is a Licensed Professional Counselor whose interests include ethics, interdisciplinary approaches to counseling, and the impact of regulation on counseling. Abstract Positive psychology has burgeoned in the past decade. Research in the field has addressed everything from post-traumatic growth to prosocial behavior. Providing insight into human strengths and offering clinical interventions of use with a range of client issues, positive psychology has much to offer counselors. This article examines the past ten years of positive psychology research and condenses an abundance of literature into summaries about six of the most discussed areas and counselor applicable topics. Introduction As counselors continue to look for pragmatic techniques to add to their repertoire, the field of positive psychology offers an array of interventions that are relatively simple to comprehend, with research backing (Snyder, Lopez, & Pedrotti, 2010). Positive psychology is the study of subjective well-being (Compton & Hoffman, 2012). What started as inquiry into happiness has evolved into an analysis of human flourishing (Seligman, 2012). For years, notions and speculations about what contributed to subjective well-being abounded, albeit with little to no basis in empirical study. This was of minor relevance to behavioral scientists, as most of their focus was on mental illness. Even into the late 1990s, the ratio of negative to positive studies in psychology was seventeen to one (Achor, 2010). Positive psychology does not ignore harsh reality as much as encourage an investigation into the entire spectrum of human experience, including those factors that contribute to fulfillment, not just distress. -
Examining Defensive Distancing Behavior in Close Relationships
Examining defensive distancing behavior in close relationships: The role of self-esteem and emotion regulation Thesis Presented in Partial Fulfillment of the Requirements for the Degree Master of Arts in the Graduate School of The Ohio State University By Monica E. Lindgren, B.A. Psychology Graduate Program The Ohio State University 2012 Thesis Committee: Professor Janice K. Kiecolt-Glaser, Ph.D., Advisor Professor Julian Thayer, Ph.D. Professor Jennifer Cheavens, Ph.D. i Copyrighted by Monica E. Lindgren 2012 ii Abstract The risk regulation model proposes that people with low self-esteem (LSE), but not those with high self-esteem (HSE), react to potential threats to belonging by defensively distancing from their relationships. The present study hypothesized that self-focused rumination following threats to belonging, by forcing people with LSE to spend time considering their self-worth, would enhance this defensive distancing behavior. Participants were asked to recall self-relevant feedback they had received from someone they considered very close, and then completed a rumination or distraction task. Contrary to expectations, LSEs who were instructed to distract from threats to belonging reported more negative behavioral intentions towards their close other than those who were instructed to ruminate. However, in comparison to distraction, there was a trend for rumination to amplify LSEs’ negative affect following the recalled threats to belonging. Results are discussed in terms of their implications for risk regulation theory and for possible future directions. ii Acknowledgements I would like to thank my advisor, Dr. Janice Kiecolt-Glaser, for all her support, feedback, and guidance over the past few years. -
Separation Anxiety Disorder in the DSM-5 Era
Modern psychopathologies or old diagnoses? Separation anxiety disorder in the DSM-5 era C. Carmassi1, C. Gesi1, E. Massimetti1, M.K. Shear2, L. Dell’Osso1 1 Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy; 2 School of Social Work, Columbia University, New York, USA Summary In all cases, Separation Anxiety Disorder is associated with a Separation Anxiety Disorder has been recently classified into the severe impact on the overall functioning. Most relevant research DSM-5 section of Anxiety Disorders, acknowledging its role not in the field is discussed highlighting the need of a paradigm shift only in childhood and adolescence but also across the whole in which clinicians are alerted to identify and treat this con- lifespan. In the DSM-IV-TR, in fact, this condition was typically dition in all age upon the recent DSM-5 reformulation will be considered to begin in childhood. Clinical data report preva- highlighted. lence rates from 20 to 40%, showing high comorbidity rates with most mental disorders. Epidemiological data highlight that Key words in fact one third of childhood cases persist into adulthood, while Separation anxiety • Panic disorder • Anxiety disorders • Complicated the majority of adult cases reports its first onset in adulthood. grief • Post-traumatic stress disorder Separation anxiety disorder across the DSM-5 der are considered to be free of impairing anxiety over their lifetime. However, it has been shown that more The fifth edition of the Diagnostic and Statistical Manual than one third of subjects classified as childhood cases of Mental Disorders (DSM-5) 1 has recently introduced might persist into adulthood 5 and some epidemiologi- important classification changes, including the intro- cal and clinical data have highlighted that the preva- duction of Separation Anxiety Disorder has into the sec- lence of Separation Anxiety Disorder might be greater tion of Anxiety Disorders. -
From Grasping to Emptiness – Excursions Into the Thought-World of the Pāli Discourses (2)
From Grasping to Emptiness – Excursions into the Thought-world of the Pāli Discourses (2) Anālayo © 2010 Anālayo Published by The Buddhist Association of the United States 2020 Route 301, Carmel, New York 10512 Printed in Taiwan Cover design by Laurent Dhaussy ISBN 978-0-615-25529-3 Introduction 3 1. Grasping / Upādāna 5 1.1 Grasping at Sensual Pleasures 5 1.2 Grasping at Views 7 1.3 Grasping at Rules and Observances 9 1.4 Grasping at a Doctrine of Self 10 1.5 The Five Aggregates [Affected by] Clinging 13 1.6 Grasping and Nibbāna 15 1.7 Freedom from Grasping 16 2. Personality View / Sakkāyadihi 19 2.1 Manifestations of Personality View 19 2.2 Removal of Personality View 24 3. Right View / Sammādihi 27 3.1 Wrong View 27 3.2 Right View and Investigation 29 3.3 Right View as the Forerunner of the Path 31 3.4 Arrival at Right View 33 3.5 Right View and the Four Noble Truths 34 4. Volitional Formations / Sakhārā 39 4.1 Sakhāras as an Aggregate 40 4.2 Sakhāras as a Link in Dependent Arising 44 4.3 Sakhāras in General 48 5. Thought / Vitakka 55 5.1 The Ethical Perspective on Thought 56 5.2 The Arising of Thought 57 5.3 The Vitakkasahāna-sutta 60 5.4 Vitakka in Meditation 64 5.5 Thought Imagery 66 6. Wise Attention / Yoniso Manasikāra 69 6.1 Wise ( Yoniso ) 69 6.2 Attention ( Manasikāra ) 72 6.3 The Implications of Wise Attention 72 6.4 The Importance of Wise Attention 78 7. -
Sabotaging the Self
eriment xp al E P d s n y c Thomson, Clin Exp Psychol 2017, 3:4 a h l o a Clinical and Experimental l c o i g DOI: 10.4172/2471-2701.1000175 n i y l C ISSN: 2471-2701 Psychology Research Article Article OpenOpen Access Access Sabotaging The Self - A Trait? and It’s Relationship with Neuroticism Wendy Thomson* Department of Applied Psychology, University of Portsmouth, King Henry Building, Portsmouth, England, UK Abstract Introduction: The present study examines the extent to which self-defeating ideation, measured through the use of the Self-Defeating Quotient discrepancy scores, and behaviour reflect a single unitary trait of self-defeatedness, and the extent to which levels of this underlying trait are related to Neuroticism. Results: The results of a Structural Equation Model provide support for a single-factor model of Self-defeatedness using the Self-Defeating Quotient (S. D. Q.). Additionally, the one factor model of the relationship between self- defeating ideation and neuroticism indicated a significant path between SDQ Discrepancy scores and Neuroticism. Conclusion: The results indicate a significant relationship between the Self-Defeating Quotient and neuroticism. Combining information from multiple measures into a composite trait measure, and using SEM to take measurement error into consideration, may provide a more accurate estimate of the strength of this relationship. These results provide support for the view that self-defeating ideation is a unitary trait and a possible contender for joining the big five as number six. Keywords: Trait; Personality; Self-defeating ideation; Self-defeating Defeating Quotient. Initial studies suggest that self-defeatedness is a behaviour; Structural equation modeling; Neuroticism; Self-defeating trait, in the sense of being a stable and pervasive feature of personality quotient [6]. -
Guilt, Shame, and Grief: an Empirical Study of Perinatal Bereavement
Guilt, Shame, and Grief: An Empirical Study of Perinatal Bereavement by Peter Barr 'Death in the sickroom', Edvard Munch 1893 A thesis submitted in fulfilment of the requirements for the degree of Doctor of Philosophy Centre for Behavioural Sciences Faculty of Medicine University of Sydney November, 2003 Preface All of the work described in this thesis was carried out personally by the author under the auspices of the Centre for Behavioural Sciences, Department of Medicine, Faculty of Medicine, University of Sydney. None of the work has been submitted previously for the purpose of obtaining any other degree. Peter Barr OAM, MB BS, FRACP ii The investigator cannot truthfully maintain his relationship with reality—a relationship without which all his work becomes a well-regulated game—if he does not again and again, whenever it is necessary, gaze beyond the limits into a sphere which is not his sphere of work, yet which he must contemplate with all his power of research in order to do justice to his own task. Buber, M. (1957). Guilt and guilt feelings. Psychiatry, 20, p. 114. iii Acknowledgements I am thankful to the Department of Obstetrics and Department of Neonatology of the following hospitals for giving me permission to approach parents bereaved by stillbirth or neonatal death: Royal Prince Alfred Hospital, Royal Hospital for Women, Royal North Shore Hospital and Westmead Hospital. I am most grateful to Associate Professor Susan Hayes and Dr Douglas Farnill for their insightful supervision and unstinting encouragement and support. Dr Andrew Martin and Dr Julie Pallant gave me sensible statistical advice. -
Finding the Golden Mean: the Overuse, Underuse, and Optimal Use of Character Strengths
Counselling Psychology Quarterly ISSN: 0951-5070 (Print) 1469-3674 (Online) Journal homepage: https://www.tandfonline.com/loi/ccpq20 Finding the golden mean: the overuse, underuse, and optimal use of character strengths Ryan M. Niemiec To cite this article: Ryan M. Niemiec (2019): Finding the golden mean: the overuse, underuse, and optimal use of character strengths, Counselling Psychology Quarterly, DOI: 10.1080/09515070.2019.1617674 To link to this article: https://doi.org/10.1080/09515070.2019.1617674 Published online: 20 May 2019. Submit your article to this journal View Crossmark data Full Terms & Conditions of access and use can be found at https://www.tandfonline.com/action/journalInformation?journalCode=ccpq20 COUNSELLING PSYCHOLOGY QUARTERLY https://doi.org/10.1080/09515070.2019.1617674 ARTICLE Finding the golden mean: the overuse, underuse, and optimal use of character strengths Ryan M. Niemiec VIA Institute on Character, Cincinnati, OH, USA ABSTRACT ARTICLE HISTORY The science of well-being has catalyzed a tremendous amount of Received 28 February 2019 research with no area more robust in application and impact than Accepted 8 May 2019 the science of character strengths. As the empirical links between KEYWORDS character strengths and positive outcomes rapidly grow, the research Character strengths; around strength imbalances and the use of strengths with problems strengths overuse; strengths and conflicts is nascent. The use of character strengths in understand- underuse; optimal use; ing and handling life suffering as well as emerging from it, is particularly second wave positive aligned within second wave positive psychology. Areas of particular psychology; golden mean promise include strengths overuse and strengths underuse, alongside its companion of strengths optimaluse.Thelatterisviewedasthe golden mean of character strengths which refers to the expression of the right combination of strengths, to the right degree, and in the right situation. -
1 Positive Psychology, Positive Prevention, and Positive Therapy
1 Positive Psychology, Positive Prevention, and Positive Therapy Martin E. P. Seligman Positive Psychology mindedness, high talent, and wisdom. At the group level it is about the civic virtues and the Psychology after World War II became a science institutions that move individuals toward better largely devoted to healing. It concentrated on citizenship: responsibility, nurturance, altruism, repairing damage using a disease model of hu- civility, moderation, tolerance, and work ethic man functioning. This almost exclusive atten- (Gillham & Seligman, 1999; Seligman & Csik- tion to pathology neglected the idea of a fulfilled szentmihalyi, 2000). individual and a thriving community, and it ne- The notion of a positive psychology move- glected the possibility that building strength is ment began at a moment in time a few months the most potent weapon in the arsenal of ther- after I had been elected president of the Amer- apy. The aim of positive psychology is to cata- ican Psychological Association. It took place in lyze a change in psychology from a preoccu- my garden while I was weeding with my 5- pation only with repairing the worst things in year-old daughter, Nikki. I have to confess that life to also building the best qualities in life. To even though I write books about children, I’m redress the previous imbalance, we must bring really not all that good with them. I am goal- the building of strength to the forefront in the oriented and time-urgent, and when I am weed- treatment and prevention of mental illness. ing in the garden, I am actually trying to get The field of positive psychology at the sub- the weeding done. -
Books Made Into Movies
Made into a Movie Books Made into Movies Aciman, André Call Me by Your Name Alcott, Louisa May Little Women Allison, Dorothy Bastard Out of Carolina Auel, Jane Clan of the Cave Bear Austen, Jane Emma Austen, Jane Pride and Prejudice Austen, Jane Sense and Sensibility 1 Made into a Movie Bauby, Jean-Dominique The Diving Bell and the Butterfly Benchley, Peter Jaws Benioff, David The 25th Hour Berendt, John Midnight in the Garden of Good and Evil Brontë, Charlotte Jane Eyre Brontë, Emily Wuthering Heights Brown, Christy My Left Foot Brown, Dan The DaVinci Code 2 Made into a Movie Capote, Truman Breakfast at Tiffany's Capote, Truman In Cold Blood Cervantes Saavedra, Miguel de Don Quixote Chabon, Michael Wonder Boys Chevalier, Tracy Girl with a Pearl Earring Christie, Agatha And Then There Were None Clarke, Susanna Jonathan Strange & Mr. Norrell Cooper, James Fenimore Last of the Mohicans 3 Made into a Movie Corey, James S.A. Leviathan Wakes Crichton, Michael Jurassic Park Cunningham, Michael The Hours Dick, Philip Do Androids Dream of Electric Sheep? Dickens, Charles Great Expectations Dinesen, Isak Out of Africa Donoghue, Emma Room Du Maurier, Daphne Rebecca 4 Made into a Movie Ellis, Bret Easton American Psycho Esquviel, Laura Like Water for Chocolate Fitch, Janet White Oleander Fried Green Tomatoes at the Whistle Stop Flagg, Fannie Cafe Flynn, Gillian Gone Girl Foer, Jonathan Extremely Loud and Incredibly Close Gaiman, Neil Stardust Gaiman, Neil American Gods 5 Made into a Movie García Márquez, Gabriel Love in the Time of Cholera Gilbert, Elizabeth Eat Pray Love Godey, John The Taking of Pelham One Two Three Golden, Arthur Memoirs of a Geisha Goldman, William The Princess Bride Grann, David The Lost City of Z Green, John The Fault in Our Stars Groom, Winston Forrest Gump 6 Made into a Movie Gruen, Sarah Water for Elephants Haley, Alex Roots Hammett, Dashiell Maltese Falcon Harris, Charlaine Dead Until Dark Harris, Thomas The Silence of the Lambs Herbert, Frank Dune Highsmith, Patricia The Talented Mr. -
Zest and Work
Journal of Organizational Behavior J. Organiz. Behav. 30, 161–172 (2009) Published online in Wiley InterScience (www.interscience.wiley.com) DOI: 10.1002/job.584 Zest and work CHRISTOPHER PETERSON1*, NANSOOK PARK2, NICHOLAS HALL3 AND MARTIN E.P.SELIGMAN 3 1University of Michigan, Michigan, U.S.A. 2University of Rhode Island, Rhode Island, U.S.A. 3University of Pennsylvania, Pennsylvania, U.S.A. Summary Zest is a positive trait reflecting a person’s approach to life with anticipation, energy, and excitement. In the present study, 9803 currently employed adult respondents to an Internet site completed measures of dispositional zest, orientation to work as a calling, and satisfaction with work and life in general. Across all occupations, zest predicted the stance that work was a calling (r ¼.39), as well as work satisfaction (r ¼.46) and general life satisfaction (r ¼.53). Zest deserves further attention from organizational scholars, especially how it can be encouraged in the workplace. Copyright # 2009 John Wiley & Sons, Ltd. Your work is to discover your work, and then with all of your heart to give yourself to it.—the Buddha Introduction Recent years have seen a widespread call for the study of work organizations in which people can be well and do well (Cameron, Dutton, & Quinn, 2003; Gardner, Csikszentmihalyi, & Damon, 2001; Luthans, 2003; Wright, 2003). The emergence of the positive perspective within organizational psychology has brought new attention to the venerable topic of work satisfaction (Hoppock, 1935). Satisfaction with the work that one does is seen not just as a contributor to good performance and increased profitability but as a worthy end in its own right (Heslin, 2005).