• 제목/요약/키워드: Security Practice

검색결과 374건 처리시간 0.024초

A Novel Kernel SVM Algorithm with Game Theory for Network Intrusion Detection

  • Liu, Yufei;Pi, Dechang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권8호
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    • pp.4043-4060
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    • 2017
  • Network Intrusion Detection (NID), an important topic in the field of information security, can be viewed as a pattern recognition problem. The existing pattern recognition methods can achieve a good performance when the number of training samples is large enough. However, modern network attacks are diverse and constantly updated, and the training samples have much smaller size. Furthermore, to improve the learning ability of SVM, the research of kernel functions mainly focus on the selection, construction and improvement of kernel functions. Nonetheless, in practice, there are no theories to solve the problem of the construction of kernel functions perfectly. In this paper, we effectively integrate the advantages of the radial basis function kernel and the polynomial kernel on the notion of the game theory and propose a novel kernel SVM algorithm with game theory for NID, called GTNID-SVM. The basic idea is to exploit the game theory in NID to get a SVM classifier with better learning ability and generalization performance. To the best of our knowledge, GTNID-SVM is the first algorithm that studies ensemble kernel function with game theory in NID. We conduct empirical studies on the DARPA dataset, and the results demonstrate that the proposed approach is feasible and more effective.

Multi-Regional Resources Management Practice using Water-Energy-Food Nexus Simulation Model

  • Wicaksono, Albert;Jeong, Gimoon;Kang, Doosun
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2019년도 학술발표회
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    • pp.163-163
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    • 2019
  • The rapidly growing global population increases the awareness of water, energy, and food security worldwide. The concept of Water, Energy, and Food nexus (hereafter, WEF nexus) has been widely introduced as a new resources management concept that integrate the water, energy, and food in a single management framework. Recently, WEF nexus analyzes not only the interconnections among the resources, but also considers the external factors (such as environment, climate change, policy, finance, etc) to enhance the resources sustainability by proper understanding of their relations. A nation-level resources management is quite complex task since multiple regions (e.g., watersheds, cities, and counties) with different characteristics are spatially interconnected and transfer the resources each other. This study proposes a multiple region WEF nexus simulation and transfer model. The model is equipped with three simulation modules, such as local nexus simulation module, regional resources transfer module, and optimal investment planning module. The model intends to determine an optimal capital investment plan (CIP), such as build-up of power plants, water/waste water treatment plants, farmland development and to determine W-E-F import/export decisions among areas. The objective is to maximize overall resources sustainability while minimize financial cost. For demonstration, the proposed model is applied to a semi-hypothetical study area with three different characterized cities. It is expected the model can be used as a decision support tool for a long-term resources management planning process.

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Review on LTE-Advanced Mobile Technology

  • Seo, Dae-woong;Kim, Yoon-Hwan;Song, Jeong-Sang;Jang, Bongseog;Bae, Sang-Hyun
    • 통합자연과학논문집
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    • 제11권4호
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    • pp.197-203
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    • 2018
  • Long Term Evolution-Advanced (LTE-A) is the next drive in the broadband mobile communication, which allows operators to improve networks performance and service capabilities. LTE-A targets the peak data rates of 1Gbps in the downlink and 500Mbps in the uplink. This requirement is only fulfilled by a transmission bandwidth of up to 100MHz. However the accessibility of such large part of the contiguous spectrum is uncommon in practice. Therefore LTE-A uses some new features on top of the existing LTE standards to provide very high data rate transmission. Some of the most significant features introduced in LTE-A are carrier aggregation, heterogeneous network enhancement, coordinated multipoint transmission and reception, enhanced multiple input and multiple output, and development relay nodes with universal frequency reuse. This review paper presents an overview of the above mentioned LTE-A key features and functionalities. Based on this review, in the conclusion we discuss the current technical challenges for future broadband mobile communication systems.

A Hierarchical Solution Approach for Occupational Health and Safety Inspectors' Task Assignment Problem

  • Arikan, Feyzan;Sozen, Songul K.
    • Safety and Health at Work
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    • 제12권2호
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    • pp.154-166
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    • 2021
  • Background: Occupational health and safety (OHS) is a significant interest of all governments to prevent workplace hazards. Although appropriate legislation and regulations are essentials for the protection of workers, they are solely not enough. Application of them in practice should be secured by an efficient inspection system. Fundamental components of an inspection system are inspectors and their audit tasks. Maintaining the fair balanced task assignment among inspectors strictly enhances the efficiency of the overall system. Methods: This study proposes a two-phased goal programming approach for OHS inspectors' task assignments and presents a case study. Results: The solution approach gives the balanced assignment of inspectors to the workplaces in different cities of the country in the planning period. The obtained schedule takes into account the distances covered by the work places and the number of the workplaces' employees to be audited and pays attention to the human factors by considering the preferences of the inspectors. The comparisons between the obtained optimal schedule and the implemented one that is produced manually show that the approach not only maintains the technical requirements of the problem, but also provides social and physical balance to the task assignment. Conclusion: Both the approach and the application study are expected to offer fruitful inspirations in the area of safety management and policy and they provide a good guide for social policy and organizational aspects in the field of OHS inspectors' task assignment.

十九大与新时代中国宪制的发展 : 基于宪法变迁史的视角 (The 19th CPC National Congress and the Development of the Chinese Constitutional System in the New Era: From the Perspective of the History of Constitutional Change)

  • Wang, Jianglian
    • 분석과 대안
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    • 제2권1호
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    • pp.71-106
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    • 2018
  • The 19th CPC National Congress has a key historical significance in the development of China's constitution. It will also play a decisive role in the history of the seventy years'constitutional change in New China. XiJinping's new socialist thought with Chinese characteristics established in the report of 19th CPC National Congress will be written in the preface of the March 2018 National People's Congress's constitutional amendment. The fifth revision of 1982 Constitution will touch on many issues such as the leadership of the CPC into the constitution, the abolition of the tenure of the president, the constitutional oath system, and the reform of the national supervisory system. In addition, the constitutionality review system, the establishment of the National Security Council, the constitutional status of socialist public property and private property and the adjustment of major economic system has become a hot topic in the theory field. In the history node towards a socialist country ruled by law, the theory and practice of the China indeed have the academic ideas, value position and path model differences, which will delay the Chinese constitutional development, but also is the necessary pain in the process of moving towards the rule of law in China. Indeed, how to the development and where to go in the future of Chinese constitutionalism itself has sample value, which deserves rational attention and in-depth inquiry from Chinese and Western academics.

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Perceived Risk of COVID-19 Pandemic, Distribution of Burnout Resources, and Employees' Job

  • CAO, Tri Minh
    • 유통과학연구
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    • 제20권6호
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    • pp.33-41
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    • 2022
  • Purpose: This article presents the relationship among the perceived risk of the COVID-19 pandemic, burnout, job insecurity, and employees' job performance in Vietnam. Research design, data, and methodology: The dataset included 310 samples from Vietnamese employees through the internet (Gmail, Facebook, Google form). PLS-SEM is used on Smart-PLS software. Results: Research results show that the perceived risk of COVID-19 has a positive impact on job performance and burnout. At the same time, job insecurity positively impacts burnout and has a negative impact on job performance. The distribution of resources to many jobs (both working and worrying about losing jobs) will reduce job performance. Furthermore, the study shows that workers exposed to COVID-19 risks have higher job performance. At the same time, burnout is not a factor that reduces employees' job performance. Finally, the perceived risk of COVID-19 and job insecurity have nothing to do with each other (perceived risk of COVID-19 does not affect job insecurity). These are two factors that exist independently and in parallel. Conclusions: The authors also suggest some implications in theory and practice from these research results. The implications will reduce anxiety about risks due to COVID-19 and job security for employees.

Analysis of the Present Status and Future Prospects for Smart Agriculture Technologies in South Korea Using National R&D Project Data

  • Lee, Sujin;Park, Jun-Hwan;Kim, EunSun;Jang, Wooseok
    • Journal of Information Science Theory and Practice
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    • 제10권spc호
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    • pp.112-122
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    • 2022
  • Food security and its sovereignty have become among the most important key issues due to changes in the international situation. Regarding these issues, many countries now give attention to smart agriculture, which would increase production efficiency through a data-based system. The Korean government also has attempted to promote smart agriculture by 1) implementing the agri-food ICT (information and communications technology) policy, and 2) increasing the R&D budget by more than double in recent years. However, its endeavors only centered on large-scale farms which a number of domestic farmers rarely utilized in their farming. To promote smart agriculture more effectively, we diagnosed the government R&D trends of smart agriculture based on NTIS (National Science and Technology Information Service) data. We identified the research trends for each R&D period by analyzing three pieces of information: the regional information, research actor, and topic. Based on these findings, we could suggest systematic R&D directions and implications.

Can tailored home-delivered meal services alleviate self-rated frailty of the low-income older adults in Korea?

  • Junghyun Kim;Hyeja Chang
    • Nutrition Research and Practice
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    • 제17권5호
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    • pp.1007-1018
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    • 2023
  • BACKGROUND/OBJECTIVES: This study aimed to examine whether the tailored home-delivered meal (HDM) services included nutrition counseling impacts alleviating self-rated frailty among low-income older adults in Korea. SUBJECTS/METHODS: Pre- and post-test were implemented on May 27 and on November 25 in 2019 during 3 weeks, respectively, before and after the 6 months intervention program. Participants completed a questionnaire measuring frailty, malnutrition, food security, depression, and underlying diseases. Initially, 136 older adults were selected as participants for this study, they were recipients of a free meal program from 2 senior welfare centers in Seoul, the final sample size of those who completed the intervention program was 117 (female 70.9%, male 29.1%). Statistical analyses were conducted with IBM SPSS package program, paired t-test and χ2 test to validate the test. RESULTS: There were statistically significant differences in the score of the Tilburg Frailty Indicator (TFI) before and after receiving the tailored HDM services (pre-test 9.46, post-test 2.8, P < 0.01). The differences in the score of TFI by 3 risk groups at the pre-test decreased as a result of receiving these services. CONCLUSIONS: The tailored HDM services alleviated the self-rated frailty of low-income older adults with limited mobility in a community setting. Based on the positive outcomes this study could be applied to developing social services for aging in place.

경찰 및 경호 관련학과 전공교과목에 대한 Q방법론적 선호도 분석 (A Analysis of Q-methodological Preference Degree about the Subjects on School Curriculum Related to the Police & Security Administration - Centering around the Subject of Study on Gwang Ju and Jeon Nam Region -)

  • 김평수
    • 시큐리티연구
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    • 제28호
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    • pp.33-56
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    • 2011
  • 상본 연구는 광주 전남 지역에서 근무하고 있는 현직경찰관의 견해를 경찰경호 관련학과 전공교과목에 대한 Q방법론적 선호도 분석을 실시하였다. 구체적으로 광주 전남 대학의 경찰행정 및 경호관련학과 전공교과목을 조합하여 27문항을 최종 진술문으로 추출하였으며 교과명이 유사하거나 중복된 교과목은 통합하고 다른 의미를 가진 교과목 간에는 분리 과정을 통해 질문지를 작성한 후 2011년 04월 현재 광주 전남지역에서 경찰관으로 재직 중인 20명을 최초 P-Sample로 선정하였다. 이 과정에서 불성실하게 응답한 6명의 자료를 제외한 14명의 자료를 최종 유효 표본으로 선정하였으며, QUANL. PC 프로그램을 적용 및 주 요인분석(principal component analysis)을 실시하였다. 본 연구에서 경찰경호 2개 영역 모두 분석대상으로 삼는 것은 표본특성 및 전공영역이 다소 상이하므로 이 연구에서는 제1차 연구로서 경찰관만을 대상으로 한 경찰전공 영역 교과목에 국한하여 분석연구를 실시하였다. 따라서 경호영역은 후속연구로서 세밀한 분석을 추가 실시할 계획이다. 이러한 연구절차와 연구과정을 통해 제I, II, III유형의 경찰경호 관련학과 전공교과목 선호도 분석을 실시하였다. 구체적인 결과는 다음과 같다. 제I유형은 형법, 형사소송법, 형사특별법 등의 교과목이 긍정적인 동의를 보였다. 제II유형은 범죄수사학, 구급 및 응급처치, 호신술, 형법, 형사소송법 등이 긍정적인 동의를 보였다. 제III유형은 범죄학개론, 범죄수사학, 형사소송법, 경찰학개론, 경찰윤리 등이 긍정적인 동의를 보였다. 이를 토대로 각 유형 간의 일치항목 즉, 공통된 의견을 다음과 같은 결론으로 도출하였다. 우선 긍정적인 공통된 전공교과목으로는 범죄수사학, 범죄학개론, 경찰윤리, 형사특별법, 형사사법실무, 경찰행정론, 경찰법규실습, 구급 및 응급처치, 호신술, 민법총칙, 행정법 등의 교과목이 현장근무시 경찰관들이 느끼는 현실적이고 실증적인 교과목임을 알 수 있었다.

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지방자치단체 자체 복지사업 지출 영향요인 분석 : 사회보장정보시스템을 통한 접근 (Analysis on Factors Influencing Welfare Spending of Local Authority : Implementing the Detailed Data Extracted from the Social Security Information System)

  • 김경준;함영진;이기동
    • 지능정보연구
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    • 제19권2호
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    • pp.141-156
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    • 2013
  • 그 동안 한국 사회에서 지방자치단체(이하 지자체) 복지사업과 재정지출에 대한 연구는 장애인, 노인, 보육 등 복지사업 대상 등을 중심으로 부문별 복지지출에 대한 영향요인 연구가 대부분 이루어져 왔다. 최근 지자체의 자체적인 복지노력도 측면에서 자체 사업에 대한 연구가 특정 지역의 사례를 중심으로 이루어지기는 하고 있지만, 자료에 대한 접근과 조사의 한계로 여러 요인이 실증적으로 고려되지 못하여 정책적 함의를 도출해 내기 어려웠다. 현재 우리사회의 복지예산과 그 지출규모는 국가 예산의 30%에 이를 만큼 높은 비중을 차지하고 있다. 이에 따라 국가적 차원에서 공공복지 전달체계의 효율적 운영과 관리를 위해 사회보장 정보시스템을 구축, 운영하고 있다. 본 연구에서는 기존 연구에서 사용하는 지방재정시스템이 아닌 사회보장 정보시스템을 통하여 지자체 복지재정 지출과 관련, 기존 연구에서 한계점으로 지적되었던 전수데이터에 대한 접근과 조사를 실시하여 학문적이고 정책적인 함의를 도출해 내고자 한다. 사회보장정보시스템은 복지전달체계의 효율화를 위해 구축되었으며, 이를 통해 17개 부처 292개 복지사업이 집행되며, 230개 지자체 4만여 개 복지사업의 정보가 관리되고 있다. 이에 따라 본 연구는 사회보장정보시스템을 통해 관리되는 지자체 복지사업을 중심으로 지자체 복지지출에 미치는 영향요인을 탐색하고자 한다. 이를 위해 지자체 복지노력도로 대변되는 순수 시 군 구 복지예산액을 종속변수로 설정하였으며, 기존문헌 검토를 바탕으로 인구사회학적, 지역 경제적 그리고 지자체 재정적 요인을 독립변수로 설정하였다. 또한 독립변수 요인간 다중공선성 문제를 점검하였고, 다중공선성의 문제가 없는 것으로 확인된 수급자 비율, 영유아 비율, 아동청소년 비율, 복지비 비율, 구인배율, 재정자립도, 재정자주도의 총 7개 독립변수와, 소속 정당을 통제변수로 사용하여 결정요인의 변화를 분석하였다. 연구결과를 살펴보면 기본모델에서는 복지비 비율, 영유아 비율, 재정자립도, 재정자주도, 구인배율이 유의한 영향을 미치는 것으로 분석되었다. 그리고 기존 문헌에서 분석되지 못했던 시 군 구별 복지지출 영향요인의 차이점을 분석하였다. 또한 복지예산 총량 데이터에 근거한 기존 연구들이 논의하지 못했던 자체 복지사업 예산에 미치는 영향요인을 구체적으로 밝혀내는데 의의가 있다.