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Research on Deep Learning Performance Improvement for Similar Image Classification (유사 이미지 분류를 위한 딥 러닝 성능 향상 기법 연구)

  • Lim, Dong-Jin;Kim, Taehong
    • The Journal of the Korea Contents Association
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    • v.21 no.8
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    • pp.1-9
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    • 2021
  • Deep learning in computer vision has made accelerated improvement over a short period but large-scale learning data and computing power are still essential that required time-consuming trial and error tasks are involved to derive an optimal network model. In this study, we propose a similar image classification performance improvement method based on CR (Confusion Rate) that considers only the characteristics of the data itself regardless of network optimization or data reinforcement. The proposed method is a technique that improves the performance of the deep learning model by calculating the CRs for images in a dataset with similar characteristics and reflecting it in the weight of the Loss Function. Also, the CR-based recognition method is advantageous for image identification with high similarity because it enables image recognition in consideration of similarity between classes. As a result of applying the proposed method to the Resnet18 model, it showed a performance improvement of 0.22% in HanDB and 3.38% in Animal-10N. The proposed method is expected to be the basis for artificial intelligence research using noisy labeled data accompanying large-scale learning data.

Factors Affecting the Self-Esteem of Single Households from Low-Income Families Aged 50-60 years: Structural Equation Model Analysis (50-60대 저소득층 1인 가구의 자존감에 미치는 영향요인 : 구조방정식모형 분석)

  • Yu, Young-Seol;Lee, Doh-Hee;Kim, Seon-Rye
    • Journal of the Korea Convergence Society
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    • v.12 no.8
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    • pp.67-75
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    • 2021
  • This study was conducted to verify the factors affecting self-esteem of the 50-69 aged with low income in single person households. The subjects were 233 single households in the 50-69 aged low income from the 2019 welfare panel data provided by the Ministry of Health and Welfare. The dependent variable was defined as self-esteem, and independent variables were relationship satisfaction and life satisfaction. Data analysis was carried out by using SEM analysis, As a result, relationship satisfaction did not have a direct effect on self-esteem, with a low value (path coefficient =0.24). However, relationship satisfaction positively influenced life satisfaction (path coefficient =0.71), and life satisfaction positively influenced the self-esteem (path coefficient =0.46). Thus life satisfaction between relationship satisfaction and self-esteem had a mediator effect on self-esteem with 0.32 value. Therefore, establishing the strategy which supports poor single person households, policy makers should consider methods improving relationship satisfaction and life satisfaction.

An Exploratory Study on the impact of EU Adequacy Decision on GDPR compliant companies (EU 적정성 결정이 GDPR 대상기업에 미치는 영향에 관한 탐색적 연구)

  • Kim, YoungSoo;Chang, Hangbae
    • Journal of Platform Technology
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    • v.9 no.4
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    • pp.32-41
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    • 2021
  • The EU enacted a law strongly regulating the GDPR to protect the privacy of its citizens on 25 May 2018. Compliance with GDPR is an essential prerequisite for companies to enter the European market in the global economic era. In this paper, Step-by-step measures have been defined to conclude DPA agreements for the appropriate level of protection against EU personal data transfer. To explore the benefits and expected effects of determining appropriateness at the government level. As a result, enterprises benefit from simplifying processes, reducing time, and reducing costs when entering the EU. Government-level support in response to personal data breach and communication with the EU Commission will have a positive impact, However, even after the adequacy decision, the entity continues to need activities to secure personal data through compliance with GDPR principles and obligations. Major operations of companies that comply with GDPR are also maintained as important tasks that must be observed in most cases except for the Data Protection Agreement.

Comparison of Health Behaviors according to Types of Metabolic Syndrome (대사증후군 유형에 따른 건강행위 비교)

  • JANG, TAEJEONG
    • Journal of the Korea Convergence Society
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    • v.12 no.5
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    • pp.385-392
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    • 2021
  • This study conducted to provide the evidence to prevent and promote Metabolic Syndrome by figuring out the relationship between diagnostic indicators and health behavior of participants with Metabolic Syndrome. The subject included 633 participants who visited to university medical center or public health center in Daejeon from July 2017 to July 2018 for regular check-up. The data were analyzed using independent t-test, ANOVA, Scheffe test, Pearson's correlation coefficients by SPSS/WIN 22.0 program. As a result, 633 participants showed the differences in health behaviors according to age, religion, level of education, and the number of diagnostic indicators. By types of metabolic syndrome based on "hyperglycemia", there was a difference in stress management between groups. Moreover, in the group with hyperglycemia, hyperlipidemia was associated with stress management among health behaviors. Therefore, it is necessary to provide an interventional program that include these factors to improve Metabolic Syndrome.

The Effect of Chain Exercise Types on the Exercise Performance Improvement in Lower Limb Exercise for the Life-Carement (라이프케어먼트를 위한 신체운동수행능력 향상에 사슬운동형태가 미치는 효과 연구)

  • Yang, Seung-Hoon
    • Journal of Korea Entertainment Industry Association
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    • v.14 no.8
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    • pp.391-396
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    • 2020
  • This study was to examined the effect of chain types exercise of lower limbs on the motor performance differences for the life-carement. For this, twenty normal adult women participated and they were examined the differences of exercise effects about abdominal muscle activity and balance ability by applying two types of chain exercise. In order to identify the differences we let them conduct exercise for 4 weeks with each type of exercise. And we used paired t-test and Independent sample t-test for comparing the differences in the group and inter groups. There was a significant difference in the value of 0.05 to verify statistical significance. As a result of this research, it was found that closed chain exercise is more effective than open chain exercise in muscle activity and balance function. Therefore, in the clinical therapeutic environment, if you apply chain exercise for patient to improve lower limb motor performance, we would recommend the close kinematic chain exercise.

Analysis of Factors Affecting the Take-over Time of Automated Vehicles Using a Meta-analysis (메타분석을 이용한 자율주행차 제어권 전환 소요시간 영향요인 도출)

  • Lee, Kyeongjin;Park, Sungho;Park, Giok;Park, Jangho;Yun, Ilsoo
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.21 no.4
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    • pp.167-189
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    • 2022
  • In the case of SAE autonomous driving levels 2 and 3, since complete autonomous driving is impossible, the take-over process is essential, and take-over time(TOT) is the most important factor in determining the safety of the autonomous driving system. Accordingly, research on TOT is being actively conducted, but each research is independently conducted and general conclusions that integrate various research results are required. Therefore, in this study, the factors affecting TOT were analyzed using meta-analysis, which integrates the results of individual studies and presents an integrated opinion. As a result of meta-analysis, a total of 10 influencing factors were selected, and most of them were related to the non-driving related task(NDRT) type. In addition, implications for the future research direction of take-over and NDRT were presented.

Research Records Management in Regional Public Hospital: Focusing on the Cases of Institutional Review Board (IRB) of Incheon Medical Center (지방의료원의 연구기록관리: 인천광역시의료원 임상연구윤리위원회(IRB) 사례)

  • Jiyeon Sim
    • Journal of Korean Society of Archives and Records Management
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    • v.23 no.1
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    • pp.127-132
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    • 2023
  • The Incheon Medical Center Institutional Review Board (IRB), a department that reflects the characteristics of Incheon Medical Center, a medical and public institution, was established in 2013. IRB contributes to performing its role as a local accountable care hospital and protecting researchers and subjects by proving the ethics of research conducted at the medical center. So far, IRB has reviewed a total of 80 research proposals for human subject research and human-derived material research, and it currently exists as an independent department directly under the president of the medical center. This paper aims to explain the registration and preservation of IRB-related records, the maintenance of the Records Management Standard Table and related regulations, and archives, as well as to present limitations and improvements in the disclosure, utilization, and classification of records.

군 장병의 그릿 및 주관적 안녕감이 자기결정성에 미치는 영향에 있어 회복탄력성의 매개효과

  • Bae, Dong-Hun;Byeon, Sang-Hae
    • 한국벤처창업학회:학술대회논문집
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    • 2022.11a
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    • pp.105-117
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    • 2022
  • 본 연구은 군 장병들의 자기결정성에 영향을 미치는 변인을 선정하고 회복탄력성의 매개효과를 알아보고자 한 박사학위논문의 요약본이다. 연구를 위해 전국 육군 8개 부대 장병 898명을 대상으로 자기결정성의 관련 변인을 측정하기 위한 설문을 실시하였다. 설문 결과는 통계분석을 시행하였는데, 매개효과 검증을 위해 독립변인으로 그릿과 주관적 안녕감을, 종속변인으로 자기결정성, 매개변인을 회복탄력성으로 하는 3단계 회기분석을 실시하였다. 연구 결과, 군 장병들의 일반적인 특징에서 성별과 회복탄력성 교육참여 여부는 각 변인에 유의한 차이를 보이지 않았고, 연령은 27세 이상, 계급은 부사관이 모든 변인에서 높은 수치를 보였다. 그릿과 주관적 안녕감의 하위요인들은 자기결정성에 모든 하위요인에 다소 높은 정적 상관관계와 유의한 영향을 미치는 것으로 나타났으며, 그릿과 주관적 안녕감의 하위요인들은 회복탄력성의 모든 하위요인과도 전반적으로 높은 정적 상관관계를 보였고, 전반적으로 유의한 영향을 미치는 것으로 나타났다. 회복탄력성의 하위요인들은 자기결정성의 하위요인 전반에 상관관계를 가졌으며, 부분매개효과를 확인했으나 일부요인은 기준을 충족하지 못하였다. 결론적으로 군 장병들에게 지속적인 관심과 꾸준한 노력을 기울일만한 동기부여가 무엇보다 필요하며, 군 장병들의 성공적인 자기결정력 성장을 위해서는 자율성 증진과 원활한 대인관계 환경 제공을 통한 그릿과 주관적 안녕감의 요인들의 충족이 필요함을 알 수 있었다. 또한 장병들의 회복탄력성 능력 향상을 위한 그릿과 주관적 안녕감 증진은 장병들의 자기결정성 증진에 기여할 주요 수단임을 알 수 있었고, 장병들의 주관적, 긍정적 심리상태와 자신 삶의 만족을 위한 주관적인 능력 증진을 위해서는 그릿 및 주관적 안녕감과 회복탄력성이 주요한 에너지로 활용될 수 있음을 추론할 수 있었다.

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Effect of oral health status and work loss on oral health-related quality of life of non-medical hospital workers (비의료직 병원 근로자의 구강건강 상태와 근로 손실이 구강건강 관련 삶의 질에 미치는 영향)

  • Hong, Min-Hee;Lee, Jung-Min;Jang, Ki-Won
    • Journal of Convergence for Information Technology
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    • v.12 no.2
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    • pp.163-173
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    • 2022
  • The purpose of this study is to explore risk factors affecting the oral health quality of life of non-medical hospital workers. As for the research method, a survey was conducted on 608 workers at hospitals in the metropolitan area from April 20 to July 30, 2021. As research tools, questions related to work loss, oral health status, and oral health quality of life were investigated. For the analysis methods, independent sample t-test, one-way ANOVA test, and hierarchical regression analysis were performed. As a result of controlling exogenous variables, gender(β=0.108), systemic disease(β=0.136), oral health level(β=0.201), and oral health status(β=0.463) were found to have an effect on the quality of life. Initiating regular oral health education for non-medical hospital workers will be of great help to promote oral health and work.

여성의 기업가정신이 창업성과에 미치는 영향: 경력단절여성창업자 대상으로 회복탄력성 조절효과검증

  • 길한나;김종성
    • 한국벤처창업학회:학술대회논문집
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    • 2023.11a
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    • pp.101-105
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    • 2023
  • 대한민국은 2017년 이후 저출산·고령화사회로 진입하였고 생산가능인구가 감소함에 따라 노동생산성이 낮아지고 있으며, 여성의 경력단절 문제가 심각한 사회문제로 대두되고 있다. 정부에서는 여성가족부와 고용노동부가 함께 여성의 경력단절 예방과 해결을 위해 다양한 지원창업과 경제활동을 장려하고 있지만 현실에서의 재취업장벽과 열악한 노동환경, 일과 가정의 양립 문제 등으로 인해 경력단절 여성들 특히, 고스펙·고학력의 여성들은 취업이 아닌 창업을 선택하고 있으나 창업의 성공률은 그다지 높지 않아 다양한 대비책이 요구되는 실정이다. 여성 기업가는 창업부터 성장하기까지 수많은 위험요소에 노출되어 있으며 이러한 위험요소를 체계적으로 관리하고 극복하는 노하우를 쌓아 잘 활용하였을 때 경제활동의 핵심주축으로 성장할 수 있으며 창업이라는 혁신적이고 생산적인 활동으로 전환해 일자리 창출 및 기업의 혁신과 나아가서는 국가경제발전에 기여할 수 있는 토대가 될 수 있다. 본 연구의 목적은 여성의 기업가정신이 창업성과에 미치는 영향을 실증 분석하는데 있다. 경력단절여성 창업자를 대상으로 기업가정신이 창업성과에 미치는 영향과 회복탄력성이 조절효과를 갖는지 여부를 확인하고자 하였다. 여성기업가 특유의 소비자의 욕구를 세심하고 활동적으로 파악하여 생활밀착형 아이디어가 풍성면모와 창조적인 아이디어를 갖고 적극적으로 실행해보고자 하는 진취적인 성향과 회복탄력성이 창업성과에 영향을 미칠 것이라는 상황에 초점을 두고 연구모형을 설정하였다. 이를 위해, 기업가정신의 구성요소를 '혁신성', '진취성', '위험감수성'을 독립변수로 구성하였고, 창업성과의 주요구성요소인 '재무성과', '비재무성과'를 종속변수로 설정하였다. 또한 회복탄력성을 조절변수로하는 연구모형을 상정하였고 이는 여성의 기업가정신과 창업성과의 관계에서 회복탄력성의 조절효과여부를 확인하여 여성의 기업가정신교육과 회복탄력성의 중요성을 밝히고 활성화를 목적으로 하고 있다. 본 연구는 여성의 기업가정신이 창업성과에 긍정적 영향을 미친다는 것을 규명했다는 점에서 시사점을 갖는다. 심각한 사회문제로 떠오르고 있는 여성의 경력단절 문제를 해소하기 위해 향후 중소벤처기업부 및 여성가족부, 고용노동부 등에서는 여성창업자를 대상으로 체계적인 기업가정신교육과 회복탄력성에 관한 교육을 시행할 것을 제언한다.

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