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Neural Networks for Emotion Classification
Neural Networks for Emotion Classification For obtaining master degree In computer science At Leiden Institute of Advanced Computer Science Under supervision of Dr. Michael S. Lew and Dr. Nicu Sebe by Yafei Sun August 2003 1 ACKNOWLEDGMENTS I would like to express my heartfelt gratitude to Dr. Michael S. Lew for his support, invaluable guidance, time, and encouragement. I’d like to express my sincere appreciation to Dr. Nicu Sebe for his countless ideas and advice, his encouragement and sharing his valuable knowledge with me. Thanks to Ernst Lindoorn and Jelle Westbroek for their help on the experiments setup. Thanks to all the friends who participated in the construction of the authentic emotion database. I would also like to Dr. Andre Deutz, Miss Riet Derogee and Miss Rachel Van Der Waal for helping me out with a problem on the scheduling of my oral presentation of master thesis. Finally a special word of thanks to Dr. Erwin Bakker for attending my graduation exam ceremony. 2 Neural Networks for Emotion Classification Table of Contents ABSTRACT ............................................................................................................................................5 1 INTRODUCTION ..........................................................................................................................5 2 BACKGROUND RESEARCH IN EMOTION RECOGNITION..............................................8 2.1 AN IDEAL SYSTEM FOR FACIAL EXPRESSION RECOGNITION: CURRENT PROBLEMS.....11 2.2 FACE DETECTION AND FEATURE EXTRACTION................................................................11 -
The Emotional Stroop Effect in Anxiety Disorders General Emotionality Or Disorder Specificity?
Anxiety Disorders 15 Q2001) 147±159 The emotional Stroop effect in anxiety disorders General emotionality or disorder specificity? Eni S. Beckera,*, Mike Rincka, JuÈrgen Margraf a, Walton T. Rothb aTU, Dresden, Germany bVA Palo Alto Health Care System, Palo Alto, CA, USA Received 8 January 1999; received in revised form 22 April 1999; accepted 15 October 1999 Abstract Selective attentional biases, often documented with a modified Stroop task, are considered to play an important role in the etiology and maintenance of anxiety. Two competing explanations for these effects are selectivity for highly emotional words in general vs. selectivity for disorder-specific words. We tested these explanations in 32 patients with generalized anxiety disorder QGAD), 29 patients with social phobia QSP), and 31 non-anxious controls. Stimuli were of four kinds: GAD-related words, SP-related words, words with a neutral valence, and words with a positive valence. Different attentional biases were observed: GAD patients were slowed by all types of emotional words, while SP patients were distracted specifically by speech-related words. D 2001 Elsevier Science Inc. All rights reserved. Keywords: Attention; Generalized anxiety disorder; Social phobia; Stroop task 1. Introduction Cognitive models of anxiety have received increasing empirical support over the past decade Qe.g., Barlow 1988; Beck, Emery, & Greenberg, 1985; 1992). * Corresponding author. Department of Clinical Psychology, Dresden University of Technology, D-01062 Dresden, Germany. E-mail address: [email protected] QE.S. Becker). 0887-6185/01/$ ± see front matter D 2001 Elsevier Science Inc. All rights reserved. PII: S0887-6185Q01)00055-X 148 E.S. -
Advertising (PDF)
Neuroscience 2013 SEE YOU IN San Diego November 9 – 13, 2013 Join the Society for Neuroscience Are you an SfN member? Join now and save on annual meeting registration. You’ll also enjoy these member-only benefits: • Abstract submission — only SfN members can submit abstracts for the annual meeting • Lower registration rates and more housing choices for the annual meeting • The Journal of Neuroscience — access The Journal online and receive a discounted subscription on the print version • Free essential color charges for The Journal of Neuroscience manuscripts, when first and last authors are members • Free online access to the European Journal of Neuroscience • Premium services on NeuroJobs, SfN’s online career resource • Member newsletters, including Neuroscience Quarterly and Nexus If you are not a member or let your membership lapse, there’s never been a better time to join or renew. Visit www.sfn.org/joinnow and start receiving your member benefits today. www.sfn.org/joinnow membership_full_page_ad.indd 1 1/25/10 2:27:58 PM The #1 Cited Journal in Neuroscience* Read The Journal of Neuroscience every week to keep up on what’s happening in the field. s4HENUMBERONECITEDJOURNAL INNEUROSCIENCE s4HEMOSTNEUROSCIENCEARTICLES PUBLISHEDEACHYEARNEARLY in 2011 s )MPACTFACTOR s 0UBLISHEDTIMESAYEAR ,EARNMOREABOUTMEMBERAND INSTITUTIONALSUBSCRIPTIONSAT *.EUROSCIORGSUBSCRIPTIONS *ISI Journal Citation Reports, 2011 The Journal of Neuroscience 4HE/FlCIAL*OURNALOFTHE3OCIETYFOR.EUROSCIENCE THE HISTORY OF NEUROSCIENCE IN AUTOBIOGRAPHY THE LIVES AND DISCOVERIES OF EMINENT SENIOR NEUROSCIENTISTS CAPTURED IN AUTOBIOGRAPHICAL BOOKS AND VIDEOS The History of Neuroscience in Autobiography Series Edited by Larry R. Squire Outstanding neuroscientists tell the stories of their scientific work in this fascinating series of autobiographical essays. -
Truth Be Told
Truth Be Told . - washingtonpost.com Page 1 of 4 Hello vidal Change Preferences | Sign Out Print Edition | Subscribe NEWS POLITICS OPINIONS LOCAL SPORTS ARTS & LIVING CITY GUIDE JOBS SHO SEARCH: washingtonpost.com Web | Search Ar washingtonpost.com > Print Edition > Sunday Source » THIS STORY: READ + | Comments Truth Be Told . Sunday, November 25, 2007; Page N06 In the arena of lie detecting, it's important to remember that no emotion tells you its source. Think of Othello suffocating Desdemona because he interpreted her tears (over Cassio's death) as the reaction of an adulterer, not a friend. Othello made an assumption and killed his wife. Oops. The moral of the story: Just because someone exhibits the behavior of a liar does not make them one. "There isn't a silver bullet," psychologist Paul Ekman says. "That's because we don't have Pinocchio's nose. There is nothing in demeanor that is specific to a lie." Nevertheless, there are indicators that should prompt you to make further inquiries that may lead to discovering a lie. Below is a template for taking the first steps, gleaned from interviews with Ekman and several other experts, as well as their works. They are psychology professors Maureen O'Sullivan (University of San Francisco), (ISTOCKPHOTO) Robert Feldman (University of Massachusetts) and Bella DePaulo (University of California at Santa Barbara); TOOLBOX communication professor Mark Frank (University at Resize Text Save/Share + Buffalo); and body language trainer Janine Driver (a.k.a. Print This the Lyin' Tamer). E-mail This COMMENT How to Detect a Lie No comments have been posted about this http://www.washingtonpost.com/wp-dyn/content/article/2007/11/21/AR2007112102027... -
School Violence Irvin Sam Schonfeld
09-Kelloway-4838.qxd 12/19/2005 3:53 PM Page 169 9 School Violence Irvin Sam Schonfeld book on workplace violence requires a chapter on school violence. A Schools are where teachers and children work. One of the goals of the National Educational Goals Panel (2000), an independent agency of the executive branch of the federal government, is the following: Every local educational agency will develop and implement a policy to ensure that all schools are free of violence and the unauthorized presence of weapons. The goal applies to the safety of students, faculty, and staff. The purpose of this chapter is threefold. First, the chapter summarizes what is known about the prevalence of violence and weapons in U.S. schools. Other prob- lematic behaviors that plague schools, including verbally assaultive behavior and drug use, are not addressed. Second, the chapter examines theories that bear on school violence and the empirical evidence linked to those theories. Third, the chapter looks at attempts to prevent school violence and, conse- quently, the suffering school violence causes. Prevalence of Violence __________________________________ and Weapons in the Schools Before reviewing the literature on the prevalence of violence and weapons in schools (in this section I limit prevalence findings to the 1990s and later), it Author’s Note: I thank Pearl Knopf Schonfeld for her editorial suggestions and Mark Davies and Lynn Mollick for comments on specific sections of the chapter. 169 09-Kelloway-4838.qxd 12/19/2005 3:53 PM Page 170 170 SOURCES AND FORMS OF WORKPLACE VIOLENCE is important to note a number of obstacles to accurately ascertaining the occurrence of violence. -
In Defense of Qualitative Changes in Development
In Defense of Qualitative Changes in Development The Harvard community has made this article openly available. Please share how this access benefits you. Your story matters Citation Kagan, Jerome. 2008. “In Defense of Qualitative Changes in Development.” Child Development 79 (6): 1606–24. https:// doi.org/10.1111/j.1467-8624.2008.01211.x. Citable link http://nrs.harvard.edu/urn-3:HUL.InstRepos:37964397 Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available under the terms and conditions applicable to Other Posted Material, as set forth at http:// nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of- use#LAA Child Development, November/December 2008, Volume 79, Number 6, Pages 1606 – 1624 In Defense of Qualitative Changes in Development Jerome Kagan Harvard University The balance between the preservation of early cognitive functions and serious transformations on these functions shifts across time. Piaget’s writings, which favored transformations, are being replaced by writings that emphasize continuities between select cognitive functions of infants and older children. The claim that young infants possess elements present in the older child’s concepts of number, physical impossibility, and object permanence is vulnerable to criticism because the inferences are based primarily on the single measure of change in looking time. It is suggested that investigators use unique constructs to describe phenomena observed in young infants that appear, on the surface, to resemble the psychological competences observed during later developmental stages. The primary goal of scientists working in varied allel in the motor profiles of the developing embryo disciplines is to explain how a phenomenon of (Hamburger, 1975). -
* Supplied by EMS Are the Best That Can Be Made from the Original
DOCUMENT RESUME ED 115 128 FL 007 330 AUTHOR Thogmartin, Clyde TITLE A Bibliography of Empirical Investigations of Certain Aspects of Foreign Language Teaching and Learning, 1925-1975. PUB DATE 75 NOTE 67p. EDRS PRICE MF-$0.76 HC-$3.32 Plus Postage DESCRIPTORS Academic Achievement; *Bibliographies; Bilingual Education; Bilingualism; Educational Equipment; *Educational Research; Error Patterns; Fles; Individual Differences; Instructional Materials; Instructional Media; Interference (Language Learning); *Language Instruction; Language Proficiency; *Language Research; Language Skills; Language Tests; Psycholinguistics; *Second Language Learning; Student Attitudes; Teaching Methods; Transfer of Training; Vocabulary Development ABSTRACT This 647-item bibliography is limited to reports on empirical research and discussions of research reports on various aspects of foreign language learning, mostly drawn from American and British journals and Ph.D. dissertations since 1925 and from ERIC documents. Principal topics include content of teaching materials, cognitive effects of bilingualism, measurement of bilingual proficiency, psychological studies of bilinguals, relationships between various language skills, the psycholinguistics of second language learning, transfer and interference, error analysis, vocabulary learning, bilingual education, foreign languages in the elementary schools, individual differences in language learning success, prognosis, teaching methods, equipment, media, testing, language difficulty, and effects of language learning -
Cognitive Psychology
COGNITIVE PSYCHOLOGY PSYCH 126 Acknowledgements College of the Canyons would like to extend appreciation to the following people and organizations for allowing this textbook to be created: California Community Colleges Chancellor’s Office Chancellor Diane Van Hook Santa Clarita Community College District College of the Canyons Distance Learning Office In providing content for this textbook, the following professionals were invaluable: Mehgan Andrade, who was the major contributor and compiler of this work and Neil Walker, without whose help the book could not have been completed. Special Thank You to Trudi Radtke for editing, formatting, readability, and aesthetics. The contents of this textbook were developed under the Title V grant from the Department of Education (Award #P031S140092). However, those contents do not necessarily represent the policy of the Department of Education, and you should not assume endorsement by the Federal Government. Unless otherwise noted, the content in this textbook is licensed under CC BY 4.0 Table of Contents Psychology .................................................................................................................................................... 1 126 ................................................................................................................................................................ 1 Chapter 1 - History of Cognitive Psychology ............................................................................................. 7 Definition of Cognitive Psychology -
Acknowledgment of Contributors and Patron Members President's Circle
Acknowledgment of Contributors and Patron Members The Board of Directors gratefully acknowledges the individuals and organizations whose commitment to AAAS has sustained our activities to advance science in the service of society and supported new activities in 2009. Lifetime Giving Society The Lifetime Giving Society recognizes our most generous donors—individuals who have contributed a cumulative total of $100,000 or more during the course of their involvement with AAAS. Philip H. and Neva Abelson* Fred Kavli The Roger & Ellen Revelle David E. Shaw & Esther Hoffman Beller* Daniel E. Koshland, Jr.* Family Beth Kobliner Shaw William T. Golden* Alan I. & Agnes Leshner Edgar J. Saltsman* Martin L. & Rose Wachtel* Caryl & Edna Haskins* Edith D. Neimark President’s Circle Individuals who made significant pledges and contributions to sustain our most timely and important activities in 2009 are highlighted here as members of the President’s Circle, a new initiative to recognize our top donors each year. $50,000 and above $1,000 - $2,499 Paul H. Klingbiel Anonymous (3) William A. Lester, Jr. Karen Artzt Robert & Margaret Hazen Peter Agre Carol B. Lynch Charles W. Axten Fred Kavli Gary K. Beauchamp J. Howard Marshall III Mary C. Barber Alan I. & Agnes Leshner Bernard Becker Richard J. Massey Steven J. Battel David E. Shaw & Nicholas A. Begovich Walter & Shirley Massey Gordon T. Beaham Beth Kobliner Shaw Monica M. & E. James Bradford Richard A. Meserve Edward C. Bessey Edward C. Brady $25,000 - $49,999 Ronald D. Miller Margaret B. Binette Andrew L. Brill Ernest J. Moniz Herman Birch Bruce M. & Betty Alberts Jean B. -
CBC IDEAS Sales Catalog (AZ Listing by Episode Title. Prices Include
CBC IDEAS Sales Catalog (A-Z listing by episode title. Prices include taxes and shipping within Canada) Catalog is updated at the end of each month. For current month’s listings, please visit: http://www.cbc.ca/ideas/schedule/ Transcript = readable, printed transcript CD = titles are available on CD, with some exceptions due to copyright = book 104 Pall Mall (2011) CD $18 foremost public intellectuals, Jean The Academic-Industrial Ever since it was founded in 1836, Bethke Elshtain is the Laura Complex London's exclusive Reform Club Spelman Rockefeller Professor of (1982) Transcript $14.00, 2 has been a place where Social and Political Ethics, Divinity hours progressive people meet to School, The University of Chicago. Industries fund academic research discuss radical politics. There's In addition to her many award- and professors develop sideline also a considerable Canadian winning books, Professor Elshtain businesses. This blurring of the connection. IDEAS host Paul writes and lectures widely on dividing line between universities Kennedy takes a guided tour. themes of democracy, ethical and the real world has important dilemmas, religion and politics and implications. Jill Eisen, producer. 1893 and the Idea of Frontier international relations. The 2013 (1993) $14.00, 2 hours Milton K. Wong Lecture is Acadian Women One hundred years ago, the presented by the Laurier (1988) Transcript $14.00, 2 historian Frederick Jackson Turner Institution, UBC Continuing hours declared that the closing of the Studies and the Iona Pacific Inter- Acadians are among the least- frontier meant the end of an era for religious Centre in partnership with known of Canadians. -
Psychology of School Learning: Views of the Learner
DOCUMENT RESUME ED 104 859 SP 009 097 AUTHOR Bart, William M., Ed.; Wong, Martin R., Ed. TITLE Psychology of School Learning: Views of the Learner. Volume I: Environmentalism. INSTITUTION MSS Information Ccrp., New York, N.Y. PUB DATE 74 'NOTE 249p. AVAILABLE FROM MSS Information 'orporation, 655 Madison Avenue, New York, New York 10021 ($6.25 paper, $12.00 cloth, 20 percent discount on orders of $200.00 or more) EDRS PRICE MF-$0.76 HC-$12.05 PLUS POSTAGE DESCRIPTORS Behavioral Objectives; Computer Assisted Instruction; Educational Philosophy; *Educational Psychology; *Environmental Influences; Higher Education; *Learning; *Learning Specialists; Reinforcement; Teacher Education ABSTRACT This document is the first of three volumes presenting essays from three schools of thought regarding learning. Volume one consists of readings from psychologists, philosophers, and learning theorists concerning the view that the learner isa product primarily of environmental factors. The list of essays includes the following:(a) "Ideas and Their Origin," (b) "The Free and Happy Student," (c) "The Technology of Teaching," (d) "Treatment of Nonreading in a Culturally Deprived Juvenile Delinquent: An Application of Reinforcement Principles," (e) "Production and Elimination of Disruptive Classroom Behavior by Systematically Varying Teacher's Behavior," (f) "Learning Theory Approaches to Classroom Management: Rationale and Intervention Techniques," (g) "A Token Reinforcement Program in a Public School: A Replication and Systematic Analysis," (h) "Educational -
Introduction
Cambridge University Press 978-0-521-86288-2 - Memory in Autism Edited by Jill Boucher and Dermot Bowler Excerpt More information Part I Introduction © Cambridge University Press www.cambridge.org Cambridge University Press 978-0-521-86288-2 - Memory in Autism Edited by Jill Boucher and Dermot Bowler Excerpt More information 1 Concepts and theories of memory John M. Gardiner Concept. A thought, idea; disposition, frame of mind; imagination, fancy; .... an idea of a class of objects. Theory. A scheme or system of ideas or statements held as an explan- ation or account of a group of facts or phenomena; a hypothesis that has been confirmed or established by observation or experiment, and is propounded or accepted as accounting for the known facts; a statement of what are known to be the general laws, principles, or causes of some- thing known or observed. From definitions given in the Oxford English Dictionary The Oxford Handbook of Memory, edited by Endel Tulving and Fergus Craik, was published in the year 2000. It is the first such book to be devoted to the science of memory. It is perhaps the single most author- itative and exhaustive guide as to those concepts and theories of memory that are currently regarded as being most vital. It is instructive, with that in mind, to browse the exceptionally comprehensive subject index of this handbook for the most commonly used terms. Excluding those that name phenomena, patient groups, parts of the brain, or commonly used exper- imental procedures, by far the most commonly used terms are encoding and retrieval processes.