• Proceedings of the Korean Institute of Intelligent Systems Conference
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• 2004.10a
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• pp.339-342
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• 2004

질적인 속성을 양적인 계열로 전환하여 측정할 수 있는 도구를 개발하는 과정에서 서스톤, 리커트, 어의분별 및 커트만 척도 등을 많이 활용한다. 이 측도들 중 우리는 리커트 척도에 대해 알아보고, 응답이 애매한 리커트 척도의 자료를 퍼지화하는 방법을 제안하고 그 자료에 대한 분석 방법을 연구하려고 한다.

• Proceedings of the Korean Institute of Intelligent Systems Conference
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• 2005.04a
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• pp.166-169
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• 2005

질적인 속성을 양적인 계열로 전환하여 측정하는 방법으로서 설문의 최소 문항으로서 최대의 효과를 나타내기 위하여 한 항목을 k번 측정하여 평균과 $95\%$ 신뢰구간을 퍼지수로 한 데이터들을 리커트 척도로 활용하여 내분비방법에 의하여 검정을 하였다.

• Journal of The Korean Association For Science Education
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• v.34 no.4
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• pp.385-391
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• 2014

We use a scale mainly for quantification when we study the psychological characteristics that we cannot observe. The utilization of a scale is frequent in scientific educational studies. The convenience offered by Likert scale, which is among the most frequently used, enable us to grasp characteristic attitude or recognition in students, and evaluate them against an affective domain. But a lot of errors occur, and has been noted as well in the case of utilizing Likert scale in the process. A central tendency in the utilization of Likert scale appears in this study, and the trend analyzes according to study objects and study contents, but we intend to find a way to utilize Likert scale. The results of study made on our countryside students show that the answers tend to get concentrated and a central tendency appears. Our countryside students were aware of the eyes surroundings them, have respect for elders through social experiences, and have had troubles with differentiated expression or personality in the group and cultural environments. According to the object of study, the central tendency appears more among older students than younger students, more among general students than gifted students. In the contents of study, the central tendency has been given more appearance in scope and their exposure has relatively been in large domain. Therefore when utilizing Likert scale in scientific education study, an error of central tendency appears as if they are results of the study. So, when applying the Likert scale to scientific study, we need to consider sociocultural environment, characteristics of an object and contexts of study. This enables avoiding dependence on numerical value of the utilization results, and interpret them correctly.

• Proceedings of the Korean Association for Survey Research Conference
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• 2007.06a
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• pp.139-149
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• 2007

사회조사를 위한 표본설계를 할 때 표본의 크기를 얼마로 할 것인지를 결정하는 문제는 조사연구자에게 고민거리가 된다. 사회조사 중에서 4점 또는 5점 척도로 된 여러 개의 개별 문항들로 구성된 설문지를 사용하는 경우가 많다. 이런 경우 개개의 문항 자체를 직접적으로 하나의 변수로 사용하지 않고 여러 개 문항들을 결합하여 새로운 척도를 만들어 사용하는 것이 일반적이다. 본 연구의 목적은 리커트 척도가 관심변수인 조사연구에서 표본크기를 결정하는 방법을 제공하는 것이다. 리커트 척도를 만들고자 할 때 4점 혹은 5점 척도로 구성된 여러 문항변수들은 일반적으로 서로 양의 상관관계를 가지게 된다. 본 연구에서는 개별 문항변수들은 각각 동일한 분포를 가지며, 각각의 변수들은 서로 동일한 크기의 상관관계를 갖는다는 가정을 한다. 주어진 가정 하에서 새로운 척도의 표본분포를 유도한 후 이를 이용하여 다양한 상황에서의 표본의 크기를 계산한 결과를 표로 제시하게 되는데 표본이론을 잘 모르는 조사연구자들은 이 표를 이용하여 원하는 표본크기를 결정 할 수 있을 것이다.

• Journal of the Korean Institute of Intelligent Systems
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• v.15 no.5
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• pp.533-537
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• 2005

A Likert scale is an often used questionnaire format. It requests respondents to specify their level of agreement to each of a list of statements. A typical question using a five-point Likert scale might make a statement. The results shows vague values. We have five-point fuzzy membership function by fuzzy valued three-point for the question and fuzzy hypothesis test the membership function by 95% confidence interval.

• Journal of the Korean Data and Information Science Society
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• v.27 no.2
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• pp.373-380
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• 2016

Even though Likert type data is ordinal scale, many researchers who regard Likert type data as interval scale adapt as parametric methods. In this research, simulations have been used to find out a proper analysis of Likert type data. The locations and response distributions of five point Likert type data samples having diverse distribution have been evaluated. In estimating samples' locations, we considered parametric method and non-parametric method, which are t-test and Mann-Whitney test respectively. In addition, to test response distribution, we employed Chi-squared test and Kolmogorov-Smirnov test. In this study, we assessed the performance of the four aforementioned methods by comparing Type I error ratio and statistical power.

• The Journal of Korean Academy of Sensory Integration
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• v.19 no.3
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• pp.22-31
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• 2021

Purpose : This study aimed to conduct a translation, backtranslation, and content validity test of the Sensory Processing Measure (SPM) for Korean children. Methods : The translation and content validation process involved direct and backward translation; a test of equivalence between the two versions (the original SPM and the Korean version SPM; K-SPM) was performed using content-related evidence collected by a group of experts and a group of parents. Data analysis was carried out using Excel Content validity indices (CVI), mean, and standard deviation were used for the analysis of content validity. Results : The result of the comparison between the original SPM and K-SPM in the group of experts was 3.54 ± .74, the S-CVI/Avg for semanticity was .92, and the S-CVI/Avg for structure was .86. The results for the mean of the understanding test and the S-CVI/Avg were 3.48 ± .63 and .94, respectively. Conclusion : K-SPM will considerately be used as an assessment to identify sensory processing, praxis, and social participation issues for children in Korea. Further studies are suggested to increase the age range and the sample size for a more comprehensive applicability of the K-SPM to Korean children.

• Journal of the Korean Society for information Management
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• v.28 no.3
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• pp.335-353
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• 2011

This study examines how and which direction respondents who participated in 5-point Likert scale surveys change their initial responses when they are given an identical second survey after certain treatments. The research employs three identical questionnaires (first, second and third surveys) to analyze survey results based on group differences, kinds of treatment, survey purposes, and response change direction and the degree. This paper concludes that, first, it is significant that specialist groups do not change their initial responses compared to a general librarian group. Second, there are no differences by survey purpose; however, participants tend to change their initial responses by others' opinions rather than by previous use experiences. Third, participants who initially answered positively tend not to change their responses, and most participants who answered negatively change their initial responses in a positive direction. Fourth, when there are changes, participants change their initial responses by less than two points, and most of them change by one point. Finally, the hypothesis that middle responses change most and that participants who respond at both ends do not change their opinion was rejected by the finding that participants who answered on the negative end tend to change their initial responses in a positive direction.

• KIPS Transactions on Software and Data Engineering
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• v.3 no.12
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• pp.553-564
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• 2014

In this paper, we propose the system for automatic generation of issue analysis report based on social big data mining, with the purpose of resolving three problems of the previous technologies in a social media analysis and analytic report generation. Three problems are the isolation of analysis, the subjectivity of experts and the closure of information attributable to a high price. The system is comprised of the natural language query analysis, the issue analysis, the social big data analysis, the social big data correlation analysis and the automatic report generation. For the evaluation of report usefulness, we used a Likert scale and made two experts of big data analysis evaluate. The result shows that the quality of report is comparatively useful and reliable. Because of a low price of the report generation, the correlation analysis of social big data and the objectivity of social big data analysis, the proposed system will lead us to the popularization of social big data analysis.

• Proceedings of the Korea Water Resources Association Conference
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• 2015.05a
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• pp.260-260
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• 2015

에티오피아는 국제원조사업으로 SNNPR주 Gurage zone에 "안전한 식수 공급 사업"을 요청하였다. 이에 KOICA에서는 당해 지역내 국제원조사업 실시에 대한 성과를 평가하고자, ODA 사업 추진 전 지역주민의 "삶의 질"을 사전 평가하였다. 본 논고는 KOICA의 에티오피아 SNNPR주 Gurage zone "삶의 질" 평가 결과이다. "삶의 질" 분석을 위한 평가기준으로는 1. 현지 지역주민의 물이용 현황, 위생 및 환경 현황, 취수활동이 교육에 미치는 영향, 취수활동이 가정 경제 활동에 미치는 영향 등을 분석하고, 2. 식수공급사업 추진 시, 지역주민이 바라는 식수개발사업의 유형을 살펴보았다. 분석을 위한 자료 조사 방법으로는 설문 방법을 선택하였으며, 설문은 물 이용 현황, 질병 및 위생 관리 현황, 취수활동이 교육 및 가계 경제에 미치는 영향 그리고 지역주민이 바라는 식수사업의 방향 및 이유 등을 중심으로 구성하였다. 설문지 유형은 현황 관련 계량적 수치를 답하는 질문(계량적 평가)과 함께 지역주민이 현황에 관하여 인식하는 정도를 답하는 질문(비-계량적 평가, 리커트 5점 척도 이용)을 함께 구성하였다. 조사범위는 식수위생사업 범위에 있는 Gurage Zone 24개 마을, 301 가구, 400명의 주민을 대상으로 설문조사를 실시하였다.