• The Korean Journal of Applied Statistics
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• v.31 no.1
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• pp.155-165
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• 2018

Outliers and influential observations often distort many numerical measures for data analysis. Jang and Anderson-Cook (Quality and Reliability Engineering International, 30, 1409-1425, 2014) proposed a graphical firework plot method for exploratory analysis purpose to provide a possible visualization of the trace of the impact of the possible outlying and influential observations on the univariate/bivariate data analysis and regression. They developed 3-D plot as well as pairwise plot for the appropriate measures of interest. We use firework plots as a graphical exploratory data analysis tool to detect outliers and evaluate the impact of outliers in statistical inference.

• The Korean Journal of Applied Statistics
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• v.29 no.2
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• pp.355-368
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• 2016

Outliers and influential data points distort many data analysis measures. Jang and Anderson-Cook (2014) proposed a graphical method called a rework plot for exploratory analysis purpose so that there could be a possible visualization of the trace of the impact of the possible outlying and/or influential data points on the univariate/bivariate data analysis and regression. They developed 3-D plot as well as pairwise plot for the appropriate measures of interest. This paper further extends their approach to identify its strength. We can use rework plots as a graphical exploratory data analysis tool to evaluate the impact of outliers in skewness and kurtosis of univariate data.

• The Korean Journal of Applied Statistics
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• v.31 no.1
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• pp.97-108
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• 2018

It has been routine practice in regression analysis to check the validity of the assumed model by the use of regression diagnostics tools. Outliers and influential observations often distort the regression output in an undesired manner. Jang and Anderson-Cook (Quality and Reliability Engineering International, 30, 1409-1425, 2014) proposed a graphical method (called a firework plot) so that there could be an exploratory visualization of the trace of the impact of the possible outliers and influential observations on individual regression coefficients and the overall residual sum of the squares measure. This paper further extends a graphical approach to a multi-response surface methodology problem.

• Asia Marketing Journal
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• v.2 no.3
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• pp.44-63
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• 2000

경영관리의 초점이 생산중심에서 마케팅중심 그리고 서비스중심으로 급격히 변화하면서 서비스 경쟁이 중요한 생존무기가 되고 있다. 차별화의 수단으로 서비스의 중요성이 강조되면서 여러 가지 서비스 속성 중에서 서비스 품질에 관한 연구가 활발히 진행되어 왔다. 그러나 서비스 품질을 구성하는 차원을 밝히려는 연구는 많았던데 비해 서비스 품질이 소비자의 태도와 재이용 의도에 어떠한 영향을 미치는가에 관한 연구는 거의 이루어지지 않았다. 본 연구에서는 지각된 서비스 품질을 구성하는 여러 차원들이 소비자의 태도에 어떠한 영향을 주며, 태도는 소비자의 재이용 의도에 어떠한 영향을 주는가를 알아보았다. 자료는 소매점 이용자를 대상으로 수집되었으며 소매점 서비스에 관한 인과관계 모형을 통하여 분석되었다. 연구 결과 기능적 품질에 속하는 신뢰성 차원과 기술적 품질에 속하는 유형설비 차원이 소비자의 태도에 긍정적인 영향을 미치는 것으로 나타났다. 기술적 품질로 볼 수 있는 가격(비용) 차원은 예상대로 부정적인 영향을 주는 것으로 나타났다. 반면에 기능적 품질에 속하는 감정배려는 통계적으로 유의적인 영향을 미치지 못하는 것으로 나타났다. 한편 서비스 품질을 통해 형성된 소비자 태도는 소매점 재이용 의도에 긍정적인 영향을 미치는 것으로 나타났다. 본 연구는 추가적으로 소매점을 특성에 따라 몇 개의 범주로 분류하고 인과관계 모형의 영향 관계가 어떻게 달라지는가를 분석하였다. 분석결과 대형 할인소매점, 백화점, 주거지역 인근의 소매점들에서 상당한 차이를 발견하였다. 즉, 태도와 재이용 의도 사이의 긍정적인 영향관계는 소매점 유형에 관계없이 나타났으나 태도에 영향을 주는 서비스 품질 차원은 매우 다르게 나타났다. 이는 차별화 지표로 서비스 품질을 사용할 경우에 서비스 관리자들이 어떠한 전략을 선택해야 하는가에 관하여 시사하는 바가 크다. 아울러 동일범주의 서비스 산업이더라도, 서비스의 특성에 따라 서비스 품질을 구성하는 중요한 차원을 규명하기 위한 추가 연구의 필요성을 제기한다.

• 한국벤처창업학회:학술대회논문집
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• 2017.04a
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• pp.26-26
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• 2017

이 연구의 목적은 실제 창업하여 5년 이상 생존한 편의점이 최적의 입지유형에 위치한 것이 크다는 영향을 증명하는데 있다. 이 목적을 달성하기 위하여 서울 주요 지역의 5년 이상 생존 점포 사례를 본인과 지인의 사례 점포, A 메이저 프랜차이즈 편의점 직원이 제공한 자료를 토대로 연구 결과를 분석하고 실제 창업 생존률을 높이는데 도움을 주고자 한다. 실증분석결과, 첫째로 입지요인은 편의점 성과에 영향을 미치는 것으로 나타났다. 둘째, 최적의 입지유형에 위치한 점포는 5년 이상 생존하는데 영향을 주는 것으로 나타났다. 최적의 입지유형에 위치한 편의점 창업은 5년 이상 생존하는데 상당한 영향을 미치므로 입지유형에 대한 인식과 실전 적용은 필요한 것으로 나타났다. 전체 창업시장으로 보면 편의점과 같이 상품의 동질성이 높은 업종이나 위치에 중점을 둔 창업인 경우 까지 확대하여 창업가의 실패를 줄이고 장기적 생존률을 높일 수 있는 연구가 확대 되어야 할 것이다.

• Journal of Distribution Research
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• v.10 no.1
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• pp.107-122
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• 2005

The purpose of this research is to find out what factors have an effect on the retailer's performance. Most of the former researches in the similar fields performed their study based on the customers reasons for revisiting or store loyalty. But this research has been done not based on the customer but based on the retailers. It means that the data was collected from individual retailer. Considering the former research and characteristics of the franchisee retailers, size of temporal population around the retailers, visibility of the retailer, competition situation, out-door promotion, street shelf, size of the retailer were selected as factors affecting on the retailers performance. As a performance variable, number of visitors happened to observation period. Data collection was performed through the observation of the retail circumstance and interview with the retailers owner. As meaningful variables affecting on the retailers performance, size of temporal population around the retailers, visibility of the retailer were found in the 5% significance level, and out-door promotion, street shelf, size of the retailer in the 10% significance level, whereas competition situation did not have effect on retailers performance. Finally, we discuss several theoretical and practical implications, and suggest limitations for the research and future research issue.

• Korean Journal of Cognitive Science
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• v.33 no.1
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• pp.77-93
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• 2022

Previous studies have reported that a plausible reference point has a greater anchoring effect than an extreme reference point. It is also known that the anchoring effect decreases when the individual's level of knowledge related to a given item is high. However, there has been no study examining the interaction of the plausibility of the reference point and the difficulty of the given question. Therefore, in this study, the effect of the reference plausibility and the difficulty of the questions on the anchoring effect were examined. The relationship between the response confidence and the anchoring effect was also examined. To do so, easy and difficult questions, plausible and extreme reference points were selected through preliminary research. The experiment was conducted following the 'standard anchoring task procedure'. As results, the extremity of the reference point and the difficulty of the question affected the size of the anchoring effect respectively. The difficulty of the question also affected the confidence of the response. Specifically, when a plausible reference point was presented and when a difficult question was presented, the anchoring effects were increased. In addition, the lower the confidence in one's performances, the greater the influence of the reference point when an extreme reference point was presented. These results show that the plausibility of the given reference point and the difficulty of the item have different effects on the magnitude of the anchoring effect and the degree of confidence. The results of this study support the attitude change perspective regarding the anchoring effect, which suggests that the anchoring effect varies depending on the characteristics of the reference point and the individual's knowledge.

• Information Systems Review
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• v.19 no.3
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• pp.201-228
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• 2017

Vulnerability information, which can cause serious damage to information assets, has become a valuable commodity, thereby leading to the creation of a vulnerability market. Vulnerability information is traded on the vulnerability market from several hundred dollars to hundreds of thousands of dollars depending on its severity and importance, and the types and scope of the vulnerability markets are varying. Based on previous studies on vulnerability markets and hackers, this study empirically analyzed the effects of the security researcher's vulnerability research motivation on his/her vulnerability market use intention. The results are discussed as follows. First, vulnerability research self-efficacy had a significant effect on flow and on white and black market use intention but not on perceived benefit. Second, flow had a significant effect on perceived benefit and on black market use intention but had no effect on white market use intention. Third, perceived profit had a significant effect on white and black market use intention. Fourth, vulnerability research self-efficacy had a significant effect on perceived benefit through flow. Fifth, flow had a significant effect on white and black market use intention through perceived profit. These findings can be used to predict the behavior of security researchers who have experience in exploiting vulnerabilities.

• Journal of the Korean Data and Information Science Society
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• v.28 no.6
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• pp.1291-1300
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• 2017

In the high-dimensional data, the number of variables is very larger than the number of observations. In this case, the impact of influential observations on regression coefficient estimates can be very large. Jang and Anderson-Cook (2017) suggested the LASSO influence plot. In this paper, we propose the LASSO influence plot, LASSO variable selection ranking plot, and three-dimensional LASSO influence plot as graphical methods for evaluating the impact of influential observations in high-dimensional data. With real two high-dimensional data examples, we apply these graphical methods as the regression diagnostics tools for finding influential observations. It has been found that we can obtain influential observations with by these graphical methods.

• Journal of Korean Society of Forest Science
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• v.88 no.4
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• pp.477-484
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• 1999

This study was conducted to investigate the effect of forest road on the suspended sediment yield into a stream in the small forest watershed. The samples of suspended sediment yield were collected at surveying points A and B in mountains watersheds unaffected by forest road, and at surveying point C affected by forest road. When hourly change of suspended sediment concentration was investigated, it showed the highest increase along the forest road, and the peak of suspended sediment concentration due to the watershed characteristics of each surveying point occurred before or at the same time with, the peak of discharge. This may be due to the time lag in which stagnated unstable suspended sediment moved strongly upon rainfall. Although suspended sediment load varied depending upon rainfall factors and surveying period, suspended sediment load per unit watershed flowed out 4.1 times more at the point C than at the point A and B. The suspended sediment load on 18~19 September, 1998, strongly affected by rainfall factors, was 4.179g/sec/㏊ at the point C, and 0.343g/sec/㏊ and 0.147g/sec/㏊ at the point A and B, respectively. This load was 12 times higher at the point C than at the point A and 28 times higher than at the point B.