• Title/Summary/Keyword: Model Based Method

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Modeling and Analysis of Wireless Lan Traffic (무선 랜 트래픽의 분석과 모델링)

  • Yamkhin, Dashdorj;Lee, Seong-Jin;Won, You-Jip
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.33 no.8B
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    • pp.667-680
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    • 2008
  • In this work, we present the results of our empirical study on 802.11 wireless LAN network traffic. We collect the packet trace from existing campus wireless LAN infra-structure. We analyzed four different data sets: aggregate traffic, upstream traffic, downstream traffic, tcp only packet trace from aggregate traffic. We analyze the time series aspect of underlying traffic (byte count process and packet count process), marginal distribution of time series, and packet size distribution. We found that in all four data sets there exist long-range dependent property in byte count and packet count process. Inter-arrival distribution is well fitted with Pareto distribution. Upstream traffic, i.e. from the user to Internet, exhibits significant difference in its packet size distribution from the rests. Average packet size of upstream traffic is 151.7 byte while average packet size of the rest of the data sets are all greater than 260 bytes. Packets with full data payloads constitutes 3% and 10% in upstream traffic and the downstream traffic, respectively. Despite the significant difference in packet size distribution, all four data sets have similar Hurst values. The Hurst alone does not properly explain the stochastic characteristics of the underlying traffic. We model the underlying traffic using fractional-ARIMA (FARIMA) and fractional Gaussian Noise (FGN). While the fractional Gaussian Noise based method is computationally more efficient, FARIMA exhibits superior performance in accurately modeling the underlying traffic.

Effective Picture Search in Lifelog Management Systems using Bluetooth Devices (라이프로그 관리 시스템에서 블루투스 장치를 이용한 효과적인 사진 검색 방법)

  • Chung, Eun-Ho;Lee, Ki-Yong;Kim, Myoung-Ho
    • Journal of KIISE:Computing Practices and Letters
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    • v.16 no.4
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    • pp.383-391
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    • 2010
  • A Lifelog management system provides users with services to store, manage, and search their life logs. This paper proposes a fully-automatic collecting method of real world social contacts and lifelog search engine using collected social contact information as keyword. Wireless short-distance network devices in mobile phones are used to detect social contacts of their users. Human-Bluetooth relationship matrix is built based on the frequency of a human-being and a Bluetooth device being observed at the same time. Results show that with 20% of social contact information out of full social contact information of the observation times used for calculation, 90% of human-Bluetooth relationship can be correctly acquired. A lifelog search-engine that takes human names as keyword is suggested which compares two vectors, a row of Human-Bluetooth matrix and a vector of Bluetooth list scanned while a lifelog was created, using vector information retrieval model. This search engine returns more lifelog than existing text-matching search engine and ranks the result unlike existing search-engine.

A research on the Relationship between the Socio-economic Factors of the Regions and Suicidal Ideation of the Elderly -By utilizing the multi-level analyses- (지역의 사회·경제적 요인과 노인의 자살생각 간의 관련성 연구 -다수준 분석을 활용하여-)

  • Choi, Kwang-Soo
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.11
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    • pp.584-594
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    • 2016
  • This research empirically analyzes, from an ecological perspective, whether socio-economic factors of the regions in which the elderly live have any actual influence on thoughts of suicide on the part of the elderly. Microscopic data either included outliers in part of the variables, including income and other variables of that type, from among source data from investigations into actual conditions of the elderly in 2014. Regarding macroscopic data, the indices that represent social and economic situations in each region, which were provided by KOSIS, were selected. Regarding the method of analysis, hierarchical or multi-level analysis models were applied by considering special hierarchical characteristics and heterogeneity at the personal and regional levels. The analyses showed that the following had statistically significant influences: 1. the cost-of-living index and the national basic supply and demand rate of the region; 2. the extent of natural disaster damage; and 3. the number of leisure and welfare facilities for the elderly, compared to the elderly population. Based on the results, proposals are made for systematic and practical endeavors in the community.

The Actor Effect and the Partner Effect of Value of Chil-dren and Parenting Stress on Parenting Attitude of Parents in Childhood: Analysis of Actor-Partner Interdependence Model (부모의 자녀가치와 양육 스트레스가 아동의 양육태도에 미치는 자기효과와 상대방효과: 커플관계 자료분석방법을 활용하여)

  • Kim, Jung Min;Han, Jeong Won
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.12
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    • pp.437-445
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    • 2016
  • This this study was performed to examine the dyadic relationship between mothers and fathers in their value of the child, parenting stress, and parenting attitude. After providing the basic data to understand the parental interaction patterns of parenting attitudes. A total of 1,542 couples from the 6th year Panel Study of Korean Children (PSKC) were included and analyzed using SPSS 18.0, AMOS 18.0. Thus, the value of the child was higher in fathers than in mothers; however, parenting stress and parenting attitude were higher in mothers than in fathers. There were positive correlations among value of child, parenting stress, and parenting attitude. Moreover, the parents' value of the child shows an actor effect in parenting stress. Moreover, the value of the child and parenting stress show actor effect in parenting attitude. In this study, many variables were found to have only an actor effect; however, the parenting stress of the mother was found to have a partner effect of lowering the parenting attitude of the father. This study is significant as it confirms the relationship among the value of child, parenting stress, and parenting attitude based on the APIM analysis method that considers the characteristics of couple data.

Analysis and Risk Prediction of Electrical Accidents Due to Climate Change (기후환경 변화에 따른 전기재해 위험도 분석)

  • Kim, Wan-Seok;Kim, Young-Hun;Kim, Jaehyuck;Oh, Hun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.4
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    • pp.603-610
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    • 2018
  • The development of industry and the increase in the use of fossil fuels have accelerated the process of global warming and climate change, resulting in more frequent and intense natural disasters than ever before. Since electricity facilities are often installed outdoors, they are heavily influenced by natural disasters and the number of related accidents is increasing. In this paper, we analyzed the statistical status of domestic electrical fires, electric shock accidents, and electrical equipment accidents and hence analyzed the risk associated with climate change. Through the analysis of the electrical accidental data in connection with the various regional (metropolitan) climatic conditions (temperature, humidity), the risk rating and charts for each region and each equipment were produced. Based on this analysis, a basic electric risk prediction model is presented and a method of displaying an electric hazard prediction map for each region and each type of electric facilities through a website or smart phone app was developed using the proposed analysis data. In addition, efforts should be made to increase the durability of the electrical equipment and improve the resistance standards to prevent future disasters.

Performance Comparison of Clustering using Discritization Algorithm (이산화 알고리즘을 이용한 계층적 클러스터링의 실험적 성능 평가)

  • Won, Jae Kang;Lee, Jeong Chan;Jung, Yong Gyu;Lee, Young Ho
    • Journal of Service Research and Studies
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    • v.3 no.2
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    • pp.53-60
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    • 2013
  • Datamining from the large data in the form of various techniques for obtaining information have been developed. In recent years one of the most sought areas of pattern recognition and machine learning method is created with most of existing learning algorithms based on categorical attributes to a rule or decision model. However, the real-world data, it may consist of numeric attributes in many cases. In addition it contains attributes with numerical values to the normal categorical attribute. In this case, therefore, it is required processes in order to use the data to learn an appropriate value for the type attribute. In this paper, the domain of the numeric attributes are divided into several segments using learning algorithm techniques of discritization. It is described Clustering with other data mining techniques. Large amount of first cluster with characteristics is similar records from the database into smaller groups that split multiple given finite patterns in the pattern space. It is close to each other of a set of patterns that together make up a bunch. Among the set without specifying a particular category in a given data by extracting a pattern. It will be described similar grouping of data clustering technique to classify the data.

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The Relationship with Internet Addiction, VDT Syndrome and Health Behavior of Elementary School Students (초등학생의 인터넷 중독과 VDT 증후군 및 건강행위 간의 관련성)

  • Lee, Gyeong-Ran;Hwang, Mi-Hye
    • The Journal of Korean Society for School & Community Health Education
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    • v.9 no.2
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    • pp.65-80
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    • 2008
  • Objectives: To identify the relationship between the internet addition of elementary school students, and their health behavior and VDT syndrome, and thereby to detect the impact of internet addiction on the health behavior of elementary school students, to get the basic information necessary to develop a prevention program for internet addiction and to plan for VDT syndrome prevention program. Methods: We conducted this study during the period from jun 27, 2007 through July 8, 2007. The subjects of this study were 416 children whose grades were in 4th through 6th grades of elementary schools located in the city A in Kyung Pook Providence. Data were obtained from self-rating questionnaires. The questionnaires were composed of Korean Internet Addiction Self-examination on Internet Use Patterns (K-scale), Health Behavior Profile, VDT Syndrome, and general characteristics. We used t-test, AVOVA with Ducan method for Post-hoc comparison in means comparison between groups, $X^2$-test for frequency analysis and Pearson's correlation coefficient. We used SPSS/PC(12.0 ver) program and the LISREL 8.53 Win program for covariance structural analysis. Results: Major results were as follows. 1. The internet addiction propensity distribution based on the distribution of scores were investigated according to the self diagnosis scale on internet addiction. 6.5% of them were high risk user group, 14.4% were potential risk users and 79.1% of them were common user groups. 2. Internet addictions by sex, internet use duration, frequency (days/week), time(hours/day), purpose, position, brightness of internet, attitude of parents and frequency of conversation of family members were statistically significant(p<0.01). 3. There was a statistically significant difference in VDT syndrome according to internet addiction groups(p<0.001) besides ocular symptoms, dry mouth and GI troubles. 4. The health behavior score was the lowest in high risk user group(p<0.001). There were significant differences between internet addiction groups in personal hygiene and habits of daily living(p<.002), the prevention of accidents(p<.002), the practice concerned with the prevention of infectious disease(p=.002), and mental health(p<.001). 5. There was also a significant negative correlation between internal addiction and health profile(r=-0.365, p<0.01) and a significant positive correlation between internal addiction and VDT syndrome(r=0.331, p<0.01). 6. As the result of structural model analysis, internet use time(/day), days of internet use(/1week), conversation frequency among family members, degree of brightness of internet use had significant direct effects on internet addiction. Conclusions: The results will help the development of an effective intervention program for the prevention and treatment of internal addiction by clarifying the effect of the internal addiction upon elementary school students' VDT syndrome and health behavior.

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A Study on Stable Generation of Tsunami in Hydraulic/Numerical Wave Tank (수리/수치파동수조에서 안정적인 쓰나미 조파를 위한 고찰)

  • Lee, Woo-Dong;Park, Jong-Ryul;Jeon, Ho-Seong;Hur, Dong-Soo
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.36 no.5
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    • pp.805-817
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    • 2016
  • This study considered the existing approximation theories of solitary wave for stable generation of it with different waveforms in a hydraulic/numerical wave tank for coping with the tsunami. Based on the approximation theory equations, two methods were proposed to estimate various waveforms of solitary wave. They estimate different waveforms and flow rates by applying waveform distribution factor and virtual depth factor with the original approximate expressions of solitary wave. Newly proposed estimation methods of solitary wave were applied in the wave generation of hydraulic/numerical wave tank. In the result, it was able to estimate the positional information signal of wave generator in the hydraulic wave tank and to find that the signal was very similar to an input signal of existing hydraulic model experiment. The waveform and velocity of solitary wave was applied to the numerical wave tank in order to generate wave, which enabled generate waveform of tsunami that was not reproduced with existing solitary wave approximation theory and found that the result had high conformity with existing experiment result. Therefore, it was able to validate and verify the two proposed estimation methods to generate stable tsunami in the hydraulic/numerical wave tank.

Availability Analysis on Detection of Small Scale Gas Emission Facilities using Drone Imagery (드론영상을 이용한 소규모 가스 배출시설 탐지 가능성 분석)

  • Shin, Jung-Il;Kim, Ik-Jae;Hwang, Dong-Hyun;Lee, Jong-Min;Lim, Seong-Ha
    • Journal of Cadastre & Land InformatiX
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    • v.47 no.1
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    • pp.213-223
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    • 2017
  • Recently, the air quality of South Korea has deteriorated and public interest has been increasing. Various observation means are used for the monitoring of the atmospheric environment, but it relies on the experience and judgment of the observer in the absence of spatial information on the emission facilities. The purpose of this study was to determine the availability of using drones for monitoring air pollutant emission facilities. A texture transformation method was applied to the drone ortho image to detect the small gas emission facility and the slope data calculated by the digital surface model (DSM) was used to reduce the false alarm ratio. As a result, it shows the possibility of using drones in the detection of small gas emission facilities by showing about 80% of positive detection ratio and 40% of false alarm ratio. In the future, various researches are required to the improve positive detection ratio and the reduction of the false alarm ratio. Based on these results, it is necessary to construct a database including 3D spatial information of air pollutant emission facilities.

An Application Plan for Religious 'Symbolic Didactics' in Religious Media Pedagogic and Popular Culture -Development of a Teaching & Learning Example Focusing on "The Da Vinci Code"- (대중문화 속 종교유사성에 관한 종교미디어교육 연구 -<다빈치 코드>를 사례로 한 '상징교수법' 교수학습 모형 개발-)

  • Moon, Hye-Sung
    • Korean journal of communication and information
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    • v.42
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    • pp.7-43
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    • 2008
  • In this paper, a new viewpoint and practical education method were presented on educational culture related to today's religions and media. For this purpose, this paper considered the theories of religious media pedagogic and the concept of symbo1ic didactics relating to religious symbols in popular culture. In this paper, a total of eight cases of applying symbolic didactics were developed using the example of "The Da Vinci Code", based on the theoretical framework of religious media education and symbolic didactics. For this, the education methods and contents of religious media education were integrated with the teaching plan model of "action and development oriented media education". In order for this education to be applied effectively, experimental studies have to be carried out verifying the learning effects regarding this education. In particular, education for teachers who will tarry out this education is needed. This is because, in media education, the efficiency of education is significantly affected by the capacity of the one who is teaching.

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