• Title/Summary/Keyword: 공공서비스미디어

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Machine Learning-based Detection of HTTP DoS Attacks for Cloud Web Applications (머신러닝 기반 클라우드 웹 애플리케이션 HTTP DoS 공격 탐지)

  • Jae Han Cho;Jae Min Park;Tae Hyeop Kim;Seung Wook Lee;Jiyeon Kim
    • Smart Media Journal
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    • v.12 no.2
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    • pp.66-75
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    • 2023
  • Recently, the number of cloud web applications is increasing owing to the accelerated migration of enterprises and public sector information systems to the cloud. Traditional network attacks on cloud web applications are characterized by Denial of Service (DoS) attacks, which consume network resources with a large number of packets. However, HTTP DoS attacks, which consume application resources, are also increasing recently; as such, developing security technologies to prevent them is necessary. In particular, since low-bandwidth HTTP DoS attacks do not consume network resources, they are difficult to identify using traditional security solutions that monitor network metrics. In this paper, we propose a new detection model for detecting HTTP DoS attacks on cloud web applications by collecting the application metrics of web servers and learning them using machine learning. We collected 18 types of application metrics from an Apache web server and used five machine learning and two deep learning models to train the collected data. Further, we confirmed the superiority of the application metrics-based machine learning model by collecting and training 6 additional network metrics and comparing their performance with the proposed models. Among HTTP DoS attacks, we injected the RUDY and HULK attacks, which are low- and high-bandwidth attacks, respectively. As a result of detecting these two attacks using the proposed model, we found out that the F1 scores of the application metrics-based machine learning model were about 0.3 and 0.1 higher than that of the network metrics-based model, respectively.

Promoting Reading Culture in Goyang City: An Analysis of the Reading Environment and Evaluation of Related Projects (고양시 독서문화진흥 종합계획 수립을 위한 독서문화 환경 분석 및 관련 사업 성과 평가 연구)

  • Min Sun Song;Soo-Kyoung Kim;Gum-Sook Hoang;Inho Chang
    • Journal of the Korean Society for information Management
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    • v.40 no.2
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    • pp.1-31
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    • 2023
  • The purpose of this study is to evaluate and analyze the performance of major reading culture promotion projects implemented in Goyang City, in preparation for the establishment of the 2nd Comprehensive Reading Culture Promotion Plan in Goyang City. To achieve this research objective, this study analyzed various literature and statistical data, identified the reading culture environment in Goyang City, and determined whether major projects implemented according to the 1st Comprehensive Reading Culture Promotion Plan established in 2017 were promoted. In addition, a survey was conducted among librarians in Goyang City by constructing a questionnaire to evaluate the promotion performance of actual relevant projects. Then, by aggregating the data on the reading culture environment in Goyang City, the evaluation results of the reading culture promotion projects obtained from the survey among librarians, and the results of the opinions on the reading promotion projects of the reading surveys of Goyang citizens in the previous relevant study, six major policy directions were proposed to be considered in the establishment of the 2nd Comprehensive Reading Culture Promotion Plan in Goyang City.

Measuring Effects of Senior Programs in Art Muiseums (미술관 시니어 프로그램의 효과 측정 방법 연구)

  • Kwon, Eun Yong
    • Trans-
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    • v.7
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    • pp.49-80
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    • 2019
  • As ageing society rapidly unfolds, it is becoming an even more important issue to secure wellbeing and happiness of senior citizens and the society as a whole. Growing talks on how culture and art positively affect the elderly led to more demands from the public on culture and art institutions to increase their social participations. Art museums too, as an art and cultural institution and a social education entity, are requested to play a bigger role in the effort to tackle the concerns derived from the ageing society. Korean art museums came up with senior programs since 2000, which makes it a relatively recent phenomenon. The consensus on the importance and needs of such programs has been around for a while in our society. However, effect measurement of these programs needs further research and discussion. This thesis examined the effect of senior programs using the Museum Wellbeing Measures Toolkit published in 2013. With the service quality research model, correlations were analyzed among program components, wellbeing effect, participant satisfaction and their willingness to re-enroll in order to produce a practical guidance on how to plan and operate the programs. To measure effect of senior programs and to analyze influencing factors would provide us with important data to prove the social responsibility and benefit art museums offer in our society. At the same time, such researches would contribute to enhancing the quality of current programs run by museums and give methodological suggestions on how to assess and improve senior programs.

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A Study on Perceptions for the Establishment of Collection Development Policy in Court Libraries (법원도서관 장서개발정책 수립을 위한 이용자 인식조사 연구)

  • Kwak, Seung-Jin;Noh, Younghee;Chang, Inho;Kim, Jeong-Taek;Shin, Youngji
    • Journal of Korean Library and Information Science Society
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    • v.52 no.3
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    • pp.1-20
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    • 2021
  • This study is the most important component in establishing the court library as the best legal library in Korea responsible for professional legal services. A perception survey was conducted on the target. As a result, first, looking at the collection direction based on the needs of general users, in the case of collection types, preference in the order of books, electronic materials, and non-books should be considered. It seems to be necessary to plan a collection development policy reflecting the high preference for books. In addition, in the non-books section, the preference for non-book materials in the form of video rather than audio is much higher, and in the case of language, domestic books should be collected mainly. Second, looking at the collection direction based on the needs of experts, the satisfaction of experts is generally low, so it seems that a collection development policy should be established to improve this. As for the type of information source, preference was shown in the order of electronic materials, books, and non-books. There is a need. The future collection direction should be based on the preference shown in the order of procedural law, specialized field, basic substantive law, and legal series. Also, when collecting the same book, electronic form of legal data should be considered rather than printed. In addition, it is necessary to collect collections mainly from domestic books, and then, it is expected that the scope of collection should be expanded to prioritize English and American books, Japanese books, and German books.

A Study on Developing the Classification Scheme of Library Goods (도서관용품 분류체계 개발에 관한 연구)

  • Noh, Young-Hee;Ahn, In-Ja;Park, Mi-Young;Joung, Hyun-Tae
    • Journal of the Korean Society for Library and Information Science
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    • v.45 no.1
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    • pp.125-147
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    • 2011
  • Recently, with a high demand for the construction and remodeling of libraries, and the rapid increase in the number of libraries during the last two years, the concern and need for library goods is also increasing sharply. The purpose of this study is to develop a new classification scheme of library goods by clarifying the terminology which could provide an accurate information on library goods and allow for their smooth circulation. In this study, library goods are defined as all kinds of products required for effectively collecting, organizing and providing services with library materials, and classified into library equipments and library supplies. The term, library equipment is principally used for those things that do not wear out within a certain time period, such as furniture and machinery. Library supplies refer to those things that are expendable. As the terminology is clarified, the classification scheme can be further refined. Library equipment, for example, can be classified as furniture, library system solutions, and computers and multi-media tools. Library supplies can be classified into library organization and repair supplies, sign systems, and miscellaneous articles. Finally, six major categories which include 117 different items are presented.

Analysis of Intervention in Activities of Daily Living for Stroke Patients in Korea: Focusing on Single-Subject Research Design (국내 뇌졸중 환자를 대상으로 한 일상생활활동 중재 연구 분석: 단일대상연구 설계를 중심으로)

  • Sung, Ji-Young;Choi, Yoo-Im
    • Therapeutic Science for Rehabilitation
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    • v.13 no.1
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    • pp.9-21
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    • 2024
  • Objective : The purpose of this study was to confirm the characteristics and quality of a single-subject research that conducted interventions to improve activities of daily living (ADL) in stroke patients. Methods : 'Stroke,' 'activities of daily living,' and 'single-subject studies' were searched as keywords among papers published in the last 15 years between 2009 and 2023 among Research Information Sharing Service, DBpia, and e-articles. A total of nine papers were examined for the characteristics and quality before analysis. Results : The independent variables applied to improve ADL included constraint-induced therapy, mental practice for performing functional activities, virtual reality-based task training, subjective postural vertical training without visual feedback, bilateral upper limb movement, core stability training program, traditional occupational therapy and neurocognitive rehabilitation, smooth pursuit eye movement, neck muscle vibration, and occupation-based community rehabilitation. Assessment of Motor and Process Skills was the most common evaluation tool for measuring dependent variables, with four articles, and Modified Barthel Index and Canadian Occupational Performance Measure were two articles each. As a result of confirming the qualitative level of the analyzed papers, out of a total of nine studies, seven studies were at a high level, two at a moderate level, and none were at a low level. Conclusion : Various types of rehabilitation treatments have been actively applied as intervention methods to improve the daily life activities of stroke patients; the quality level of single-subject studies applying ADL interventions was reliable.

A Study on the Legislation of Corporate Social Responsibility and its Application - The Indian Companies Act 2013 - (기업의 사회적 책임 입법과 적용에 대한 고찰 -인도 회사법 개정과 적용 경험을 중심으로-)

  • Kim, Bong-chul;Park, Jong-ho
    • Journal of Legislation Research
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    • no.53
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    • pp.455-489
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    • 2017
  • The new system on the Corporate Social Responsibility(CSR) in the Indian Companies Act became overnight sensation to the worldwide. However there has been very few studies which are analyzing a purpose of it under the context of Indian societies. This paper examines the circumstance whether the CSR activities is functioning well or not. And verifying problems regarding it and suggesting supportive measures are a target of this paper. Though Indian government already established CSR legislation, they did not stipulate the penalty clause. And that became why corporations were poorly perform on CSR activities in first year of enforcement. Furthermore, There is a proclivity that corporations lack an understanding for which activities could be recognized into the CSR. And they excused that they had no time for themselves to adjust an abruptly changing business landscape. With all, unlike rosy expectations, corporations only showed little interests to the area where the investment or attentions from the media are expected. Fortunately, incumbent legislative is fully aware of it and exploit their best resources to various social fields. Despite the doubts that they originally did not have any intention to introduce the penalty clause, they are handling problems in ways that corporations can be invited in public programs. They also need to request the service sectors to take a leading role of it, which could provide the financial, or telecommunication service to the people in rural province. Thus, the fact that there was a substantial rise in terms of the amount of CSR expenses in 2015 provides a supporting evidence to the endeavors of the government. In doing so, we could finally achieve a better understanding of two-fold goals shown in this paper; maturing settlement of this legislation and development of Indian society.