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Ensemble trading algorithm Using Dirichlet distribution-based model contribution prediction (디리클레 분포 기반 모델 기여도 예측을 이용한 앙상블 트레이딩 알고리즘)

  • Jeong, Jae Yong;Lee, Ju Hong;Choi, Bum Ghi;Song, Jae Won
    • Smart Media Journal
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    • v.11 no.3
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    • pp.9-17
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    • 2022
  • Algorithmic trading, which uses algorithms to trade financial products, has a problem in that the results are not stable due to many factors in the market. To alleviate this problem, ensemble techniques that combine trading algorithms have been proposed. However, there are several problems with this ensemble method. First, the trading algorithm may not be selected so as to satisfy the minimum performance requirement (more than random) of the algorithm included in the ensemble, which is a necessary requirement of the ensemble. Second, there is no guarantee that an ensemble model that performed well in the past will perform well in the future. In order to solve these problems, a method for selecting trading algorithms included in the ensemble model is proposed as follows. Based on past data, we measure the contribution of the trading algorithms included in the ensemble models with high performance. However, for contributions based only on this historical data, since there are not enough past data and the uncertainty of the past data is not reflected, the contribution distribution is approximated using the Dirichlet distribution, and the contribution values are sampled from the contribution distribution to reflect the uncertainty. Based on the contribution distribution of the trading algorithm obtained from the past data, the Transformer is trained to predict the future contribution. Trading algorithms with high predicted future contribution are selected and included in the ensemble model. Through experiments, it was proved that the proposed ensemble method showed superior performance compared to the existing ensemble methods.

A Study on the Classification of OVAL Definitions for the Application of SCAP to the Korea Security Evaluation System (국내 보안평가체제에 SCAP을 활용하기 위한 OVAL 정의 분류 연구)

  • Kim, Se-Eun;Park, Hyun-Kyung;Ahn, Hyo-Beom
    • Smart Media Journal
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    • v.11 no.3
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    • pp.54-61
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    • 2022
  • With the increase in the types of information systems managed by public institutions and companies, a security certification system is being implemented in Korea to quickly respond to vulnerabilities that may arise due to insufficient security checks. The korea security evaluation system, such as ISMS-P, performs a systematic security evaluation for each category by dividing the categories for technical inspection items. NIST in the United States has developed SCAP that can create security checklists and automate vulnerability checks, and the security checklists used for SCAP can be written in OVAL. Each manufacturer prepares a security check list and shares it through the SCAP community, but it's difficult to use it in Korea because it is not categorized according to the korea security evaluation system. Therefore, in this paper, we present a mechanism to categorize the OVAL definition, which is an inspection item written in OVAL, to apply SCAP to the korea security evaluation system. It was shown that 189 out of 230 items of the Red Hat 8 STIG file could be applied to the korea security evaluation system, and the statistics of the categorized Redhat definition file could be analyzed to confirm the trend of system vulnerabilities by category.

A Study on Utilization Method of the Metaverse in Digital Heritage (디지털 문화유산의 메타버스 활용방안 연구)

  • Seol, Yeonsu;Joo, Chungmin;Yoo, Jongwon
    • Smart Media Journal
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    • v.10 no.4
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    • pp.111-120
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    • 2021
  • This study looked at how the digital cultural heritage, which is being actively built by the government and public institutions, can be utilized in the metaverse service. Through an expert interview, we investigated how the digital cultural heritage of Bulguksa can be serviced with the four elements of the metaverse: augmented reality, mirror world, lifelogging, and virtual world. As a result of the study, it was confirmed that when digital cultural heritage is used in a virtual space called metaverse, interactive and realistic services can be provided to users. In addition, it was found that users can exhibit, experience, and educate online parts that are not available in real life in the same situation as if they were in the field. Through this, it was confirmed that if digital cultural heritage is designed as a metaverse service, it can provide functions and services of a different level than before. In particular, the result was obtained that it is possible to provide services considering the characteristics of each of the four elements of the metaverse. First, it is possible to obtain the convenience of augmenting the senses by using augmented reality, and secondly, it is possible to obtain the scalability and efficiency of reproducing the real space by using it as a mirror world element. Third, by using the lifelogging element, communication can be strengthened through the user's record and connection, and fourthly, through the virtual world element, roles and activities in the virtual world can be given to the user. Therefore, if digital cultural heritage is developed as a metaverse service in consideration of these factors, a more active and open experience environment can be provided to users.

A Fog-based IoT Service Interoperability System using Blockchain in Cloud Environment (클라우드 환경에서 블록체인을 이용한 포그 기반 IoT 서비스 상호운용 시스템)

  • Kim, Mi Sun;Park, Yong Suk;Seo, Jae Hyun
    • Smart Media Journal
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    • v.11 no.3
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    • pp.39-53
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    • 2022
  • Cloud of Things (CoT) can provide IoT applications with unlimited storage functions and processing power supported by cloud services. However, in a centralized cloud of things, it can create a single point of failure that can lead to bottleneck problems, outages of the CoT network. In this paper, to solve the problem of centralized cloud of things and interoperate between different service domains, we propose an IoT service interoperability system using distributed fog computing and blockchain technology. Distributed fog is used to provide real-time data processing and services in fog systems located at a geographically close distance to IoT devices, and to enable service interoperability between each fog using smart contracts and distributed ledgers of the blockchain. The proposed system provides services within a region close to the distributed fog entrusted with the service from the cloud, and it is possible to access the services of other fogs without going through the cloud even between fogs. In addition, by sharing a service right token issuance information between the cloud and fog nodes using a blockchain network, the integrity of the token can be guaranteed and reliable service interoperability between fog nodes can be performed.

Representative Emotions Felt Regarding Traditional Korean Ceramic Tableware (한국 전통의 도자 식기에서 느껴지는 대표 감성)

  • Park, Eun Jung
    • Smart Media Journal
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    • v.11 no.8
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    • pp.47-54
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    • 2022
  • It is necessary to discover Korea's diverse traditional culture and publicize it to the world to continue the Korean Wave and develop it in a more positive direction. The present study proposes methods for publicizing little-known 'traditional Korean ceramic tableware' by focusing on Hansik, which is the most frequently published in the British Oxford Dictionary among Korean traditional cultures and can best represent Korean food. To this end, the present study measured cultural recipients' emotions regarding traditional Korean ceramic tableware to derive the 'representative emotions felt regarding traditional Korean ceramic tableware' as a method to reflect it in the design. First, the Delphi Technique was carried out based on 182 emotional vocabulary items collected from existing studies to create 33 groups of emotional vocabularies with similar concepts. In addition, among the emotional vocabularies included in each of the 33 groups, those of overlapping concepts were regrouped based on the characteristics of traditional Korean ceramic tableware, and the most appropriate emotional vocabularies were extracted and reduced to 75. A survey was carried out with 135 cultural recipients experienced with traditional Korean ceramic tableware to derive 32 representative emotions felt regarding traditional Korean ceramic tableware. Finally, from the results of a factor analysis of 32 representative emotions, this study classified vocabulary into six emotion categories including 'aesthetic, pleasure, freshness, ownership, satisfaction, and comfort'. The six emotion categories and 32 representative emotions derived from this study's results can be utilized to measure emotional levels felt by cultural recipients while using traditional Korean ceramic tableware.

Articulation of Characteristics and Image - Focused on the Manmun-Manwha (문(文)과 화(畵)의 절합 -만문만화(漫文漫畵)를 중심으로)

  • Seo, Eun-Young
    • Journal of Popular Narrative
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    • v.27 no.2
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    • pp.179-214
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    • 2021
  • The purpose of this study is to reconsider the background of the acceptance and formation of Manmun Manhwa in colonial Joseon. It raises questions about previous discussions that cartoons have emerged as a political product of Japan's suppression of the media. Through this, this paper look at other possibilities in consideration of the colonial Joseon's situation of inner movement and the influx of popular culture. The term "Manmun-Manhwa" was first used in 1925, not by Ahn Seok-Ju. In addition, Ahn Seok-Ju returned home after studying in Tokyo and developed a cartoon in earnest. This paper traces the background and meaning of his interest in universal comics. Ahn Seok-Ju emphasized literary characteristics and image to all cartoonists. This marked the birth of a cartoonist with literary qualities and a cartoonist with the ability to write. This represents the cultural scene of the 1920s and 1930s, which was reorganized from text-oriented to Image text, with the emergence of a unique style of universal comics. In the end, Manmun Manhwa(comics) have emerged as the purpose of modern journalism and a strategy to popularize them. Considering the circumstances of this era, the acceptance of Manmun Manhwa is being examined in various ways in the connection between comics and essays. Like this, Manmun Manhwa are an important symbol of the colonial cultural arena, reorganizing not only cartoon history but also modern media into image text.

A Study on the Evaluation and Improvement of Accessibility in Korean Online e-Journal (국내 온라인 학술지의 접근성 평가 및 개선에 관한 연구)

  • Boseong, Jang
    • Journal of the Korean Society for Library and Information Science
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    • v.56 no.4
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    • pp.161-180
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    • 2022
  • This study aims to improve the accessibility of websites that can search for online e-journals and check the original text, and the accessibility of web contents in the form of article papers. In order to publish online e-journals in Korea, article contribution management system is used, and services are provided through public or private academic DB companies. There was no content related to accessibility in the publishing and editing stage of online e-journals. In the case of foreign countries, objective to comply with Level AA of WCAG 2.1 to improve accessibility of websites and web content. In addition, the level of accessibility of academic journals is guided through VPAT. In order to improve access to web content in online journals, Accessibility matters are added to the academic society's editorial and publication regulations. Accessibility education should be provided to journal editors. Accessibility checklists should be developed and researchers should verify themselves. To improve the accessibility of online e-journals to websites, For equal use, various convenience functions should be provided when using the website. It guides the accessibility function to the article contribution management system. Each academic and academic DB company should be required to submit a Korean VPAT.

Systematic Review of the Effects of Blood Flow Exercise for Health-care Promotion: A Focus on Korean Domestic Research (헬스케어 증진을 위한 혈류조절 가압 운동의 효과에 대한 체계적 문헌고찰 ; 국내 연구 중심으로)

  • Seo, Tae-Hwa;Kim, Dong-Won
    • Journal of Korea Entertainment Industry Association
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    • v.14 no.8
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    • pp.447-454
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    • 2020
  • The purpose of this study was to determine the clinical effects of blood flow regulation exercise for improving patients' health care and its usefulness as a rehabilitation model for various diseases by analyzing and examining the existing literature. A literature review of Korean academic journals published over a 10-year period, from 2010 to 2019, was conducted using words such as "blood flow regulation," "blood flow restriction," "low-intensity exercise," and "Kaatsu." Kaatsu is a blood flow regulation exercise developed in 1966 by Dr. Yoshiaki Sato of Japan. It is an efficient and effective exercise method that uses blood flow regulation bands that increase the secretion of growth hormones to develop muscles within a short time, improves blood circulation and metabolism to prevent and improve adult diseases, shortens the rehabilitation period, and improves cardiovascular function. The study participants consisted of 10 patients, of whom four were elderly, four had obesity, one was a stroke patient, and one was a trauma patient. The results of this study show that the blood flow regulation exercise, which is a low-intensity exercise, has the same effect as high-intensity exercise, which supports the evidence that it is a highly efficient exercise method for muscle development and rehabilitation of the elderly, adolescents, and patients with injuries who have difficulty in general exercising. For future studies, further reviews are necessary to verify the effectiveness of the exercise method according to blood flow regulation site and type of disease.

A Study on the Self-identity and Satisfaction through Avatar Expression Process (아바타 표현과정 속 자기동일시와 만족도에 관한 연구)

  • Yeu, Ye Kang;Shin, Choon Sung
    • Smart Media Journal
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    • v.11 no.6
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    • pp.18-29
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    • 2022
  • This study proposes an evaluation item model for the avatar expression process, satisfaction and self-identification for each expression element in order to investigate the expression attributes on the influence on the user in setting the avatar. The evaluation of avatar expression method was composed of self-identification and satisfaction by ease of expression and expression elements on the avatar production and expression process. To evaluate the proposed evaluation model, 17 people participated in the experiment. As a result, it was found that most of the participants had a high level of understanding of the production process, and the more diverse the expression elements, the higher the satisfaction with the avatar expression process. Hair shape and face shape were the most important expression factors, and clothes and overall harmony was the most concerned facotrs. Most of them tried to express themselves as realistically as possible. However, in self-identification, there was no significant correlation between expression and production process. In this study identify the decision-making factors that appear in the avatar expression process, the direction in which satisfaction can be formed, and the factors that affect self-identification. In addition, it will be a basic study on how avatars have a lasting influence on users in the future.

Crisis of trust of journalism in France: Cracks in journalistic institutions and professionalism, and the impact of social movement (프랑스 언론의 신뢰도 위기: 저널리즘 제도의 내적 균열과 사회운동의 영향)

  • Park, Jin woo;Kim, Soel ah
    • Analyses & Alternatives
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    • v.6 no.2
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    • pp.185-226
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    • 2022
  • This study examines the crisis of trust of French journalism in the context of a global decline of media credibility. First of all, in the process of a huge social movement called the 'yellow vest' movement that started in 2018, distrust of the French journalism was expressed in an extreme form. This study examines some external factors in terms of the historical development of the French journalism and the public's long-standing 'criticism of journalism'. Specifically, this study first examines the quantitative indicators of trust of French journalism which were shown in Digital News Report published by the Reuters Institute for the Study of Journalism. Next, it examines the historical and institutional formation process of French journalism and public distrust that emerged along with it. And specifically, the structural crisis-economic crisis, digital transformation and intensification of competition, and deterioration of quality problems etc.-of the French journalism exposed in media coverage on social movement in 2018 is review in relation with the working process or 'routine' of actual news production. In conclusion, this study asserts that the various aspects of internal rifts in French journalism system, as well as external shocks (the influence of social movements), are a key factor in explaining the recent decline of trust in French journalism.