• Title/Summary/Keyword: 사회적거리두기

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WiFi CSI Data Preprocessing and Augmentation Techniques in Indoor People Counting using Deep Learning (딥러닝을 활용한 실내 사람 수 추정을 위한 WiFi CSI 데이터 전처리와 증강 기법)

  • Kim, Yeon-Ju;Kim, Seungku
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.25 no.12
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    • pp.1890-1897
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    • 2021
  • People counting is an important technology to provide application services such as smart home, smart building, smart car, etc. Due to the social distancing of COVID-19, the people counting technology attracted public attention. People counting system can be implemented in various ways such as camera, sensor, wireless, etc. according to service requirements. People counting system using WiFi AP uses WiFi CSI data that reflects multipath information. This technology is an effective solution implementing indoor with low cost. The conventional WiFi CSI-based people counting technologies have low accuracy that obstructs the high quality service. This paper proposes a deep learning people counting system based on WiFi CSI data. Data preprocessing using auto-encoder, data augmentation that transform WiFi CSI data, and a proposed deep learning model improve the accuracy of people counting. In the experimental result, the proposed approach shows 89.29% accuracy in 6 subjects.

Prediction of Covid-19 confirmed number of cases using ARIMA model (ARIMA모형을 이용한 코로나19 확진자수 예측)

  • Kim, Jae-Ho;Kim, Jang-Young
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.25 no.12
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    • pp.1756-1761
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    • 2021
  • Although the COVID-19 outbreak that occurred in Wuhan, Hubei around December 2019, seemed to be gradually decreasing, it was gradually increasing as of November 2020 and June 2021, and estimated confirmed cases were 192 million worldwide and approximately 184 thousand in South Korea. The Central Disaster and Safety Countermeasures Headquarters have been taking strong countermeasures by implementing level 4 social distancing. However, as the highly infectious COVID-19 variants, such as Delta mutation, have been on the rise, the number of daily confirmed cases in Korea has increased to 1,800. Therefore, the number of cumulative confirmed COVID-19 cases is predicted using ARIMA algorithms to emphasize the severity of COVID-19. In the process, differences are used to remove trends and seasonality, and p, d, and q values are determined and forecasted in ARIMA using MA, AR, autocorrelation functions, and partial autocorrelation functions. Finally, forecast and actual values are compared to evaluate how well it was forecasted.

A Study on the Changes of the Restaurant Industry Before and After COVID-19 Using BigData (빅데이터를 활용한 코로나 19 이전과 이후 외식산업의 변화에 관한 연구)

  • Ahn, Youn Ju
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.6
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    • pp.787-793
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    • 2022
  • After COVID-19, with the emergence of social distancing, non-face-to-face services, and home economics, visiting dining out is rapidly being replaced by non-face-to-face dining out. The purpose of this study is to find ways to create a safe dining culture centered on living quarantine in line with the changing trend of the restaurant industry after the outbreak of COVID-19, establish the direction of food culture improvement projects, and enhance the effectiveness of the project. This study used TEXTOM to collect and refine search frequency, perform TF-IDF analysis, and Ucinet6 programs to implement visualization using NetDraw from January 1, 2018 to October 31, 2019 and December 31, 2021, and identified the network between nodes of key keywords. Finally, clustering between them was performed through Concor analysis. As a result of the study, if you check the frequency of searches before and after COVID-19, it can be seen that the COVID-19 pandemic greatly affects the changes in the restaurant industry.

Impact of the COVID-19 pandemic on depression during pregnancy: a cross-sectional study (COVID-19 팬데믹이 임부의 우울에 미치는 영향)

  • Da-bin Seok;Hyeon Ok Ju
    • Women's Health Nursing
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    • v.29 no.1
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    • pp.44-54
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    • 2023
  • Purpose: Uncertainty and restrictions on daily life have increased fear, stress, and depression during the coronavirus disease 2019 (COVID-19) pandemic. Depression is the most common mental health problem in pregnant women. The purpose of this study was to evaluate the levels of fear and stress related to COVID-19 experienced by pregnant women, as well as their levels of depression, and to examine the factors associated with depression during pregnancy. Methods: This was a cross-sectional, correlational study conducted among 153 pregnant women who visited a maternity hospital in Busan, South Korea. A self-reported questionnaire was used for data collection from December 18, 2021 to March 8, 2022. Data were analyzed using descriptive statistics, the independent t-test, one-way analysis of variance, Pearson correlation coefficients, and multiple regression. Results: Pregnant women experienced a moderate level of fear related to COVID-19, with an average score of 21.55±4.90. The average score for depression during pregnancy was 14.86±11.10, with 50.3% of the participants experiencing depression (≥13). The factors associated with depression during pregnancy were fear of COVID-19, contact with a confirmed case of COVID-19, being in the third trimester of pregnancy, high stress levels due to difficulties experienced from social distancing measures, and unintended pregnancy. These five statistically significant factors explained 35.0% of variance in depression during pregnancy. Conclusion: Considering the prevalence of depression in pregnant women during the COVID-19 pandemic, it is necessary to develop interventions to reduce anxiety by providing correct information and alleviating the stress of social distancing.

A Study on Influence of Digital Literacy on Intention of Non-contact Service Continuous Use -Focusing on satisfaction and self-efficacy as a mediator variable and age as a moderating variable- (디지털 리터러시가 비대면 서비스 지속사용에 미치는 영향 연구 -만족, 자기 효능감 매개변수와 연령 조절변수 중심으로-)

  • Na, Ji-Young
    • Journal of Digital Convergence
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    • v.20 no.5
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    • pp.187-195
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    • 2022
  • The demand for non-contact service has increased a lot along with the development of technology and the generalization of social distancing to prevent COVID-19 spread during the pandemic. This study analyzed mediator and moderating variables between digital literacy and intention of continuous use of non-contact service were identified. The result showed that digital literacy had a significant influence on intention of continuous use of non-contact service. In particular, self-efficacy and satisfaction played a moderating role in the relation between digital literacy and intention of continuous use of non-contact service. This study is intended to contribute to expanding the base of non-contact service by verifying whether satisfaction and self-efficacy played important mediator variables in the relation between digital literacy and intention of continuous use of non-contact service

A Case Study on the Distribution of Cultural Contents in the Untact Era Using Big Data (빅데이터를 활용한 언택트 시대의 1인 콘텐츠 유통 사례 분석)

  • Wang, Deok-won;Kim, Jeong-hyeon;Son, Hye-ji;Jeon, Min-jun;Choi, Hun
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2021.05a
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    • pp.301-302
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    • 2021
  • After the Korona 19, "social distancing" was implemented, existing "pop culture" or entertainment programs were unable to communicate in both directions and declined. Since then, "Untact content" has shown its potential to grow due to untouch performances such as BTS' "Bangbangcon" and the rapid growth of Netflix, a global OTT (online video service). In addition, most of the global and Untact content is online and digital, which means a huge amount of big data will be poured out. Therefore, analyzing the big data poured out during the distribution of untact content will help us identify consumers' needs, and the growth expectations will also be high. Therefore, we would like to explore the research cases that have been conducted in existing studies regarding the subject of the study and analyze how big data can affect the distribution of content in the Untact era.

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Effects of Job Stress on Turnover among Counselors in National Protection Agencies for the Elderly(NPAE): Focused on Mediated Effect of Working Environment (노인보호전문기관 상담원들의 직무스트레스가 이직의도에 미치는 영향: 업무환경의 매개효과를 중심으로)

  • Kim, Mincheol;Hur, Junsoo
    • The Journal of the Korea Contents Association
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    • v.21 no.5
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    • pp.384-397
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    • 2021
  • This study seeks to dertermine the influence and mediating effect of work environments among counselors at National Protection Agencies for Elderly(NPAE), who are conducting elderly abuse prevention service when domestic and facility abuse is augmenting due to social distancing as a result of COVID-19, on turnover intention. This study ultimately applied the analysis of 290 replies to surveys that were distributed to 306 workers at a total of 34 National Protection Agencies for Elderly(NPAE). The nationwide investigation was carrid out from 1st July until 30th July, 2020. SPSS 23.0 was used for the analysis and the Sobel-Test was conducted to verify the multiple regression analysis and significance. This was for the confirmation of descriptive statistics, correlation analysis and mediation effect so that the influence and relationships of variables could be verified. The results are as follows. First the job stress of counselors in the NPAE had a positive effect on turnover intention. Second, the work environment of the NPAE was found to have a negative influence on turnover intention. Third, the work environment played a significant partially mediating role in the relation between the job stress and turnover intention among the counselors. Based on such research results, policy and practical implications to reduce the stress, improve the work environment and reduce turnover of counselors in the NPAE were presented.

Prospect and direction of Changgeuk for Young People - Focused on by National Changgeuk Company of Korea - (청소년 창극의 가능성과 방향 - 국립창극단의 <내 이름은 오동구>를 중심으로 -)

  • Kim, Yoo Mi
    • (The) Research of the performance art and culture
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    • no.34
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    • pp.43-71
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    • 2017
  • Theatre for young people which have been barely survived after 1990's are attracting new attention because the systemic production of Theatre for young people by establishment of theatre for young people institute in national theatre company has affected and the influence of adolescent on society has been increasing. It brought the phenomenon that theatre for young people becomes young writers' first work. The national chaggeuk company of Korea firstly showed the work which can be described as theatre for young people in 2013. It seems to be meaningful to examine how the critical mind of theatre for young people is expressed in changgeuk because its writer and director are all experts on theatre for young people and theatre for young people takes a part among vigorous experiments of changgeuk. This study starts with the premise that it is necessary to examine the meaning and the direction because it's the first theatre for young people. It can have positive review because it highlights the present meaning of tradition which channgeuk has by contemporary questioning and it keeps the identity of channgeuk by making it focused on rhythm despite various musical attempts. However, it seems to be solved that it weakened the possibility of voluntary playgoing by putting distance to audience with emphasis of dramatic aspect and curtail of commentary. As the way to solve this problem, it is suggested to be an effective strategy to set the goal direction and repeat various description.

A Study of Determinants of Video-on-Demand View : Focusing on the Correlation between COVID-19 and Movie Views (영화 VOD 시청 건수 결정요인 : 코로나 19와 영화 시청의 관계를 중심으로)

  • Hong, Jin-Woo;Ha, Ji-Hwang;Jo, Jee-Hyung
    • Journal of Korea Entertainment Industry Association
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    • v.15 no.8
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    • pp.117-130
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    • 2021
  • The government's social distancing policy and concerns about COVID-19 are increasing restrictions on outdoor leisure activities. Based on the decrease in outdoor leisure activities and the increase in indoor leisure activities, The purpose of this study is to examine the correlation between the degree of new confirmed cases of COVID-19 and the number of VOD views. This study conducted a time series analysis for 348 days from February 18, 2020 to January 31, 2021. Data were collected from the number of daily VOD views provided by the Korean Film Council and the number of new confirmed cases of COVID-19 provided by the Korea Centers for Disease Control and Prevention. The analysis showed that the number of confirmed COVID-19 cases has a significantly positive effect on the number of daily movie VOD views at the 5% significance level. This results indicate that the more confirmed cases of COVID-10, the more people watch movie VOD as indoor leisure activities. While previous studies examined the relationship between the confirmed cases of COVID-19 and indoor leisure activities in general, this study tried to academically contribute by analyzing the impact on specific indoor leisure activities. The practical implications of this study are as follows. The results of this study show that efficient promotions are possible based on significant social issues, such as infectious diseases. According to the results, promotions that respond quickly to changes are more effective than long-term promotions considering the climate or seasons. Due to the limitations of the data, the current study was conducted based only on PPV, but future research should also consider various billing forms such as PPM and SVOD.

Church Education in the COVID-19 Era (포스트 코로나 시대의 교회교육)

  • Yu, Jae Deog
    • Journal of Christian Education in Korea
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    • v.63
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    • pp.13-37
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    • 2020
  • The World Health Organisation(WHO), paying attention to the spread and fatality of the coronavirus(COVID-19), which first occurred in Wuhan, China, declared a global emergency. Although many countries implement strict measures to slow down the spread, WHO officially declared a pandemic. COVID-19 has sparked fears of an impending economic crisis and recession. Due to the economic crisis caused by social distancing, self-isolation and travel restrictions, the collapse of the world economic system centered on free trade and the decline of globalization are mentioned. Political leadership that has not responded properly to the pandemic is challenged, and nearly all of society is rapidly changing to a non-contact and immobile culture. COVID-19 has seriously affected all levels of the education system, from preschool to tertiary education. The so-called old concept of deschooling is realizing in the field of education through digital media paradoxically. Church education is facing a serious crisis as well. Churches are seeking now a new normal that includes theological reflection on the pandemic, online worship, education, and non-face-to-face ministry to overcome the worst unexpected crisis. In the post-corona era, church education must actively seek alternatives in response to rapidly changing surrounding conditions and reconstruct educational philosophy(theology) that focuses on Christian values. In addition, it is necessary to start operating a mobile(or online) church school that combines offline and online. It is necessary to introduce 'Blended Learning' method that combines non-face-to-face and face-to-face learning, and by combining church school and homeschooling, churches and families need to share the responsibility of education in faith.