• Title/Summary/Keyword: Emotional learning

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Web Application for Creating Emotional ID Photos using Deep Learning (딥러닝을 활용한 감성 증명사진 제작 웹 애플리케이션)

  • Kim, Do Young;Kang, In Yeong;Kim, Yeon Su;Park, Goo man
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2022.06a
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    • pp.1261-1264
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    • 2022
  • 최근 본인에게 어울리는 색상을 배경으로 촬영하는 감성 증명사진이 유행하고 있다. 개인마다 퍼스널 컬러를 찾아 배경색에 적용하는 것은 시간, 비용, 인력적으로 어려움이 있으므로 자동으로 개인에 따른 배경색을 찾아서 사진을 합성하여 감성 증명사진을 제작해 주는 딥러닝 기반 시스템을 구축하였다. 본 논문에서는 Convolution Neural Network 를 기반으로 한 딥러닝 기술을 이용해 Image Matting 과 Multi-Label Classification 을 수행하여 기존 감성 증명사진들을 학습하여 모델을 구축하였으며, 해당 시스템으로 사용자에게 새로운 배경색이 적용된 감성 증명사진을 제공하는 웹 애플리케이션을 제안한다.

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Computer-Based Training Program to Facilitate Learning of the Relationship between Facial-Based and Situation-Based Emotions and Prosocial Behaviors

  • Takezawa, Tomohiro;Ogoshi, Sakiko;Ogoshi, Yasuhiro;Mitsuhashi, Yoshinori;Hiratani, Michio
    • Industrial Engineering and Management Systems
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    • v.11 no.2
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    • pp.142-147
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    • 2012
  • Individuals with autistic spectrum disorders (ASD) have difficulty inferring other people's feelings from their facial expressions and/or from situational cues, and therefore, they are less able to respond with prosocial behavior. We developed a computer-based training program to help teach the connection between facial-based or situation-based emotions and prosocial behavioral responses. An 8-year-old male school child with ASD participated in the study. In this program, he was trained to identify persons in need of help and appropriate prosocial responses using novel photo-based scenarios. When he misidentified emotions from photographs of another's face, the program highlighted those parts of the face which effectively communicate emotion. To increase the likelihood that he would learn a generalized repertoire of emotional understanding, multiple examples of emotional expressions and situations were provided. When he misidentified persons expressing a need for help, or failed to identify appropriate helping behaviors, role playing was used to help him appreciate the state of mind of a person in need of help. The results of the training indicated increases in prosocial behaviors during a laboratory task that required collaborative work. His homeroom teacher, using a behavioral rating scale, reported that he now understood another's emotion or situation better than before training. These findings indicate the effects of the training are not limited to the artificial experiment situation, but also carried over to his school life.

An Analysis of Teacher-Child Interaction Level based on Factors of Characteristics of Institution, Teacher, and Child Group (유아교육기관, 교사 및 유아집단 특성에 따른 교사-유아 상호작용 수준 분석)

  • Park, Chang Hyun;Na, Jung
    • Korean Journal of Childcare and Education
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    • v.8 no.6
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    • pp.99-125
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    • 2012
  • Teacher-child interaction was included in kindergarten and child care center accreditation evaluation and is considered as important as teaching and learning methods in the newly implemented Nuri curriculum. The purpose of this study was to confirm the difference of levels (emotional. verbal, behavioral) for the style of the interaction between teachers and children in kindergarten and child-care centers and to analyze direct effect and interaction effect, according to institution(kindergarten, childcare center). teacher(age, educational career, academic career), and child group(child number, child age) variables. The subjects in this study were 191 teachers in kindergartens and child-care centers in G region in Seoul. The overall average of the teacher-child interaction (emotional, verbal and behavioral interactions) was significantly higher, and there were not significant differences depending on the institution type and child group. According to the results of this study, factors of teacher characteristics affected the teacher-child interaction more than child-concerned variables.

Sentiment Prediction using Emotion and Context Information in Unstructured Documents (비정형 문서에서 감정과 상황 정보를 이용한 감성 예측)

  • Kim, Jin-Su
    • Journal of Convergence for Information Technology
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    • v.10 no.10
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    • pp.40-46
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    • 2020
  • With the development of the Internet, users share their experiences and opinions. Since related keywords are used witho0ut considering information such as the general emotion or genre of an unstructured document such as a movie review, the sensitivity accuracy according to the appropriate emotional situation is impaired. Therefore, we propose a system that predicts emotions based on information such as the genre to which the unstructured document created by users belongs or overall emotions. First, representative keyword related to emotion sets such as Joy, Anger, Fear, and Sadness are extracted from the unstructured document, and the normalized weights of the emotional feature words and information of the unstructured document are trained in a system that combines CNN and LSTM as a training set. Finally, by testing the refined words extracted through movie information, morpheme analyzer and n-gram, emoticons, and emojis, it was shown that the accuracy of emotion prediction using emotions and F-measure were improved. The proposed prediction system can predict sentiment appropriately according to the situation by avoiding the error of judging negative due to the use of sad words in sad movies and scary words in horror movies.

Exploring Recipients' Experience with the Home-based Rehabilitation Program Based on CBR Model through In-depth Interviews

  • Lee, Minyoung;Chung, Jinjoo;Hong, Hye Jung;Kim, Eunseung;Yoon, Bum Chul
    • The Journal of Korean Physical Therapy
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    • v.27 no.2
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    • pp.96-105
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    • 2015
  • Purpose: This study was conducted in order to explore self-perceived objectives, effects, determinant factors of satisfaction and demands on home-based rehabilitation service (HBRS) based on a community-based rehabilitation (CBR) model in community-dwelling disabilities. Methods: This research was conducted through in-depth interview. HBRS was conducted by four physical therapists for one hour a day, once a week, for eight weeks. After an eight-week intervention period, in-depth interviews were conducted using a semi-structured questionnaire for five recipients of HBRS and six care givers. Results: For the physical effect, some participants experienced positive effects, whereas others did not due to the short-term intervention period. For the social and emotional effects, 'occurrence of motivation for exercise', 'change of surroundings' and 'sorriness for the therapist' emerged as keywords. For the determinant factors of satisfaction, 'movement-inducing therapy', 'therapy from the specialist', 'development of friendship & social network', and 'learning the way of self-rehabilitation' emerged as keywords. For further demands on HBRS, participants stated that 'sufficient time for therapy', 'user opinion-reflected therapy', 'additional instructions for therapeutic exercise & activities of daily living', and 'active promotion for HBRS' were necessary. Conclusion: Participants were satisfied with the physical, social, emotional, and educational aspects of HBRS. In particular, the participants regarded educational aspects as the significant factor throughout self-perceived objectives, determinant factors of satisfaction and the demands. This result suggests that when providing HBRS to community-dwelling persons with disabilities, therapists should recognize the necessity and significance not only of the physical, but also the educational aspect of HBRS.

Analysis of the Emotional Effects of Agricultural Experience Program Based on Social Emotional Learning Theory in Elementary School Students (사회정서학습이론을 기반으로 한 농업체험 프로그램이 초등학생의 정서적 건강에 미치는 효과 분석)

  • Oh, Yun-Ah;Kim, Dae-Sik;Park, Sin-Ae
    • Journal of Korean Society of Rural Planning
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    • v.25 no.4
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    • pp.87-97
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    • 2019
  • 본 연구는 방과 후 농업 체험활동 프로그램이 초등학생의 정서지능과 회복탄력성 향상 및 우울감 감소에 미치는 영향을 알아보고자 실시하였다. 서울시 초등학교에 재학 중인 4-6학년(11-13세) 초등학생 총 30명이 본 연구에 참여하였다. 참여에 동의한 30명의 학생 중 농업체험 프로그램에 참여를 희망한 18명은 실험군으로, 농업체험 프로그램에 참여를 희망하지 않은 학생 12명은 대조군으로 집단화 하였다. 실험군은 2018년 4월부터 7월까지, 총 12주간(주 1회, 회기당 60분)의 방과 후 활동으로 본 프로그램에 참여하였다. 초등학생의 정서적 건강 증진을 위해 사회정서학습 이론에 기반한 농업체험 프로그램을 설계하였다. 프로그램 실시 전과 후에 자기보고식 설문지를 이용해 정서지능, 우울, 회복탄력성을 측정하였다. 그 결과, 농업 체험활동 프로그램에 참여한 초등학생의 정서지능이 향상되었고(P=0.031), 우울감이 감소된(P=0.011) 반면 대조군에서는 유의한 차이가 나타나지 않았다(P>0.05). 회복탄력성은 실험군과 대조군에서 모두 실험 전후 유의한 차이가 없었다(P>0.05). 본 농업체험 프로그램에 참여한 아동들은 프로그램에 대해 높은 만족감을 보고하였다. 따라서 본 연구에서 사회 정서학습이론을 적용한 농업체험 프로그램이 초등학교 고학년 학생의 정서지능 향상과 우울감 감소에 효과적인 것으로 나타났다. 추후, 표본수를 확대하여 농업 체험활동 프로그램의 효과 검증 연구가 추가적으로 필요할 것이라 생각되며, 다양한 지역의 초등학생들에게 확대 적용하는 연구도 필요할 것이다.

An Analysis of the Observing Methods for Classroom: Pilot Application of CLASS (수업관찰 기법의 특성과 내용 분석 - CLASS 기법의 시범적 적용 -)

  • Kim, Hyun-Wook;Ahn, Se-Keun
    • Korean Journal of Comparative Education
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    • v.28 no.2
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    • pp.77-95
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    • 2018
  • This study introduces the Classroom Assessment Scoring System (CLASS) and explores the characteristics of CLASS for observing classroom. The CLASS is a standardized observation instrument that was largely developed for use in the USA. The CLASS attempts to provide a conceptual framework for categorizing classroom interactions and consists of three broad domains of quality (emotional supports, classroom organization, instructional supports). We simulated this method to the elementary school classes. The professional-teacher makes the best use of student's initiation behaviors, and the novice teacher focused on the leading the contents of subject. The novice teacher tyr to make more positive climate and to present more frequent feedback to students than professional teacher's classroom. The professional teacher would like to reveal the student's opinions, questions and subtle emotional state. The CLASS can be used to collect data on a wide range of specific aspects of the teaching and learning process at any given time.

An EEG-based Deep Neural Network Classification Model for Recognizing Emotion of Users in Early Phase of Design (초기설계 단계 사용자의 감정 인식을 위한 뇌파기반 딥러닝 분류모델)

  • Chang, Sun-Woo;Dong, Won-Hyeok;Jun, Han-Jong
    • Journal of the Architectural Institute of Korea Planning & Design
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    • v.34 no.12
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    • pp.85-94
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    • 2018
  • The purpose of this paper was to propose a model that recognizes potential users' emotional response toward design by classifying Electroencephalography(EEG). Studies in neuroscience and psychology have made an effort to recognize subjects' emotional response by analyzing EEG data. And this approach has been adopted in design since it is critical to monitor users' subjective response in the preface of design. Moreover, the building design process cannot be reversed after construction, recognizing clients' affection toward design alternatives plays important role. An experiment was conducted to record subjects' EEG data while they view their most/least liked images of small-house designs selected by them among the eight given images. After the recording, a subjective questionnaire, PANAS, was distributed to the subjects in order to describe their own affection score in quantitative way. Google TensorFlow was used to build and train the model. Dataset for model training and testing consist of feature columns for recorded EEG data and labels for the questionnaire results. After training and testing, the measured accuracy of the model was 0.975 which was higher than the other machine learning based classification methods. The proposed model may suggest one quantitative way of evaluating design alternatives. In addition, this method may support designer while designing the facilities for people like disabled or children who are not able to express their own feelings toward alternatives.

Shelley's Frankenstein and Rousseau's Essay on the Origin of Languages (언어와 감정-셸리의 『프랑켄슈타인』과 루소의『언어의 기원론』)

  • Kim, Sang-Wook
    • Journal of English Language & Literature
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    • v.54 no.4
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    • pp.483-509
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    • 2008
  • For the last decades, criticism on Frankenstein has tried to make a link between Victor's Creature and Rousseaurean "man in a state of nature." Like the Rousseaurean savage in a state of animal, the monster has only basic instincts least needed for his survival, i.e. self-preservation, but turns into a civilized man after learning language. Most critics argue that, despite the monster's acquisition of language, his failure in entry into a cultural and linguistic community is the outcome of a lack of sympathy for him by others, which displays the stark existence of epistemological barriers between them. That is to say, the monster imagines his being the same as others in the pre-linguistic stage but, in the linguistic stage, he realizes that he is different from others. Interpreting the Rousseaurean idea of language, which appears in his writings, as much more focused on emotion than many critics think, I read the dispute between Victor and his Creature as a variation of parent-offspring conflict. Shelley criticizes Rousseau's parental negligence in putting his children into a foundling hospital and leaving them dying there. The monster's revenge on uncaring Victor parallels the likely retaliation Rousseau's displaced children would perform against Rousseau, which Shelley imaginatively reproduces in her novel. The conflict between the monster and Victor is due to a disrupted attachment between parent and child in terms of Darwinian developmental psychology. Affective asynchrony between parent and child, which refers to a state of lack of mutual favorable feelings, accounts for numerous dysfunctional families. This paper shifts a focus from a semiotics-oriented perspective on the monster's social isolation to a Darwinian perspective, drawing attention to emotional problems transpiring in familial interactions. In doing so, it finds that language is a means of communicating one's internal emotions to others along with other means such as facial expressions and body movements. It also demonstrates that how to promote emotional well-being in either familial or social relationships entirely depends on the way in which one employs language that can entail either pleasure or anger on hearers' part.

A Study on the Effects of Culture and Arts Education to Adolescents' Ego-Resilience (문화예술교육이 청소년의 자아탄력성에 미치는 영향 연구)

  • Yun, Seon Mi;Nam, Sang Moon
    • The Journal of the Convergence on Culture Technology
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    • v.7 no.4
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    • pp.281-289
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    • 2021
  • Adolescence is a period when ego resilience, the ability to overcome stress, is important because self-identity is not established. Culture and arts education has various effects on the ego resilience of adolescents, so school culture arts education and social culture arts education use teaching and learning methods appropriate to the situation of adolescents. Self-understanding of the effects of culture and arts education has a significant effect on emotional control, vitality, interpersonal relationships, optimism, and curiosity of adolescent ego resilience, On the other hand, it was found that emotional stability among the effects of culture and arts education did not have a significant effect on all factors of adolescent ego resilience. Therefore, it is necessary to prepare a plan to provide opportunities for career exploration as a more practical program for adolescence to understand themselves and develop themselves. In addition, Culture and arts education should be conducted with convergence research that enables youths to maintain good relationships with others, have high self-confidence, and play a role in a wide range of stable and mature lives.