• KSII Transactions on Internet and Information Systems (TIIS)
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• 제18권2호
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• pp.456-477
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• 2024

With information technology's rapid development, the Internet faces serious security problems. Studies have shown that malware has become a primary means of attacking the Internet. Therefore, adversarial samples have become a vital breakthrough point for studying malware. By studying adversarial samples, we can gain insights into the behavior and characteristics of malware, evaluate the performance of existing detectors in the face of deceptive samples, and help to discover vulnerabilities and improve detection methods for better performance. However, existing adversarial sample generation methods still need help regarding escape effectiveness and mobility. For instance, researchers have attempted to incorporate perturbation methods like Fast Gradient Sign Method (FGSM), Projected Gradient Descent (PGD), and others into adversarial samples to obfuscate detectors. However, these methods are only effective in specific environments and yield limited evasion effectiveness. To solve the above problems, this paper proposes a malware adversarial sample generation method (PixGAN) based on the pixel attention mechanism, which aims to improve adversarial samples' escape effect and mobility. The method transforms malware into grey-scale images and introduces the pixel attention mechanism in the Deep Convolution Generative Adversarial Networks (DCGAN) model to weigh the critical pixels in the grey-scale map, which improves the modeling ability of the generator and discriminator, thus enhancing the escape effect and mobility of the adversarial samples. The escape rate (ASR) is used as an evaluation index of the quality of the adversarial samples. The experimental results show that the adversarial samples generated by PixGAN achieve escape rates of 97%, 94%, 35%, 39%, and 43% on the Random Forest (RF), Support Vector Machine (SVM), Convolutional Neural Network (CNN), Convolutional Neural Network and Recurrent Neural Network (CNN_RNN), and Convolutional Neural Network and Long Short Term Memory (CNN_LSTM) algorithmic detectors, respectively.

• 한국컴퓨터정보학회논문지
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• 제29권3호
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• pp.11-20
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• 2024

AI(Artificial Intelligence)의 다양한 모델 중 생성 모델, 특히 GAN(Generative Adversarial Network)은 이미지 처리, 밀도 추정, 스타일 전이 등 다양한 응용 분야에서 성공을 거두었다. 이러한 GAN은 CGAN(Conditional GAN), CycleGAN, BigGAN 등의 방식으로 확장 및 개선되었지만 재난 시뮬레이션, 의료 분야, 도시 계획 등 특정 분야에서는 데이터 부족과 불안정한 학습에 의한 이미지 왜곡 문제로 실제 시스템 적용에 문제가 되고 있다. 본 논문에서는 클래스 항목을 판별하는 ACGAN(Auxiliary Classifier GAN) 구조를 기반으로 기존 PGGAN(Progressive Growing of GAN)의 점진적 학습 방식을 활용한 새로운 점진적 단계의 학습 방법론 PST(Progressive Step Training)를 제안한다. PST 모델은 기존 방법 대비 70.82% 빠른 안정화, 51.3% 낮은 표준 편차, 후반 고해상도의 안정적 손실값 수렴 그리고 94.6% 빠른 손실 감소를 달성한다.

• Geomechanics and Engineering
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• 제36권2호
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• pp.131-143
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• 2024

Shield tunneling construction commonly crosses underground pipelines in urban areas, resulting in soil loss and followed deformation of grounds and pipelines nearby, which may threaten the safe operation of shield tunneling. This paper investigated the pipeline deformation caused by double curved shield tunnels in soil-rock composite stratum in Nanjing, China. The stratum settlement equation was modified to consider the double shield tunneling. Moreover, a three dimensional finite element model was established to explore the effects of hard-layer ratio, tunnel curvature radius, pipeline buried depth and other influencing factors. The results indicate the subsequent shield tunnel would cause secondary disturbance to the soil around the preceding tunnel, resulting in increased pipeline and ground surface settlement above the preceding tunnel. The settlement and stress of the pipeline increased gradually as buried depth of the pipeline increased or the hard-layer ratio (the ratio of hard-rock layer thickness to shield tunnel diameter within the range of the tunnel face) decreased. The modified settlement calculation equation was consistent with the measured data, which can be applied to the settlement calculation of ground surface and pipeline settlement. The modified coefficients a and b ranged from 0.45 to 0.95 and 0.90 to 1.25, respectively. Moreover, the hard-layer ratio had the most significant influence on the pipeline settlement, but the tunnel curvature radius and the included angle between pipeline and tunnel axis played a dominant role in the scope of the pipeline settlement deformation.

• 아태비즈니스연구
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• 제14권4호
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• pp.431-444
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• 2023

Purpose - This study applies the traditional Structure-Conduct-Performance (SCP) model from industrial organization theory to investigate the relationship between market structure and performance in China's banking industry. Design/methodology/approach - For analysis, financial data from the People's Bank of China's "China Financial Stability Report" and financial reports of 6 state-owned banks and 11 joint-stock banks for the period 2010 to 2021 were collected to create a balanced panel dataset. The study employs panel fixed-effects regression analysis to assess the impact of changes in market structure and ownership structure on performance variables including return on asset, profitability, costs, and non-performing loan ratios. Findings - Empirical findings highlight significant differences in the effects of market structure between state-owned and joint-stock banks. Notably, increased market competition positively correlates with higher profits for state-owned banks and with lower costs for joint-stock banks. Research implications or Originality - State-owned banks demonstrate larger scale and stability, yet they struggle to respond effectively to market shifts. Conversely, joint-stock banks face challenges in raising profitability against competitive pressures. Additionally, the study emphasizes the importance for Chinese banks to strengthen risk management due to the increase of non-performing loans with competition. The results provide insights into reform policies for Chinese banks regarding the involvement of private sector in the context of market liberalization process in China.

• Safety and Health at Work
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• 제14권4호
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• pp.358-367
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• 2023

Background: This study aimed to develop and assess the psychometric features of the Physical Activity at Workplace Questionnaire (PAWPQ) based on the Social Cognitive Theory (SCT) to evaluate employees' physical activity (PA) behaviors at the workplace. Methods: This psychometric cross-sectional study was conducted on 455 employees working in one of the gas refineries in Iran. The participants were selected using the proportional stratified sampling method in 2019. The data collection tools were a demographic information questionnaire, the short form of the International Physical Activity Questionnaire (IPAQ), and a questionnaire developed based on the SCT, whose psychometric features were confirmed in terms of validity and reliability. Data were analyzed using SPSS₂₂ and AMOS₂₀ software. Results: The first version of PAWPQ-SCT had 74 items. After evaluating content and face validity, nine items were removed. The results of the content validity index (0.98), content validity ratio (0.86), and impact score (3.62) were acceptable for the whole instrument. In exploratory factor analysis, after removing seven items-58-item final version of the scale-six factors could explain 73.54% of the total variance. The results of structural equation modeling showed the acceptable fit of the model into the data (RMSEA = 0.052, CFI = 0.917, NFI = 0.878, TLI = 0.905, IFI = 0.917, CMIN/DF = 2.818). Cronbach's alpha coefficient and Intraclass Correlation were 0.90 and 0.86, respectively. Conclusion: This study confirmed that the psychometric features of the 58-item final version of PAWPQSCT constructs were acceptable in a sample of Iranian employees. This questionnaire can be used as a valid and reliable tool to evaluate Iranian employees' PA behaviors and develop effective educational interventions for workers and managers.

• Journal of Information Processing Systems
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• 제20권3호
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• pp.337-344
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• 2024

It is a complex project to construct the standard system of sports events. Sports events standard system covers from the implementation plan to the evaluation work after the smooth implementation of sports events, involving many links. Large-scale sports events have extremely high media value. However, the successful organization and operation of large-scale sports events face many problems to be overcome, especially in terms of event safety. Although the organizers and organizers of large-scale events have invested many resources for the safe holding of sports events, violence similar to "football hooligans" in Europe is endless. At present, compared with Western countries, the standardization of sports events in China is low, and there is a problem of a late start and huge difference with Western developed countries. Knowing the construction of the standardization system's situation in China, we have summarized the data related to 15 sports events held in Chengdu is the last 5 years. By analyzing the problems in the process of holding these 15 events and the reflections of participants on the experience of sports events, the problems in the development of the standard system of sports events are discussed in depth. The final conclusion is that the system structure of China's sports events is not so good and athletes have a poor experience. China's sports event system still has many problems. Finally, we built a sports event standardization model using Internet of Things, and after a practical test we found that it has a good effect. Finally, we combined the current situation of sports event standardization system in China and put forward the following suggestions: laws and regulations related to the standard system of sports events must be formulated at the national level. The implementation level must strengthen the degree of integration of sports events and technology. To improve the quality of human resources in the management of sports events. The article puts forward targeted solutions, which play a great role in promoting the perfection and completeness of China's standard system for sports events. At the same time, it also promotes economic development and improves China's international status.

• 한국중재학회지:중재연구
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• 제15권2호
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• pp.3-35
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• 2005

The meaning of Online ADR lies in the prompt and economical resolution of disputes by applying the information/communication element (Internet) to existing ADR. However, if the promptness and economical efficiency are overemphasized, the fairness and appropriateness of dispute resolution may be compromised and consequently Online ADR will be belittled and criticized as second-class trials. In addition, as communication is mostly made using texts in Online ADR it is difficult to investigate cases and to create atmosphere and induce dynamic feelings, which are possible in the process of dispute resolution through face-to-face contact. Despite such difficulties, Online ADR is expanding its area not only in online but also in offline due to its advantages such as promptness, low expenses and improved resolution methods, and is expected to develop rapidly as the electronic government decided to adopt it in the future. Accordingly, the following points must be focused on for the continuous First, in the legal and institutional aspects for the development of Online ADR, it is necessary to establish a framework law on ADR. A framework law on ADR comprehending existing mediation and arbitration should be established and it must include contents of Online ADR, which utilizes electronic communication means. However, it is too early to establish a separate law for Online ADR because Online ADR must develop based on the theoretical system of ADR. Second, although Online ADR is expanding rapidly, it may take time to be settled as a tool of dispute resolution. As discussed earlier, additionally, if the amount of money in dispute is large or the dispute is complicated, Online ADR may have a negative effect on the resolution of the dispute. Thus, it is necessary to apply Online ADR to trifle cases or domestic cases in the early stage, accumulating experiences and correcting errors. Moreover, in order to settle numerous disputes effectively, Online ADR cases should be analyzed systematically and cases should be classified by type so that similar disputes may be settled automatically. What is more, these requirements should reflected in developing Online ADR system. Third, the application of Online ADR is being expanded to consumer disputes, domain name disputes, commercial disputes, legal disputes, etc., millions of cases are settled through Online ADR, and 115 Online ADR sites are in operation throughout the world. Thus Online ADR requires not temporary but continuous attention, and mediators and arbitrators participating in Online ADR should be more intensively educated on negotiation and information technologies. In particular, government-led research projects should be promoted to establish Online ADR model and these projects should be supported by comprehensive researches on mediation, arbitration and Online ADR. Fourth, what is most important in the continuous development and expansion of Online ADR is to secure confidence in Online ADR and advertise Online ADR to users. For this, incentives and rewards should be given to specialists such as lawyers when they participate in Online ADR as mediators and arbitrators in order to improve their expertise. What is more, from the early stage, the government and public institutions should have initiative in promoting Online ADR so that parties involved in disputes recognize the substantial contribution of Online ADR to dispute resolution. Lastly, dispute resolution through Online ADR is performed by organizations such as Korea Institute for Electronic Commerce and Korea Consumer Protection Board and partially by Korean Commercial Arbitration Board. Online ADR is expected to expand its area to commercial disputes in offline in the future. In response to this, Korean Commercial Arbitration Board, which is an organization for commercial dispute resolution, needs to be restructured.

• 한국조경학회지
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• 제39권5호
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• pp.57-75
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• 2011

본 연구는 대규모 택지개발 예정지로 계획되어 있는 경상북도 약목면 일대 약 14.0$km^2$를 대상으로 개발 이전에 어느 지역이 공원유형별 입지로 적합한지를 판단할 수 있는 입지타당성평가 방법론을 모색해 보는데 그 의의를 찾을 수 있었다. 연구결과를 요약하면 아래와 같다. 평가지표 선정을 위한 설문조사는 1차, 2차, 3차 설문으로 나누어 실시하였다. 먼저 1차 설문분석은 문헌분석 및 현장조사를 바탕으로 선정된 23개 평가지표 항목들에 대한 중요도를 분석하는 단계이며, 2차 설문분석은 각 공원유형별 평가지표항목을 선정하는 단계이다. 3차 설문분석은 공원유형별 선정된 평가지표 항목의 가중치를 산정하는 단계로서, 평가지표 항목의 중요도 평균을 기준으로 합이 10이 되도록 표준화하는 방법을 사용하였으며, 2차 평가 시, 각 지표항목의 점수에 가중치를 곱하여 최종 평가에 활용하였다. 각 공원유형별 입지타당성 평가는 1차 평가와 2차 평가로 구분하여 수행하였다. 1차 평가는 분류된 모든 경관유형을 대상으로 공원유형별 최소요구조건의 충족정도를 파악해 보는 단계로서, 최소요구조건은 중요성 분석결과, 중간등급 이상을 나타내는 평가지표들의 가치등급기준과 사례지 현장조사의 상대적 비교를 통하여 설정하였다. 2차 평가는 최소요구조건을 충족시키는 유형만을 대상으로 부지평가를 실시하는 단계로서, 2차 평가지표항목들에 대한 가치등급은 모두 3등급으로 정량적으로 구분하였으며, 각 평가지표별 가중치를 부여해서 공원유형별 평가지표항목들의 점수를 산술합산 하였다. 각 공원유형에 따른 산술합산 점수는 가장 높은 점수의 평균치에서 가장 낮은 점수의 평균치까지 균등 분할하여 최종 3등급으로 가치등급화 하였다. 그러나 본 연구에서 제시된 공원유형별 입지타당성 평가모델은 공간의 면적인 측면에 초점을 두고 공간을 등급화 하였던 바, 차후에는 공간유형의 점, 선, 면적인 특성을 종합적으로 고려하여 공간체험 루트, 네트워크 연결 등에 대한 내용을 반영한 평가모델의 설정이 필요할 것으로 사료된다.

• 농촌의학ㆍ지역보건
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• 제38권4호
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• pp.243-256
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• 2013

본 연구는 상관성 조사연구 설계를 이용하여 낙상경험 유무에 따른 낙상두려움 영향 요인을 파악하기 위해서 수행하였다. 연구대상자는 전라남도 1개시에 거주하는 낙상군 148명, 비낙상군 256명 총 404명을 대상으로 구조화된 설문지를 이용 하여 편의표집 하였으며 조사 기간은 2013년 4월 22일부터 6월 9일까지이었다. 연구결과 낙상률은 36.6%였으며 낙상군과 비낙상군은 연령, 만성질환 수, 영양위험도, 보조기구 사용, 시력장애, 청력장애에서 두 집단 간 유의한 빈도 차이를 보였다. 일반적 특성에 따른 낙상두려움 정도는 낙상군은 영양불량위험도, 보조기구 사용, 시력장애, 거주형태, 주거환경문제수에서 통계적으로 유의한 차이를 나타냈으며, 비낙상군은 연령, 종교, 영양위험도, 보조기구 사용, 시력장애, 청력장애, 거주형태, 주거환경문제수에서 통계적으로 유의한 차이를 나타냈다. 낙상군은 비낙상군에 비해 낙상두려움, 일상활동장애, 우울은 유의하게 더 높았고 낙상효능감과 주거환경 문제수는 낮았으며 정적균형, 복합이동능력, 생활만족도는 두 집단간 유의한 차이가 없었다. 상관관계를 측정한 결과 낙상군은 낙상두려움과 생활만족도, 낙상효능감 간에 유의한 음의 상관성을 보였으며, 일상활동장애, 우울, 주거환경문제수와는 유의한 양의 상관성을 보였다. 비낙상군은 낙상두려움과 생활만족도, 낙상효능감은 유의한 음의 상관성을 보였고 일상활동장애, 복합이동능력, 우울, 주거환경문제수와는 유의한 양의 상관성을 보였다. 낙상군의 낙상두려움 영향요인은 일상생활장애, 우울, 낙상효능감, 정적균형, 보조기구사용으로 46.1%의 설명력을 보였으며, 비낙상군은 낙상효능감, 주거환경문제수, 일상활동장애. 영양위험도, 주거형태, 현기증, 보조기구사용 등으로 55.2%의 설명력을 보였다. 이상의 결과를 바탕으로 독거여성노인 낙상두려움은 신체적 특성과 심리적 특성 및 주거 환경적 특성과 관련이 있는 것으로 나타났지만 낙상경험에 따라 차이가 있으므로 독거노인 의 낙상두려움을 감소시키기 위해서는 낙상경험을 고려한 중재가 필요함이 확인되었다. 그러나 낙상두려움이 재낙상의 중요한 관련 변수이기는 하지만 교정가능성이 높은 점을 고려하여 낙상두려움 정도 및 위험요인에 대한 주기적 평가를 통해 고위험군을 발견하도록 하고, 이들을 대상으로 낙상경험에 따른 통합적 중재 프로그램이 맞춤형으로 개발 제공되어 져야 할 것이다.

• 경영과정보연구
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• 제31권2호
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• pp.143-172
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• 2012

기업과 소비자간 전자 상거래 시장이 급속히 성장하고 있으나 많은 전문가들은 아직도 그 잠재력을 충분히 발휘하지 못하고 있다고 주장한다. 이에 대한 이유로 온라인 쇼핑환경이 지니는 인간적 사회적 요소의 부재를 들고 있다. 온라인 쇼핑은 전통적인 면대면 상거래에 비해 보다 비인적이며 익명성이 강해 인간적인 온정과 사회성이 부족하다. 본 연구에서는 전통적 상거래에 비해 온라인 쇼핑이 가지는 태생적 한계인 면대면 사회적 상호작용을 대신할 수 있는 개념으로 사회적 실재감을 도입하여 사회적 실재감의 선 후행변수간의 관계를 규명하고자 하였다. 이러한 연구 목적을 달성하기 위하여 본 연구주제와 관련 있는 마케팅, 심리학, 커뮤니케이션 연구분야의 연구결과들을 고찰하였으며, 이를 기반으로 하여 연구모형을 제시하였다. 제시된 연구모형을 검증하기 위하여 자기 보고식 설문지를 사용하여 자료를 수집하였다. 본 설문의 응답자들은 최소 5회 이상 인터넷 구매를 경험한 소비자들로 구성하였는데, 이는 사회적 실재감에 대한 지각은 인터넷 쇼핑몰과의 잦은 접촉이 있어야만 생길 수 있는 지각으로 판단하였기 때문이다. 실증분석 결과는 다음과 같다. 먼저 쇼핑몰의 맞춤화 노력은 지각된 사회적 실재감에 유의한 영향을 미치는 것으로 나타났다. 둘째, 쇼핑몰의 반응성 역시 지각된 사회적 실재감에 유의한 영향을 미치는 것으로 나타났다. 따라서 쇼핑몰은 고객의 요구에 다양한 방법으로 신속하고 성실하게 반응함으로써 사회적 실재감을 높일 수 있다. 셋째, 지각된 게시판 활동성은 사회적 실재감에 영향을 미치는 것으로 나타났다. 쇼핑몰 운영자는 자사 게시판을 적극적으로 활성화하여 소비자의 사회적 실재감을 높일 수 있을 것이다. 마지막으로 지각된 사회적 실재감은 쇼핑몰 신뢰와 즐거움에 영향을 미치고 쇼핑몰 신뢰와 즐거움은 쇼핑몰 충성도에 유의한 영향을 미치는 것으로 나타났다. 이러한 결과는 기존 온라인 쇼핑에 관한 연구의 중심이 되고 있는 쇼핑몰 충성도와 신뢰 형성에 사회적 실재감이 중요한 영향요인임을 의미하는 것으로 쇼핑몰 신뢰와 충성도를 위한 새로운 전략적 시사점을 제공하고 있다고 볼 수 있다.