• Title/Summary/Keyword: 비모수통계

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Long-term Trend Analysis of Major Tributaries of Nakdong River Using Water Quality Index (수질지수를 이용한 낙동강 주요 지류지천의 장기 경향성 분석)

  • Park, Jaebeom;Kal, Byungseok;Kim, Sanghun
    • Journal of Wetlands Research
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    • v.20 no.3
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    • pp.201-209
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    • 2018
  • In this study, the water quality index was calculated using the water quality monitoring data of the major tributaries of the Nakdong River and long-term trend analysis was performed to identify the tributaries requiring priority management. We used a Real-Time Water Quality Index method implemented by the Ministry of Environment. Linear regression as a parametric method and Mann-Kendall Test and Sen Slope Test as a nonparametric method were applied for the trend analysis. The water quality index of major tributaries except for Migeon2 and Seokyo2 was in the range below Fair grade and there were no significant trends for the rest of the sites except Bukan, Chennae, Hogye, Yongdeok. Therefore, in order to improve the water quality of the main stream, management of the tributaries should be preceded.

A trend analysis of seasonal average temperatures over 40 years in South Korea using Mann-Kendall test and sen's slope (Mann-Kendall 비모수 검정과 Sen's slope를 이용한 최근 40년 남한지역 계절별 평균기온의 경향성 분석)

  • Jin, Dae-Hyun;Jang, Sung-Hwan;Kim, Hee-Kyung;Lee, Yung-Seop
    • The Korean Journal of Applied Statistics
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    • v.34 no.3
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    • pp.439-447
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    • 2021
  • Due to the frequent emergence of global abnormal climates, related studies on meteorological change is being actively proceed. However, the research on trend analysis using weather data accumulated over a long period of time was insufficient. In this study, the trend of temperature time series data accumulated from automated surface observing system (ASOS) for 40 years was analyzed by using a non-parametric analysis method. As a result of the Mann-Kendall test on the annual average temperature and seasonal average temperature time series data in South Korea, it has shown that an upward trend exists. In addition, the result of calculating the Sen's slope, which can determine the degree of tendency before and after the searched change point by applying the Pettitt test, recent data after the fluctuation point confirmed that the tendency of temperature rise was even greater.

Analysis of Noise Influence on a Chaotic Series and Application of Filtering Techniques (카오스 시계열에 대한 잡음영향 분석과 필터링 기법의 적용)

  • Choi, Min Ho;Lee, Eun Tae;Kim, Hung Soo;Kim, Soo Jun
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.31 no.1B
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    • pp.37-45
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    • 2011
  • We studied noise influence on nonlinear chaotic system by using Logistic data series which is known as a typical nonlinear chaotic system. We regenerated Logistic data series by the method of adding noise according to noise level. And, we performed some analyses such as phase space reconstruction, correlation dimension, BDS statistics, and DVS Algorithms which are known as the methods of nonlinear deterministic or chaotic analysis. If we see the results of analysis, the characteristics of data series are gradually changed from nonlinear chaotic data series to random stochastic data series according to increasing noise level. We applied Low Pass Filter (LPF) and Kalman Filter techniques for the investigation of removing effect of the added noise to data series. Typical nonparametric method cannot distinguish nonlinear random series but the BDS statistic can distinguish the nonlinear randomness of the time series. Therefore this study used the BDS statistic which is well known as nonlinear statistical method for the investigation of randomness of time series for the effect of removing noise of data series. We found that Kalman filter is better method to remove the noise of chaotic data series even for high noise level.

A comparison of synthetic data approaches using utility and disclosure risk measures (유용성과 노출 위험성 지표를 이용한 재현자료 기법 비교 연구)

  • Seongbin An;Trang Doan;Juhee Lee;Jiwoo Kim;Yong Jae Kim;Yunji Kim;Changwon Yoon;Sungkyu Jung;Dongha Kim;Sunghoon Kwon;Hang J Kim;Jeongyoun Ahn;Cheolwoo Park
    • The Korean Journal of Applied Statistics
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    • v.36 no.2
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    • pp.141-166
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    • 2023
  • This paper investigates synthetic data generation methods and their evaluation measures. There have been increasing demands for releasing various types of data to the public for different purposes. At the same time, there are also unavoidable concerns about leaking critical or sensitive information. Many synthetic data generation methods have been proposed over the years in order to address these concerns and implemented in some countries, including Korea. The current study aims to introduce and compare three representative synthetic data generation approaches: Sequential regression, nonparametric Bayesian multiple imputations, and deep generative models. Several evaluation metrics that measure the utility and disclosure risk of synthetic data are also reviewed. We provide empirical comparisons of the three synthetic data generation approaches with respect to various evaluation measures. The findings of this work will help practitioners to have a better understanding of the advantages and disadvantages of those synthetic data methods.

Lowess and outlier analysis of biological oxygen demand on Nakdong main stream river (낙동강 본류 측정소들의 생물학적 산소요구량 수치에 대한 비모수적 회귀분석과 특이점분석)

  • Kim, Jong Tae
    • Journal of the Korean Data and Information Science Society
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    • v.25 no.1
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    • pp.119-130
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    • 2014
  • This paper is based on water information system of NIE, National Institute of Environmental Research. We used monthly data of water quality from January, 2013 to August, 2013 starting from measuring point A (nbA) to measuring point N (nbN) located along the Nakdong river main stream. Statistical water quality analysis of BOD (biological oxygen demand) is specified by R programming depending on month, year, and points. Based on BOD measured from Nakdong river's measuring points, we used exploratory data analysis and locally weighted scatter plot smoother (Lowess) trend analysis, which is a method of non-parametic regression analysis, to analyze long-term water tendency and water quality distribution depending on points. Also, we analyzed the period and the measuring point of which the outliers are abundant. As a result, compared to BOD measured in nbM located in Busan along the downstream, BOD measured in nbG located in Daegu and nbI located in Changwon along the midstream showed higher rate of water pollution at a severe level.

Effects of Science Club Activity on Science-Related Attitudes of Female Elementary School Students (과학반 활동이 초등학교 여학생들의 과학 태도에 미치는 영향)

  • Shin, Ae-Kyung;Jang, Chi-Hoon;Hyun, Dong-Geol
    • Journal of The Korean Association For Science Education
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    • v.31 no.4
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    • pp.505-512
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    • 2011
  • The purpose of this study was to investigate how extracurricular science club activities affect sciencerelated attitudes of female elementary school students. The experimental group was organised with thirty female elementary school students selected from a school in a small city and two schools in a town at Jeju special selfgoverning province. The students were encouraged to participate in a variety of scientific experiences and inquiry activities for ten months. The control group consisted of another thirty girl students chosen from the same schools. The pre-test and post-test on science-related attitudes were administered to both the experimental and control groups. The result of this study shows that meaningful changes have been observed in science-related attitudes of the experimental group, whereas the control group reveals no meaningful changes. Science-related attitudes have been analyzed in three categories such as cognition, interests, scientific attitude. The experimental group shows meaningful changes in all of the three categories, while the control group shows no change in any category. When the female students from small city and those from the town were separated, the result shows that the latter shows more positive changes in science-related attitudes through science club activities than the former.

Assessment of statistical errors of articles published in the Journal of the Korean Academy of Prosthodontics: 2006 - 2010 (대한치과보철학회지에서 볼 수 있는 통계적 오류의 고찰(2006 - 2010))

  • Kang, Dong-Wan;Seo, Yunam;Oh, Nam-Sik;Lim, Hoi-Jeong
    • The Journal of Korean Academy of Prosthodontics
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    • v.50 no.4
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    • pp.258-270
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    • 2012
  • Purpose: Use of inappropriate statistical methods may lead to incorrect conclusions and a waste of valuable resources. The goal of this study was to assess the frequency and the types of several common statistical errors in the published articles of the Journal of the Korean Academy of Prosthodontics (JKAP) for a 5-year period. Materials and methods: Of 336 articles in the JKAP published from 2006 to 2010, 255 articles using statistics were reviewed and classified by statistical method and year. The frequency and types of the statistical methods were examined, and the statistical errors were evaluated by the appropriateness of the experimental design, assumption check, independent outcomes, proper sample size and suitable use of statistical method. Statistical guidelines were completed based on the appropriateness. Results: Of the 255 articles using statistics, 193 articles (75.9%) used inferential statistics and 153 articles used SPSS statistical software (60.0%). Of the articles using inferential statistics, the three most frequently used statistical methods were ANOVA (41.5%), t-test (20.0%), and the nonparametric method (16.9%). The average rate of statistical errors was 61.2 percent, similar to the rate reported by several studies completed for the medical journal. Conclusion: After the whole analysis of the difference among the groups, post-hoc tests for the pairwise comparisons are required. The optimal sample size calculation is an essential part of this study protocol. To minimize the occurrence of statistical errors, statistical guidelines were developed according to each statistical test procedure and will contribute to the academic improvement in the JKAP.

Effects of a Simulation-based Stroke Care Education on Nursing Performance Ability and Satisfaction in Nursing Students (뇌졸중 대상자간호 시뮬레이션 교육이 간호학생의 수행능력과 만족도에 미치는 효과)

  • Jang, Kie In;Roh, Young Sook
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.1
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    • pp.408-417
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    • 2015
  • The aim of the study was to verify the effects of simulation-based stroke care education on the nursing performance ability and satisfaction among nursing students. The study used a nonequivalent control group pretest-posttest design. A total of 64 nursing students in a nursing college participated in this study. The participants were assigned conveniently according to the academic year to either the experimental group in 2013 (n = 32) or control group in 2014 (n = 32). The experimental group received a simulation-based stroke care education, and the control group received a clinical placement with self-directed practicum. The data was analyzed using the Mann-Whitney U test. The results showed that the scores of the overall nursing performance ability (z = -3.373, p < .001) and satisfaction (z = -3.245, p = .001) in the experimental group were significantly higher than those in the control group. Overall, simulation-based stroke care education is an effective teaching strategy of improving the nursing performance ability and satisfaction among nursing students.

A Characteristics of the Vulnerable Area for Emergency Medical Service in Daejeon by Analysis of Geographic Information System (지리정보시스템(GIS)으로 분석한 대전광역시 응급의료서비스 취약지 특성)

  • Hwang, Ji-Hye;Na, Baeg-Ju;Lee, Dong-Woo;Hong, Jee-Young;Lee, Moo-Sik
    • Proceedings of the KAIS Fall Conference
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    • 2010.05b
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    • pp.859-862
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    • 2010
  • 본 연구는 대전광역시의 응급의료서비스 취약지를 도출하고 취약지역의 보건학적 특성 및 응급의료서비스 취약여부와의 관련성을 분석하여 응급의료 관련 정책의 의사결정에 유용한 기초자료로 제공하기 위한 연구이다. 응급의료서비스 취약지 도출은 Arc GIS의 공간분석 방법 중 가중분석(Cost Weighted distance) 방법으로 응급의료센터로부터의 접근성 분석을 하였으며, 응급의료서비스 취약지의 보건학적 특성 및 응급의료서비스 취약여부와의 관련성은 SPSS 17.0을 이용하여 비모수 t-검정 및 다중회귀분석을 시행하였다. 본 연구의 주요 결과는 다음과 같다. 연구지역의 응급의료기관 분포는 동구와 유성구, 대덕구는 지정된 응급의료센터가 없으나 서구와 중구는 응급의료센터가 2개소 이상 위치하고 있어 응급의료기관 분포가 편중되어 있으며, GIS를 활용하여 응급의료센터와의 접근성 분석을 수행한 결과, 대전광역시 자치구별 전체 면적 대비 응급의료서비스 취약지의 비율이 높은 자치구는 동구가 41.2%로 가장 높았다. GIS를 활용하여 행정동별 응급의료서비스 취약지를 분석한 결과, 대덕구 신탄진동, 동구 대청동과 산내동, 유성구 구즉동과 노은2동, 서구 기성동, 중구 산성동으로 나타났으며, 응급의료서비스 취약지 중 기성동, 대청동이 노인 인구밀도가 높게 나타났다. 응급의료서비스 취약여부에 따른 보건학적 특성별 차이를 분석한 결과, 국민기초생활수급권자, 장애인등록자, 농업인구 비율의 평균은 취약지가 비취약지에 비해 높았으며 통계적으로 유의한 차이를 보였다(p<0.01). 응급의료서비스 취약여부를 종속변수로 하고 지역별 보건학적 특성을 독립변수로 하여 로지스틱 회귀분석을 시행한 결과, 농업인구 비율과 국민기초생활수급권자 비율이 높았으며 이는 통계적으로 유의하여 응급의료서비스 취약여부를 설명할 수 있는 변수인 것으로 나타났다(p<0.01, p<0.05). 이상의 결과를 종합하면 대전광역시 5개 자치구의 행정동 중 응급의료서비스 접근 불평등지역이 도출되었고 이러한 지역은 보건학적 특성 중 농업인구 비율과 국민기초생활수급권자의 비율이 높았으며 이는 통계적으로 유의하여 응급의료서비스 취약여부와 관련성이 있는 것으로 나타났다. 향후 효율적인 응급의료 자원 분배를 위해서는 GIS를 활용한 의사결정이 필요하며, 응급의료서비스 이용의 형평성을 증진시키기 위해서 응급의료서비스의 사각지대에 놓여있는 지역의 보건학적 특성을 고려한 정책이 시행되어야 할 것으로 사료된다.

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A Study of Practical Training Anxiety, Career Decision-Making Self-Efficacy, and Career Decision Level of Students Majoring in Language Rehabilitation in College (전문대학교 언어재활과 학생들의 실습 불안과 진로 결정 자기 효능감 및 진로결정 수준 인식에 대한 연구)

  • Lee, Myung-Soon;Park, Hyun
    • The Journal of the Korea Contents Association
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    • v.16 no.8
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    • pp.169-179
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    • 2016
  • This study used three types of survey, an anxiety for practice, a career decision making self-efficacy, and a career decision level for students majoring in language rehabilitation in college in order to provide an effective guide for practice and career decision. By using 18.0 SPSS statistic package, the data has examined with Mann-Whitney test, Kruskal-Wallis test and Bonferroni test based on student's grade, academic record and practice duration. The result of study is as follows. First, based on grade, students showed significant differences on several subfactors of the anxiety for practice and the level of career decision-making. Second, based on an academic point and practice duration, there were significantly different in several subfactors of the anxiety for practice, the career decision-making self efficacy, the career decision level. Consequently grade, academic record and practice duration influenced student's conception for practice and career.