• KSII Transactions on Internet and Information Systems (TIIS)
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• 제12권10호
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• pp.5143-5158
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• 2018

Improving the intrusion detection system (IDS) is a pressing need for cyber security world. With the growth of computer networks, there are constantly daily new attacks. Machine Learning (ML) is one of the most important fields which have great contribution to address the intrusion detection issues. One of these issues relates to the imbalance of the diverse classes of network traffic. Accuracy paradox is a result of training ML algorithm with imbalanced classes. Most of the previous efforts concern improving the overall accuracy of these models which is truly important. However, even they improved the total accuracy of the system; it fell in the accuracy paradox. The seriousness of the threat caused by the minor classes and the pitfalls of the previous efforts to address this issue is the motive for this work. In this paper, we consolidated stratified sampling, cost function and weighted Support Vector Machine (WSVM) method to address the accuracy paradox of ID problem. This model achieved good results of total accuracy and superior results in the small classes like the User-To-Remote and Remote-To-Local attacks using the improved version of the benchmark dataset KDDCup99 which is called NSL-KDD.

• 기술경영경제학회:학술대회논문집
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• 기술경영경제학회 1999년도 제16회 동계학술발표회 논문집
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• pp.296-327
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• 1999

Nowadays, there is a huge need of an extensive study to understand features and behavior modes of consumers who have an indefinite potential of purchase and to make EC a bullish market, Recently, the flow construct has been proposed as important for understanding consumer behavior on the cyber space. The purpose of this study is threefold. To investigate (1) the effect of the flow experience when navigating Internet shopping-mall sites and Internet on purchase intention and relational factors of this (2) the difference in the flow experiences between during the time of navigating Internet and during the time of navigating Internet shopping-mall sites. (3) the difference in purchase intention and relational factors of this between an experiential flow and a purposeful flow. The results show that (1) increase of the purchase intention on EC (or relational factors of this) in proportion to the degree of cognition of users' flow experience (2) By the separate motive of searching Internet shopping-mall sites, the flow experiences during the time of navigating Internet lead to different results (3) Although the difference in the purchase intention on EC between subjects is nonsignificant, it suggests that we need to focus on the fact that the correlation between the purchase intention on EC and the purposeful flow experience on Internet shopping-mall sites is greater than any other correlation. In the end of this study, The theoretical and practical implications of the study, limitations of the study, and future research implications are discussed.

• 대한원격탐사학회:학술대회논문집
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• 대한원격탐사학회 2008년도 International Symposium on Remote Sensing
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• pp.155-158
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• 2008

The needs for digital models of real environment such as 3D terrain or cyber city model are increasing. Most of applications related with modeling and simulation require virtual environment constructed from geospatial information of real world in order to guarantee reliability and accuracy of the simulation. The most fundamental data for building virtual environment, terrain elevation and orthogonal imagery is acquired from optical sensor of satellite or airplane. Providing interoperable and reusable digital model is important to promote practical application of high-resolution satellite imagery. This paper presents the new research regarding representation of geospatial information, especially for 3D shape and appearance of virtual terrain, and describe framework for constructing real-time 3D model of large terrain based on high-resolution satellite imagery. It provides infrastructure of 3D simulation with geographical context. Details of standard-based approach for providing infrastructure of real-time 3D simulation using high-resolution satellite imagery are also presented. This work would facilitate interchange and interoperability across diverse systems and be usable by governments, industry scientists and general public.

• 한국정보통신설비학회:학술대회논문집
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• 한국정보통신설비학회 2006년도 하계학술대회
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• pp.249-254
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• 2006

As the concept of Ubiquitous City has become an important issue, we need to have a voice in the field of privacy. The Ubiquitous Computing revolution, it is achieved a physical space and an intelligent union of cyber space in the space where an off-line space was integrated with on-line. It is combined with a life space naturally, and Ubiquitous creates a new integrated space. The space is the opportunity space that is limitless as soon as it is the unknown world that mankind was not able to experience yet. According to the recent papers and studies, Privacy or Personal Information sector is mentioned as a major problem for Ubiquitous Computing Society. Therefore, this paper checks Ubiquitous City, the present privacy concept and situation of currently proceeding Ubiquitous computing environment. Also, The main purpose of this paper is to analyze the concepts privacy, personal information. Thus this paper treated the analysis of case, technological or social issue, problem and solution, competing values of privacy and so on.

• Nutritional Sciences
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• 제9권2호
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• pp.74-81
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• 2006

The present study examined the effect of soy isoflavones on lipid metabolism in growing female rats. Rats were randomly assigned to three different groups and provided experimental diets for 9 weeks. The experimental groups were classified into 1) a control group, 2) a soy protein isolate group: soy (+)) group and 3) a soy protein concentration group: soy (-)) group. Diets contained either casein or one of two soy proteins with (soy (+)) or without isoflavones (soy (-)). Serum triglyceride concentration showed no significant differences among the experimental groups. Serum total cholesterol concentration was significantly lower in both the soy (+) and soy (-) groups than in the control group and LDL-cholesterol concentration was significantly lower in the soy (+). Serum HDL-cholesterol concentration was significantly higher in the control group than in the soy protein groups but the HDL-cholesterol share rate in total cholesterol tended to be lower in the control group than in the soy protein groups, insignificant as it was. Hepatic IDL receptor mRNA level was significantly increased in the soy (+) group when compared to the other two groups to be 20% higher than the control group. In conclusion, soy protein isolate, soy protein rich with isoflavones reduced serum total cholesterol and LDL-cholesterol concentration and increased hepatic IDL receptor mRNA expression in growing female rats. Therefore, it is considered that the intake of soy isoflvones during puberty can be advantageous in terms of the long-tenn control of serum lipid.

• 한국정보통신학회논문지
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• 제16권12호
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• pp.2689-2694
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• 2012

최근의 사이버 공격은 경쟁사에 대한 DDoS(Distributed Denial of Service)공격과 기밀정보 유출, 일반 사용자들의 금융정보 유출 광고성 스팸메일의 대량 발송 등 불법 행위를 통해 경제적 이득을 취하려는 형태로 바뀌어가고 있다. 그 중심에 있는 봇넷은 봇이라 불리는 감염된 호스트들의 네트워크로서 최근 발생하는 많은 사이버 공격에 이용되고 있다. 이러한 봇넷은 수많은 변종과 다양한 탐지 회피 기술로 무장하고 전 세계 네트워크 전반에 걸쳐 그 세력을 확장해 가고 있다. 하지만 현존하는 봇넷 대응 솔루션은 대부분 시그네처 기반 탐지 방법을 이용하거나, 극히 제한적인 지역의 봇넷를 탐지하고 있어, 총괄적 봇넷 대응에는 미흡한 것이 현실이다. 본 논문에서는 봇넷을 제어하기 위해 사용되는 IRC(Internet Relay Chat) 통신 세션에서 서버와 연결하는 채널과의 관계 분석을 통하여 봇에 감염된 호스트와 연결된 IRC서버 채널을 탐지하는 방법을 제안한다.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제12권9호
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• pp.4512-4526
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• 2018

The Internet of Things (IoT) has become an emerging industry that is broadly used in many fields from industrial and agricultural manufacturing to home automation and hospitality industry. Because of the sheer number of connected devices transmitting valuable data, the IoT infrastructures have become a main target for cyber-criminals. One of the key challenges in protecting IoT devices is the lack of security measures by design. Although there are many hardware and software based security solutions (firewalls, honeypots, IPDS, anti-virus etc.) for information systems, most of these solutions cannot be applied to IoT devices because of the fact that IoT devices have limited computing resources (CPU, RAM,). In this paper, we propose a honeypot system called HoneyThing for modem/router devices (i.e. a kind of IoT device). HoneyThing emulates TR-069 protocol which is prevalent protocol used to remotely manage customer-premises equipment (CPE) devices, e.g. modems, routers. Honeything also serves an embedded web server simulating a few actual, critical vulnerabilities associated with the implementation of TR-069 protocol. To show effectiveness of the HoneyThing in capturing real world attacks, we have deployed it in the Internet. The obtained results are highly promising and facilitate to reveal network attacks targeting to CPE devices.

• 대한공간정보학회지
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• 제12권2호
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• pp.37-42
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• 2004

반만년 숭고한 문화유산을 지니고 있는 민족으로서 우수한 문화유산을 영구 보존하고 후손에 잘 전승하여야 하며, 세계에 널리 알려야 할 필요가 있다. 이러한 필요성을 인식하고 컴퓨터 기술의 발단에 따라 최근 국내외에서 문화재 및 역사적 가치를 지닌 구조물에 대한 3차원 데이터베이스 구축, 문화재 복원 및 사이버 공간에서 전시 기술 등에 관한 연구가 활발히 이루어지고 있다. 따라서, 본 연구에서는 문화재의 3차원 도형자료를 3차원 좌표취득이 용이한 사진측량기법으로 취득하고, VRML을 이용하여 문화재의 다양한 색상이나 질감 등 정성적 특성을 표현할 수 있는 3차원 모델링 기법을 제시하고자 한다.

• 동아시아식생활학회지
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• 제20권3호
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• pp.363-371
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• 2010

The purpose of this study was to examine the impact of caffeine on lipid concentrations in ovariectomized rats. Forty-four rats (75${\pm}$5 g) were randomly divided into ovariectomy(ovx) and sham groups, each of which were randomly divided into two subgroups that were fed the control diet or a caffeine-supplemented diet (0.03%/diet). The experimental groups were classified into 1) sham-control, 2) sham-caffeine, 3) ovx-control and 4) ovx-caffeine groups. All rats had been fed on experimental diet and deionized water ad libitum for 6 weeks. Triglyceride concentration and total cholesterol were measured in serum and liver. Serum HDL-cholesterol was measured. Serum LDL-cholesterol and atherogenic index were calculated. Weight gain and food efficiency ratio were higher in ovx groups than in sham groups (p<0.05). Caffeine intake did not affect weight gain and food efficiency ratio. Mean food intake was significantly increased in ovx-caffeine group than other three groups. There were no significant differences in serum triglyceride, total cholesterol, HDL-cholesterol, LDL-cholesterol and atherogenic index between the control diet group and caffeine diet group. In addition, hepatic triglyceride and cholesterol level was unaffected by caffeine intake or ovariectomy. Therefore, we suggest that caffeine (0.03%/diet) intake may not have adverse effects on serum lipid level in ovariectomized rats.

• 한국정보처리학회논문지
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• 제7권11호
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• pp.3470-3478
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• 2000

세계적으로 급속히 발전하고 있는 웹(WWW) 기술은 원격학습의 새로운 기회를 인터넷을 통하여 제공하고 있다. 가상 교육 또는 원격 교육 운영에 관한 일부 실험에 관한 성공적인 보고도 나와있다. 웹은 다른 네트워크 도구와 병합하여 원격으로 떨어진 학습자들에게 대화형 학습을 할 수 있는 가상 교실을 생성할 수 있음을 연구하였다. 전자우편, 다자참여 학습보드, 뉴스그룹, 또는 화상회의 같은 원격 학습 도구의 표준에 관한 필요 사항들을 연구하고, 자바 프로그래밍 언어와 객체지향 프로그래밍 기법을 이용하여 이들 학습 도구들을 개발하였다. 객체지향 프로그래밍을 통하여 개발되는 코드의 내구성, 확장성 및 재활용성을 증가시킬 수 있었다. 이들 도구를 활용하여 개발된 시스템은 교사와 학생, 또는 학생들 간에 상호작용을 허용하여 실질적인 원격 교육 시스템에 사용 될 수 있음을 알 수 있었다.