• Title/Summary/Keyword: Self-Attention

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Analysis of Coexistence Rates of Attention Deficit/Hyperactivity Disorder Symptoms in Patients with Depression (우울감을 주소로 내원한 환자들에서 주의력 결핍/과잉행동장애 증상의 공존율 분석)

  • Jeong, Mi Young;Park, Seo Young;Kim, Jung Ho;Im, Woo Young;Lee, Yeon Jung
    • Korean Journal of Psychosomatic Medicine
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    • v.27 no.2
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    • pp.147-154
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    • 2019
  • Objectives : Cognitive dysfunction, including inattention, is often observed in patients with depression. Inattentive symptoms in patients with depression is similar to those among attention deficit/hyperactivity disorder (ADHD) patients. It is important to diagnose the two diseases accurately, because the treatment varies depending on the cause of inattention. This study aimed to investigate the coexistence rate of ADHD and the correlation between ADHD symptoms and depression in patients with depression. Methods : Participants in this study were 158 outpatients presenting with depression, who visited the psychiatric department from March 2015 to July 2018. Participants divided into a depression and a non-depression group according to the Korean version of the Center for Epidemiological Studies-Depression Scale (CES-D) score and were administered the following : a sociodemographic variables form (age, sex, academic background, occupation), the self-reporting test for adult ADHD (Adult Attention Deficit/Hyperactivity Disorder self-report scale-V 1.1; ASRS V1.1), and the Korean version of the Connors adult ADHD rating scale (K-CAARS). Descriptive statistical analysis, crossover analysis, t-tests, and Pearson's correlation coefficient were conducted on the data. Results : The coexistence rate of adult ADHD symptom was as high as 36.7% in patients with depression (p<0.001). In K-CAARS, the depression group (Inattention=1.80, Hyperactivity=1.92, Impulsivity=1.56, Self-concept=2.06) showed higher average scores on ADHD symptoms than the non-depressive group (Inattention=1.28, Hyperactivity=1.25, Impulsivity=1.09, Self-concept=1.42, p<0.001). Conclusions : This study confirmed that ADHD symptoms coexist in the depression group. When evaluating the symptoms of patients who complain of depression, it is suggested that they should be accurately diagnosed and appropriately treated with interest to the coexistence of ADHD symptoms and the possibility for ADHD diagnosis.

Attention Patterns and Semantics of Korean Language Models (한국어 언어모델 주의집중 패턴과 의미적 대표성)

  • Yang, Kisu;Jang, Yoonna;Lim, Jungwoo;Park, Chanjun;Jang, Hwanseok;Lim, Heuiseok
    • Annual Conference on Human and Language Technology
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    • 2021.10a
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    • pp.605-608
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    • 2021
  • KoBERT는 한국어 자연어처리 분야에서 우수한 성능과 확장성으로 인해 높은 위상을 가진다. 하지만 내부에서 이뤄지는 연산과 패턴에 대해선 아직까지 많은 부분이 소명되지 않은 채 사용되고 있다. 본 연구에서는 KoBERT의 핵심 요소인 self-attention의 패턴을 4가지로 분류하며 특수 토큰에 가중치가 집중되는 현상을 조명한다. 특수 토큰의 attention score를 층별로 추출해 변화 양상을 보이고, 해당 토큰의 역할을 attention 매커니즘과 연관지어 해석한다. 이를 뒷받침하기 위해 한국어 분류 작업에서의 실험을 수행하고 정량적 분석과 함께 특수 토큰이 갖는 의미론적 가치를 평가한다.

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Local and Global Attention Fusion Network For Facial Emotion Recognition (얼굴 감정 인식을 위한 로컬 및 글로벌 어텐션 퓨전 네트워크)

  • Minh-Hai Tran;Tram-Tran Nguyen Quynh;Nhu-Tai Do;Soo-Hyung Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.05a
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    • pp.493-495
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    • 2023
  • Deep learning methods and attention mechanisms have been incorporated to improve facial emotion recognition, which has recently attracted much attention. The fusion approaches have improved accuracy by combining various types of information. This research proposes a fusion network with self-attention and local attention mechanisms. It uses a multi-layer perceptron network. The network extracts distinguishing characteristics from facial images using pre-trained models on RAF-DB dataset. We outperform the other fusion methods on RAD-DB dataset with impressive results.

3D Dual-Fusion Attention Network for Brain Tumor Segmentation (뇌종양 분할을 위한 3D 이중 융합 주의 네트워크)

  • Hoang-Son Vo-Thanh;Tram-Tran Nguyen Quynh;Nhu-Tai Do;Soo-Hyung Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.05a
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    • pp.496-498
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    • 2023
  • Brain tumor segmentation problem has challenges in the tumor diversity of location, imbalance, and morphology. Attention mechanisms have recently been used widely to tackle medical segmentation problems efficiently by focusing on essential regions. In contrast, the fusion approaches enhance performance by merging mutual benefits from many models. In this study, we proposed a 3D dual fusion attention network to combine the advantages of fusion approaches and attention mechanisms by residual self-attention and local blocks. Compared to fusion approaches and related works, our proposed method has shown promising results on the BraTS 2018 dataset.

Investigation on the Consciousness in Business Foundation Motives for Small Business Enterprisers in Korean Multi-Cultural Families

  • Kim, Jong-Jin;Jung, Myung-Hee
    • Journal of Distribution Science
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    • v.14 no.12
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    • pp.53-59
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    • 2016
  • Purpose - The concept of lifetime job has disappeared, and men are interested in business foundation to work continuously with similar jobs. The value of business foundation is thought to be important in accordance with the viewpoint of society, government, individuals and family. Research design, data, and methodology - The economic exchange between South Korea and China has been expanded, and they are likely to play an important role in entry into China by business foundation in accordance with economic exchange between the two countries. As Korean residents inflow overseas, small businessmen business foundation shall be given attention scientifically and Korean Chinese business foundation shall be given attention as well. Results - The study investigated the effects on psychological characteristics and small business foundation motives upon business foundation will by using models. Self-efficacy and self achievement had positive influence upon small business foundation of Korean Chinese. The use of control variable had explanatory power (29.6%). Conclusions - The findings would help the government's small business foundation system to promote small business foundation and to be a guide for expansion in Korean Chinese's small business markets. An education program should be developed to strengthen Korean Chinese's self efficacy considering psychological characteristics.

The Mediating Effect of Self-Regulatory Skills on the Relationship between Mothers' Parenting Attitude and School Adjustment

  • LEE, Anne-Marie Soo Youn;LEE, Soo-Young
    • Educational Technology International
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    • v.22 no.2
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    • pp.139-167
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    • 2021
  • After experiencing school closures and online learning caused by COVID-19, the important role of school education was reinforced. Elementary school is the foundation of life and allows students to develop both social and academic skills. The purpose of this study was to examine the mediational role of Self-Regulatory Skills (SRS) on the relationship between Maternal Parenting Attitude (MPA) and School Adjustment (SA) of elementary school students. A total of 99 students enrolled in an international school in Seoul, Korea from grades 3 to 6 participated in this study. Data were analyzed through Independent Sample T-Test, one way ANOVA, Multiple Regression Analysis, and Hierarchical Regression Analysis using the SPSS 23.0. The findings of the study were as follows. First, there is a difference between genders and among grades. Second, only acceptance was significantly related to school adjustment. Third, acceptance, strict control, and accepted control are significantly related to SRS. Fourth, Self-Regulatory Skills (Sustained Attention) fully mediate the relationship between Maternal Parenting Attitude (Acceptance) and School Adjustment (Academic Attitude/ Rule compliance). Educational implications for understanding the role of parenting attitude and future directions are discussed.

Local Self-Government in the Conditions of Digitization: International-Legal Experience

  • Perezhniak, Boris;Vasylchuk, Larysa;Bevz, Tetiana;Pyroha, Serhii;Ulianov, Oleksiy
    • International Journal of Computer Science & Network Security
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    • v.22 no.10
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    • pp.165-170
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    • 2022
  • Nowadays more and more attention is paid to digital technologies, digitization, and the digitization of public services in particular. Progressive countries aim to build "digital" governance and a digital economy. In this aspect, the international experience of using digitization in the field of public administration, including in local self-government bodies, plays an important role. Therefore, it is important to analyze the international legal experience of the functioning of local self-government in the conditions of digitization. The purpose of the work is to study the international legal experience of the functioning of local self-government in the conditions of digitization. The object of the study is local self-government in the conditions of digitization through the prism of international legal experience. The subject of the study is social relations that arise, change, and cease during the implementation of digitization in local self-government in Ukraine and foreign countries. The research methodology consists of such methods as the method of philosophical hermeneutics; dialectical method; classification method; comparative method; target method; method of documentary analysis; generalization method. Research results. As a result of the conducted research, the international experience of the functioning of local self-government in conditions of digitization was analyzed. In particular, the impact of digitization processes on the course of the decentralization reform in Ukraine is summarized. Also, from the analysis of international experience, a conclusion was made about the potential possibility of reducing the existing gap in the process of communication between the central government and united territorial communities thanks to the introduction of the latest technologies in the field of administrative services, to stimulate innovative and economic development of regions, attracting the attention of businesses and potential investors, as well as the functioning of more open local authorities with electronic communication tools.

Analysis of Elementary School Students' Visual Attention on the Editorial Design of 'Structure and Function of Our Body' in the 2007·2009 Revised Elementary Science Textbook (2007·2009 개정 초등 과학 교과서 '우리 몸의 구조와 기능' 단원의 편집디자인에 따른 초등학생들의 시각적 주의 분석)

  • Shin, Won-Sub
    • Journal of Korean Elementary Science Education
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    • v.36 no.4
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    • pp.428-438
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    • 2017
  • The purpose of this study is to analyze the visual attention of elementary school students according to the editorial design of the 2007 2009 revised elementary science textbook 'Structure and function of our body'. For this purpose, eye movements were collected while elementary school students were watching real textbooks wearing mobile eye tracker. The BeGaze 3.7 program of SMI company was used analyzing eye movements. Twenty-six elementary school students participated voluntarily in mobile tracking research. Elementary students learned the contents of textbook related to 'digestive organ' and 'respiratory organ' by using double reading learning strategy. The results of this study are as follows. First, as a result of pre- and post-knowledge tests, there was no statistically significant difference in learning effect between 2007 revised and 2009 revised textbook editing design. Second, elementary school students tended to give more visual attention to text than textbook illustrations. Third, the selective attention and persistent attention of elementary students showed a very strong positive correlation (.940), but the selective attention and self-control showed a strong positive correlation (.499). Fourth, students with high level of attention and low level showed high visual occupancy in text than in illustrations. Fifth, elementary school students preferred the 2009 revised science textbook to the 2007 revised.

A Study of Academic Engagement and Academic Burnout among Middle School Students (중학생의 학업열의, 학업소진 관련 변인 연구)

  • Kwon, Eun-Kyeong
    • Journal of Digital Convergence
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    • v.18 no.11
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    • pp.123-127
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    • 2020
  • The purpose of this paper is to improve academic understanding of middle school students' academic problems by examining their impact on Academic Engagement and Academic Burnout, and to provide basic data to them in preparing various solutions. The Multiple Regression analysis was conducted on 388 middle school students to check the degree of influence on Academic Engagement and Academic Burnout, environmental Variables (parent relationship, friend relationship, teacher relationship) and individual Variables (life satisfaction, happiness, Self-Esteem, autonomy, Attention focused, Grit, depression). According to the analysis of 388 middle school students, the factors affecting Academic Engagement were: attention concentration, teacher relationship, persistence, self-respect, life satisfaction, parent relationship, depression and happiness. Second, the factors affecting Academic Burnout were depression, teacher relationships, friend relationships, parent relationships, persistence, self-respect, and attention. Since then, these findings have suggested directions and implications to prevent Academic Burnout, of middle school students in Korea and to them to Academic Engagement.

Development of the Attention-Deficit Hyperactivity Disorder-After School Checklist

  • Yoo, Hanik K.;Huh, Hannah;Lee, Sukhyun;Jung, Kwangmo;Kim, Bongseog
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • v.29 no.2
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    • pp.47-53
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    • 2018
  • Objectives: This study aimed to develop the attention-deficit hyperactivity disorder (ADHD)-After School Checklist (ASK) to evaluate the severity of ADHD symptoms and self-management ability in children and adolescents in South Korea. Additionally, we evaluated the reliability and validity of the scale. Methods: We developed the ASK to evaluate the effect of ADHD psychopathologies on self-management and interpersonal impulsivity. We investigated the reliability and validity of the scale with 1349 parents (male 56.9%; 1202 parents of non-ADHD children, 147 parents of children with ADHD) in Seoul and Gyeonggi Province, Korea. Results: According to the construct validity test using principal constant analysis with the varimax rotation method, two factors explained 60.7% of the cumulative variance in ASK scores. Cronbach's alpha for the whole scale was 0.71. There was no statistical difference between mean ASK scores at test and retest. Mean total ASK scores of the ADHD group were significantly higher than those of the non-ADHD group (p<0.001). Conclusion: The ASK can be used as a reliable and valid tool to evaluate not only self-management capability of children and adolescents with ADHD in their academic and everyday life, but also their impulsiveness in interpersonal relationships.