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An evaluation methodology for cement concrete lining crack segmentation deep learning model (콘크리트 라이닝 균열 분할 딥러닝 모델 평가 방법)

  • Ham, Sangwoo;Bae, Soohyeon;Lee, Impyeong;Lee, Gyu-Phil;Kim, Donggyou
    • Journal of Korean Tunnelling and Underground Space Association
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    • v.24 no.6
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    • pp.513-524
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    • 2022
  • Recently, detecting damages of civil infrastructures from digital images using deep learning technology became a very popular research topic. In order to adapt those methodologies to the field, it is essential to explain robustness of deep learning models. Our research points out that the existing pixel-based deep learning model evaluation metrics are not sufficient for detecting cracks since cracks have linear appearance, and proposes a new evaluation methodology to explain crack segmentation deep learning model more rationally. Specifically, we design, implement and validate a methodology to generate tolerance buffer alongside skeletonized ground truth data and prediction results to consider overall similarity of topology of the ground truth and the prediction rather than pixel-wise accuracy. We could overcome over-estimation or under-estimation problem of crack segmentation model evaluation through using our methodology, and we expect that our methodology can explain crack segmentation deep learning models better.

News Article Analysis of the 4th Industrial Revolution and Advertising before and after COVID-19: Focusing on LDA and Word2vec (코로나 이전과 이후의 4차 산업혁명과 광고의 뉴스기사 분석 : LDA와 Word2vec을 중심으로)

  • Cha, Young-Ran
    • The Journal of the Korea Contents Association
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    • v.21 no.9
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    • pp.149-163
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    • 2021
  • The 4th industrial revolution refers to the next-generation industrial revolution led by information and communication technologies such as artificial intelligence (AI), Internet of Things (IoT), robot technology, drones, autonomous driving and virtual reality (VR) and it also has made a significant impact on the development of the advertising industry. However, the world is rapidly changing to a non-contact, non-face-to-face living environment to prevent the spread of COVID 19. Accordingly, the role of the 4th industrial revolution and advertising is changing. Therefore, in this study, text analysis was performed using Big Kinds to examine the 4th industrial revolution and changes in advertising before and after COVID 19. Comparisons were made between 2019 before COVID 19 and 2020 after COVID 19. Main topics and documents were classified through LDA topic model analysis and Word2vec, a deep learning technique. As the result of the study showed that before COVID 19, policies, contents, AI, etc. appeared, but after COVID 19, the field gradually expanded to finance, advertising, and delivery services utilizing data. Further, education appeared as an important issue. In addition, if the use of advertising related to the 4th industrial revolution technology was mainstream before COVID 19, keywords such as participation, cooperation, and daily necessities, were more actively used for education on advanced technology, while talent cultivation appeared prominently. Thus, these research results are meaningful in suggesting a multifaceted strategy that can be applied theoretically and practically, while suggesting the future direction of advertising in the 4th industrial revolution after COVID 19.

5 Cases of Patients with Multiple Fractures of Ribs after a Traffic Accident who Improved with the Combination of Korean Medical Admission Treatment: Case Series (교통 사고로 발생한 다발 늑골 골절 환자의 한방복합입원치료로 호전된 증례 보고 5례)

  • Lee, Ji-won;Roh, Ji-ae;Choi, Gyu-cheol;Kim, Dong-jin;Hong, Jeong-su;Kim, Gook-beom;Kim, Hyo-jun;Kim, Sun-a;Kim, Hye-gyeong;Jeong, Wu-jin
    • The Journal of Internal Korean Medicine
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    • v.40 no.3
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    • pp.506-516
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    • 2019
  • Objectives: This study aimed to report five patients who had multiple rib fractures after a traffic accident who improved with the combination of Korean medical admission treatment. Methods: We collected the data of traffic accident patients with multiple rib fractures who were admitted to the Daejeon Jaseng Hospital of Korean Medicine from April 2018 to May 2018 to receive the combinational Korean medical treatment. We observed these cases of patients treated by Acupuncture, Pharmacopuncture, Herbal medicine, Oriental physical therapy, Chuna treatment. We measured the validity of the treatment with a numerical rating scale (NRS) and the European Quality of Life-5 Dimension (EQ5D) at admission, at two weeks, and at the discharge date of hospitalization. Results: At the end of the treatment, all patients showed a decrease in NRS scores and in increase in EQ5D. The median NRS score was 6 (5-7) at the date of admission and 4 (2-7) at two weeks and then decreased to 3 (2-6). The median EQ5D score was 0.513 (0.350-0.752) at the date of admission and 0.692 (0.418-0.913) at two weeks, and then increased to 0.783 (0.671-0.913). Conclusions: After the combination of Korean medicine admission treatment, five patients with multiple rib fractures after a traffic accident showed that the treatments were effective. However, the number of subjects was insufficient and individual efficacy was not measured in this study. Therefore, further studies are needed on this topic.

Research on the Applicability of Experientially Emotional Measurement Method in Product Design - Centred on Self-report Taking Seaside Seat Users- (경험적 감성 측정 방법의 제품 디자인 적용성에 관한 연구 -해변 벤치 이용자 대상의 자기-보고법을 중심으로-)

  • Huang, Chao;Go, Jung-Wook
    • The Journal of the Korea Contents Association
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    • v.19 no.9
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    • pp.658-665
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    • 2019
  • In the era of the rapid development of a tremendous number of new technologies and products, the emotional communication between products and users has become an important research topic. However, the user's emotional measurement methods have not been widely used in the field of product design. Besides, as an important space that can improve people's life quality and urban entertainment at the emotional level, seaside space also creates an atmosphere of frequent emotional communication among tourists, landscape and environmental facilities. To deduce the applicability and advantages and disadvantages of the experiential emotional measurement method in product design, this paper took the seaside seat users of Haeundae as the object and carried out the Self-report of the experiential emotional measurement method. Specifically, the experiment of Self-report was divided into two stages: prior survey and subsequent main investigation. Then the hypothesis was verified by using Bivariate Regression and Multiple Regression through SPSS. Furthermore, through the experiment of the Self-report, the applicability and advantages and disadvantages of experiential emotional measurement method in product design were derived. In the future, based on the applicability, advantages and disadvantages of the experiential emotional measurement method derived in this study, it is expected to become the fundamental and reliable data for the development of emotional measurement methods that can be suitable for product design.

Personalized Travel Path Recommendation Scheme on Social Media (소셜 미디어 상에서 개인화된 여행 경로 추천 기법)

  • Aniruddha, Paul;Lim, Jongtae;Bok, Kyoungsoo;Yoo, Jaesoo
    • The Journal of the Korea Contents Association
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    • v.19 no.2
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    • pp.284-295
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    • 2019
  • In the recent times, a personalized travel path recommendation based on both travelogues and community contributed photos and the heterogeneous meta-data (tags, geographical locations, and date taken) which are associated with photos have been studied. The travellers using social media leave their location history, in the form of paths. These paths can be bridged for acquiring information, required, for future recommendation, for the future travellers, who are new to that location, providing all sort of information. In this paper, we propose a personalized travel path recommendation scheme, based on social life log. By taking advantage, of two kinds of social media, such as travelogue and community contributed photos, the proposed scheme, can not only be personalized to user's travel interest, but also be able to recommend, a travel path rather than individual Points of Interest (POIs). The proposed personalized travel route recommendation method consists of two steps, which are: pruning POI pruning step and creating travel path step. In the POI pruning step, candidate paths are created by the POI derived. In the creating travel path step, the proposed scheme creates the paths considering the user's interest, cost, time, season of the topic for more meaningful recommendation.

An Analysis of the Research Trend on Life-long Education for People with Disabilities -Focusing on Journal Articles in Special Education and Disabled Welfare in Korea- (장애인 평생교육 관련 연구동향 분석 -국내 특수교육 및 장애인복지 관련 학술지를 중심으로-)

  • Joo, Jae Seung;Yoon, Ji Hyun;Kim, Doo Young
    • 재활복지
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    • v.20 no.1
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    • pp.23-42
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    • 2016
  • The purpose of this study was to analyze research trends in life-long education for people with disabilities by analyzing journal article related to special education and disabled welfare in Korea, present suggestions for future study in the field. For the purpose, the author selected 94 studies listed on 16 kinds of journal articles related to special education and disabled welfare, analyzed trend journals by year, trend research topics, research methods. The results through data analysis are as follows. First, the studies on life-long education with disabilities were increasing, expecially representing a sharp increase from 2014. Second, the research topic areas most referred were studies related life-long education curriculum and program, life-long learner and learner group. Third, most of the first authors came from universities in Metropolitan and Yeongnam area. The research study using a questionnaires was that the majority method. Based on this results, the implications for future studies on life-long education for people with disabilities were discussed.

Implicit and Explicit Attitudes of Korean Children towards Older Adults (한국 어린이의 노인에 대한 태도: 명시적 태도와 암묵적 태도 차이를 중심으로)

  • Han, Gyoung-hae;Seok, Minae;MaloneBeach, E.E.
    • 한국노년학
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    • v.37 no.2
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    • pp.475-496
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    • 2017
  • Increasing evidence shows that ageist attitudes towards older adults develop quite early in childhood in Western culture, yet, empirical research on this topic in Korea is lacking. It has been argued that as Korea has become more youth oriented, negative views of aging have emerged and Korean children are increasingly exposured to negative stereotypes of older adults. Nuclearization of family structure and consequent reduction of intergenerational interaction is considered to be another important factor. The purpose of this study is to find out whether Korean children have ageist attitudes. Acknowledging the possibility that children tend to report in socially appropriate ways to the explicit measures of ageism, we included implicit measures of ageism. Data was collected from 570 fourth to sixth grade elementary school children selected by quota sampling. The current study used Child-Age Implicit Association Test and two other explicit measurements. The original versions were modified to be culturally applicable to the Korean context. Results indicated that when measured explicitly, children do not report preferring younger person than older person. However when measured implicitly, it was found that children at this young age already reveal negative biases toward the elderly. Contrast to the fact that the level of explicit ageism is significantly different by demographic characteristics of children, no statistical difference in the level of implicit ageism is detected. Based on the results, implications are discussed.

Development of self-esteem enhancement program and effective evaluation through instructional sand box play -Focusing on Multicultural Family Children- (지시적 개별모래상자놀이를 통한 자아존중감 향상 프로그램개발 및 효과성 검증 -해체 다문화가족 아동을 중심으로-)

  • Lee, Ok-Ja
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.3
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    • pp.353-365
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    • 2019
  • The purpose of this research is to guide the development of the program for the Directive Individual Sand Box Play for the improvement of the self-esteem of children of the dissolved multicultural families. For quantitative analysis data, the scores from before and after the program were compared. The SPSS 18.0 Package was used for statistical analysis. For the qualitative analysis, the linguistic changes in B children during the session were collected and analyzed using the self-expression scale. The research period lasted for around 3 months from February 2017 to May 2017, for a total of 12 sessions which included individual activities, 1 session of group activities, and 1 night and 2 days of family camp activities featuring a total of 6 children. The main results of this research include quantitatively through the program of the Directive Individual Sand Box Play in relation to the social self-esteem capability at z=-2,200 on the level of p<.05, the significant difference was shown. Qualitatively, positive expression increased as sessions proceeded and negative expression reduced regarding the linguistic expressions by session of children B. This means that the method of the Directive Individual Sand Box which presents the topic and in addition, the process of visiting the house of a child which is the most secure environment had shown the effectiveness that increases the improvement of the self-esteem of the children of the dissolved multi-cultural families. According to the diverse special characteristics of clients, a preliminary basic framework for the mobile individual sand box program through the directive approach method will be prepared.

The Effects of Entrepreneurs' Perceived Norm and Self-Efficacy on Entrepreneurial Intention : Focusing on the Mediated Effect of Entrepreneurial Resilience (창업가의 지각된 규범과 자기효능감이 창업의도에 미치는 영향 : 창업가적 탄력성의 매개효과를 중심으로)

  • Kim, Wan-Gi;Suh, Sang-Hyuk
    • Journal of Korea Technology Innovation Society
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    • v.21 no.4
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    • pp.1386-1410
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    • 2018
  • Entrepreneurial resilience is one of the core competencies that young entrepreneurs should own. However, compared to its importance, related studies about this topic are rare, especially in Korea. Therefore, this study, for empirical analysis, included resilience to the research model expanding existing research. The purpose of this study is to identify the direct effects of perceived norms of young entrepreneurs, entrepreneurial self-efficacy, and entrepreneurial resilience on entrepreneurial intentions, and to identify the mediated effects between perceived norm, entrepreneurial self-efficacy, and entrepreneurial intention. The data used in this research were collected through questionnaires from 443 potential young entrepreneurs. Our experimental result show that social norm and entrepreneurial self-efficacy were positively related to entrepreneurial resilience. Moreover, personal norm, entrepreneurial self-efficacy, and entrepreneurial resilience were statistically significant on intention of entrepreneurial. As a result of the indirect effect, entrepreneurial resilience mediates the relationship between social norms, entrepreneurial self-efficacy, and entrepreneurial intention. Finally, this research has significant meaning because it shows the importance of entrepreneurial resilience to entrepreneurial intention of young entrepreneurs. However, the limitation of this study relates to the restriction of sample in certain regions and universities.

A Study on SNS Records Management (기록관리 대상으로서 SNS 연구)

  • Song, Zoo-Hyung
    • The Korean Journal of Archival Studies
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    • no.39
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    • pp.101-138
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    • 2014
  • This study examined the influence and meaning of SNS as the hot topic of our time from the archival perspective and also studied the 'SNS records management'. The many users mean a high accessibility and utilization of SNS, which increase the influence and value of SNS as a record. Politically, SNS is a tool that strengthens the communication among the voters, politicians and the public while economically, it is a window to accept the complaints of the customers and a marketing tool. In addition, the voices of social minorities are also recorded unlike in the traditional media, which makes the SNS record a method to gain the social variety and diversity. SNS is a place of formation of collective memory and collective memory itself. Furthermore, it can play the role of public sphere. It also is a place for generation of 'big data' in an archival sense. In addition, this study has classified the SNS records management into primary and secondary management that include record management entities, subjects, periods, methods, and causes. This study analyzed the history, status, and the meaning of SNS to assess the values and meanings as the preliminary study for the future SNS record management studies.