• Title/Summary/Keyword: statistical process

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A Study on the Detection Model of Illegal Access to Large-scale Service Networks using Netflow (Netflow를 활용한 대규모 서비스망 불법 접속 추적 모델 연구)

  • Lee, Taek-Hyun;Park, WonHyung;Kook, Kwang-Ho
    • Convergence Security Journal
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    • v.21 no.2
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    • pp.11-18
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    • 2021
  • To protect tangible and intangible assets, most of the companies are conducting information protection monitoring by using various security equipment in the IT service network. As the security equipment that needs to be protected increases in the process of upgrading and expanding the service network, it is difficult to monitor the possible exposure to the attack for the entire service network. As a countermeasure to this, various studies have been conducted to detect external attacks and illegal communication of equipment, but studies on effective monitoring of the open service ports and construction of illegal communication monitoring system for large-scale service networks are insufficient. In this study, we propose a framework that can monitor information leakage and illegal communication attempts in a wide range of service networks without large-scale investment by analyzing 'Netflow statistical information' of backbone network equipment, which is the gateway to the entire data flow of the IT service network. By using machine learning algorithms to the Netfllow data, we could obtain the high classification accuracy of 94% in identifying whether the Telnet service port of operating equipment is open or not, and we could track the illegal communication of the damaged equipment by using the illegal communication history of the damaged equipment.

A Comparative Model Study on the Intermittent Demand Forecast of Air Cargo - Focusing on Croston and Holts models - (항공화물의 간헐적 수요예측에 대한 비교 모형 연구 - Croston모형과 Holts모형을 중심으로 -)

  • Yoo, Byung-Cheol;Park, Young-Tae
    • Journal of Korea Port Economic Association
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    • v.37 no.1
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    • pp.71-85
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    • 2021
  • A variety of methods have been proposed through a number of studies on sophisticated demand forecasting models that can reduce logistics costs. These studies mainly determine the applicable demand forecasting model based on the pattern of demand quantity and try to judge the accuracy of the model through statistical verification. Demand patterns can be broadly divided into regularity and irregularity. A regular pattern means that the order is regular and the order quantity is constant. In this case, predicting demand mainly through regression model or time series model was used. However, this demand is called "intermittent demand" when irregular and fluctuating amount of order quantity is large, and there is a high possibility of error in demand prediction with existing regression model or time series model. For items that show intermittent demand, predicting demand is mainly done using Croston or HOLTS. In this study, we analyze the demand patterns of various items of air cargo with intermittent patterns and apply the most appropriate model to predict and verify the demand. In this process, intermittent optimal demand forecasting model of air cargo is proposed by analyzing the fit of various models of air cargo by item and region.

A Study on acceptance of multi-national product according to Korean consumer's purchasing tendency: Focusing on high involvement product (한국소비자의 구매성향에 따른 복합원산지제품 수용에 관한 연구: 고관여제품을 중심으로)

  • Kang, Inwon;Son, Jeyoung;Kim, Yeaji;Lee, Hyejin
    • International Area Studies Review
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    • v.22 no.4
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    • pp.123-143
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    • 2018
  • Many studies on the acceptance of multi-national products have made academic contributions by offering various implications. However, there have been relatively few studies on the attitudes and behaviors of multi-national products depending on the purchasing tendency of consumers. The purpose of this study is to investigate how acceptance process of multi-national product, which is high involvement, appears by sorting consumers' purchasing tendency into rational consumption tendency, brand pursuit tendency, and consciousness of other people. Also, in order to supplement the measurement method of existing research, this study sought to analyze the acceptance behavior of consumers more precisely by classifying the situation before and after exposures of multi-national origin information on products. For this, 266 consumers were surveyed and statistical analysis was conducted through structural equation modeling. As a result of the research model, it was found that consciousness of other people has a significant effect on susceptibility and antipathy of multi-national product. In addition, antipathy against multi-national products has more powerful effect than susceptibility.

Discourse Analysis on Multicultural Children and Youth of Korean Press (한국언론의 다문화 아동청소년 담론 분석)

  • Kim, Ji-Hae
    • Korean Journal of Social Welfare Studies
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    • v.48 no.3
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    • pp.57-81
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    • 2017
  • As of the end of the year 2016, the foreigners staying in Korea have surpassed 2 million people for the very first time ever since the statistical writings began. Because the inflow of the foreigners has been greatly increased within a short time period, the Korean society has been rapidly changing into a multi-racial and multi-ethnic society, and the children of the multicultural families, too, have been increasing gradually. Because of the social prejudices, discriminations, negative recognitions, etc., the children of the multicultural families get exposed to the diverse problems. It can be considered that such social prejudices and negative recognitions comprise the discourses that are possessed by the constituent members of the society regarding a certain subject or phenomenon. By analyzing the special characteristics and discourses of the reports on the multicultural children and youths by the Korean press through newspaper articles, this research confirmed what influences the media have in the process of forming the recognitions regarding the multicultural children and youths at present. As a result of the research, the discourses appearing in the newspapers could be typed into the support emphasizing frame of the Korean society, the adaptation emphasizing frame of the Korean society, the global people of talent frame, the change emphasizing frame of the Korean society, and the social problem emphasizing frame. Based on such research results, I made a proposal regarding the direction for the desirable reports by the media.

The Validation Study of Normality Distribution of Aquatic Toxicity Data for Statistical Analysis (수생태 독성자료의 정규성 분포 특성 확인을 통해 통계분석 시 분포 특성 적용에 대한 타당성 확인 연구)

  • OK, Seung-yeop;Moon, Hyo-Bang;Ra, Jin-Sung
    • Journal of Environmental Health Sciences
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    • v.45 no.2
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    • pp.192-202
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    • 2019
  • Objectives: According to the central limit theorem, the samples in population might be considered to follow normal distribution if a large number of samples are available. Once we assume that toxicity dataset follow normal distribution, we can treat and process data statistically to calculate genus or species mean value with standard deviation. However, little is known and only limited studies are conducted to investigate whether toxicity dataset follows normal distribution or not. Therefore, the purpose of study is to evaluate the generally accepted normality hypothesis of aquatic toxicity dataset Methods: We selected the 8 chemicals, which consist of 4 organic and 4 inorganic chemical compounds considering data availability for the development of species sensitivity distribution. Toxicity data were collected at the US EPA ECOTOX Knowledgebase by simple search with target chemicals. Toxicity data were re-arranged to a proper format based on the endpoint and test duration, where we conducted normality test according to the Shapiro-Wilk test. Also we investigated the degree of normality by simple log transformation of toxicity data Results: Despite of the central limit theorem, only one large dataset (n>25) follow normal distribution out of 25 large dataset. By log transforming, more 7 large dataset show normality. As a result of normality test on small dataset (n<25), log transformation of toxicity value generally increases normality. Both organic and inorganic chemicals show normality growth for 26 species and 30 species, respectively. Those 56 species shows normality growth by log transformation in the taxonomic groups such as amphibian (1), crustacean (21), fish (22), insect (5), rotifer (2), and worm (5). In contrast, mollusca shows normality decrease at 1 species out of 23 that originally show normality. Conclusions: The normality of large toxicity dataset was not always satisfactory to the central limit theorem. Normality of those data could be improved through log transformation. Therefore, care should be taken when using toxicity data to induce, for example, mean value for risk assessment.

Relationships between Personal Competence and Sales Performance of Sales Representatives: Focusing on Sales Representatives of Automobile Dealership (영업사원의 개인역량이 자동차 판매 성과에 미치는 영향 연구: 자동차 대리점 영업사원을 대상으로)

  • Kim, Mee Hoe;Bae, byung Yun;Jeon, Ki Suk
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.14 no.1
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    • pp.17-32
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    • 2019
  • Sales representatives of automobile company play a key role in the circulation system. Given the characteristics of the good, consumers demand high-quality information and guides from the salespersons when they decide to purchase an automobile. Sales representatives provide service to the customers in accordance with their needs to help purchase decision-making process. Therefore, a sales representative's personal competence have a significant effect on sales performance. Based on this hypothesis, we assumed that personal competence of a salesperson has a positive correlation with sales performance. An empirical analysis was conducted to test the hypothesis. This study classifies personal competence into 4 independent variables((1) sales technique professionalism (2) salesperson's attitude and relationship with customers (3) emotion utilization (4) emotion control) and measures the correlation with the dependent variable(sales performance). To verify the relationship, we set and modified the hypothesis based on the precedent studies and researches. In addiction, a survey was conducted targeting 300 local salespersons from Gyeonggi-Gangwon region. 268 valid samples were used and analyzed with SPSS WIN24.0 statistical program. As a result of an empirical analysis, it turned out that sales technique professionalism and emotion utilization have positive correlation with sales performance. However, the result failed to support the assumption that sales representative's attitude and relationship with customers and emotion control have positive correlation with sales performance. At last the result revealed that personal competence should be considered as an important determinant of recruitment specification for sales representatives.

Development of a Food Retention Questionnaire for Functional Dyspepsia and the Analysis of Its Reliability and Validity (기능성소화불량의 식적설문지 개발과 신뢰도 및 타당도 검정)

  • Hwang, Mi-ni;Ha, Na-yeon;Ko, Seok-jae;Park, Jae-woo;Kim, Jin-sung
    • The Journal of Internal Korean Medicine
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    • v.40 no.3
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    • pp.390-408
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    • 2019
  • Objectives: Several pattern diagnosis questionnaires have been developed to objectify the process of pattern diagnosis in Korean medicine. In this context, this study aimed to develop a food retention questionnaire for functional dyspepsia (FRQ-FD) by modifying the previously developed food retention questionnaire (FRQ) and to verify its reliability and validity. Furthermore, this study aimed to identify the optimal cut-off value of the FRQ-FD for standardization and use in clinical situations. Methods: To develop the FRQ-FD, we extracted the major symptoms of food retention pattern for functional dyspepsia from Chinese/Korean medicine textbooks and requested an importance survey from experts using the Delphi method. The first draft of the FRQ-FD was composed of 25 questions comprising 8 questions from the textbooks and the Delphi method and 17 questions from the FRQ already developed in 2013. To analyze its reliability, validity, and optimal cut-off value, 60 subjects were enrolled in this study from June 25 to August 13, 2018. Thirty patients were diagnosed as both functional dyspepsia and food retention pattern, and 30 healthy participants were not. All participants were requested to fill up the FRQ-FD, Stomach Qi Deficiency Questionnaire (SQDQ), Scale for Stomach Qi Deficiency pattern (SSQD), visual analog scale (VAS) for dyspepsia, Nepean Dyspepsia Index-Korean version (NDI-K), and functional dyspepsia-related quality of life (FD-QoL). Results: No statistically significant differences were found in sex distribution, age, and body mass index between the patient group and the control group. As five questions affected the reliability negatively and three questions affected the clinical validity negatively, we decided to exclude the eight questions upon further investigation. The Cronbach's ${\alpha}$ coefficient of the revised FRQ-FD (17 items) was 0.899, and its clinical validity was verified. Construct validity was analyzed by factor analysis and produced five factors. Statistically significant positive correlations were found between the revised FRQ-FD and the other dyspepsia scales, namely, SQDQ, SSQD, VAS, NDI-K, and FD-QoL. VAS and NDI-K especially had strong positive correlations with FRQ-FD. Conclusions: The FRQ-FD developed in this study can provide fundamental reliability and validity for a pattern diagnosis questionnaire. FRQ-FD can help to diagnose food retention pattern in functional dyspepsia patients. Further studies are required to inspect several statistical factors.

The effect of Chinese online novel dramas on the attitude of merchandise and behavioral intention (중국 웹소설드라마의 파생상품 수용태도 및 행동의도 분석)

  • JING, Zhang;Kwon, Byung Woong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.6
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    • pp.113-125
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    • 2019
  • This research aims to understand the common psychological features of consumer. And master the direction of the development of the network novels derivation by analysis the TV plays adapted from network novels in China's IP industry. To this end, This research determine to analyzed consumer adoption attitude the Behavior Intention of derivative products. The date were collected from 612 Chinese people, from October 15 to October 22 2018. Statistical analysis were through SPSS 21 after data coding and data cleanings process. This research performed frequency analysis exploratory factor analysis, Independent sample t-test, one-way ANOVA, post-analysis Duncan test, correlation analysis and mass regression analysis. The research results are as follows. Firstly, the characteristics(topicality, empathy and interest) of network novel TV play positively related role in the adoption attitudes(cognitive attitude and emotional attitude) of derivatives commodities. At the same time, identity has a more positively related influence than topicality and interest. Secondly, all the characteristics of network novels consisting of topicality, identity and interest play positive related roles in the behavioral intentions of derivative commodities. Thirdly, emotional attitude plays a more positively related role in purchasing intention and recommendation intention compared with cognitive attitude. It is hoped that the research results can play a fundamental role in the production and development of network novels derivatives.

Development of self-esteem enhancement program and effective evaluation through instructional sand box play -Focusing on Multicultural Family Children- (지시적 개별모래상자놀이를 통한 자아존중감 향상 프로그램개발 및 효과성 검증 -해체 다문화가족 아동을 중심으로-)

  • Lee, Ok-Ja
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.3
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    • pp.353-365
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    • 2019
  • The purpose of this research is to guide the development of the program for the Directive Individual Sand Box Play for the improvement of the self-esteem of children of the dissolved multicultural families. For quantitative analysis data, the scores from before and after the program were compared. The SPSS 18.0 Package was used for statistical analysis. For the qualitative analysis, the linguistic changes in B children during the session were collected and analyzed using the self-expression scale. The research period lasted for around 3 months from February 2017 to May 2017, for a total of 12 sessions which included individual activities, 1 session of group activities, and 1 night and 2 days of family camp activities featuring a total of 6 children. The main results of this research include quantitatively through the program of the Directive Individual Sand Box Play in relation to the social self-esteem capability at z=-2,200 on the level of p<.05, the significant difference was shown. Qualitatively, positive expression increased as sessions proceeded and negative expression reduced regarding the linguistic expressions by session of children B. This means that the method of the Directive Individual Sand Box which presents the topic and in addition, the process of visiting the house of a child which is the most secure environment had shown the effectiveness that increases the improvement of the self-esteem of the children of the dissolved multi-cultural families. According to the diverse special characteristics of clients, a preliminary basic framework for the mobile individual sand box program through the directive approach method will be prepared.

Development and Effect Analysis of Pregnancy Recognition Improvement Program (임신 인식 개선 프로그램 개발 및 효과 분석)

  • Kim, Jungae;Kim, Ju-ok
    • The Journal of the Convergence on Culture Technology
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    • v.4 no.4
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    • pp.77-87
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    • 2018
  • The study was a mixed design study that analyzed the effects of developing and applying a program to improve pregnancy recognition for severe low fertility. The study period was from April 1, 2018, to October 26, 2018, and the participants included 16 women of 19~21 age who lived in M City and M Gun. The process of program development is based on Dorothy Johnson 's theory of behavior system to induce change of perception, and reference literature review and national policy report. The program developed through the literature was finally developed by examining the experts panel discussion after deriving causes and alternatives for low fertility from 25 fertility women. The contents of program consist of three areas. Quantitative research results were analyzed using Shapiro Wilk and Wilcoxon sign rank using SPSS 18.0, and qualitative research results were analyzed using focus group. As a result of study, the perception of pregnancy increased significantly (P<0.01) with statistical significance as pre-experimental (M=3.21, SD=.342), post-experimental (M=4.46, SD=.398) and the result of content analysis appeared three themes as , , . In conclusion, the program was effective in improving the recognition of pregnancy for young women.