• Title/Summary/Keyword: 통계검증

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Study on Improvement of Circuit Repairing Abilities through Headlight Assignment on Automotive Electronics Subject (자동차전기 과목의 '전조등 과제' 에서 회로수리능력 향상에 관한 연구)

  • Yu, Jeong-Hyo;Lee, Yong-Jin
    • 대한공업교육학회지
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    • v.38 no.1
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    • pp.239-258
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    • 2013
  • The purpose of this study is to define what circuit repairing ability is and to check improvement in learner's circuit repairing abilities by verifying conformity of learner's achievement of target goals that have been derived from headlight assignment based on circuit repairing ability that has been categorized into six sub-factors, which are preparing ability, attaching/detaching ability, circuit analyzing ability, inspecting and measuring ability, repairing (problem solving) ability and organizing ability. In order to achieve the purpose of study, degree of improvement in circuit repairing ability of learner's group was measured through experiment design and verification by group of experts. SPSS statistics program was used for statistical analysis in which average value for descriptive statistics, Cronbach ${\alpha}$ coefficient and t-test were conducted. Level of significance for t-test was p<.05. The conclusions from conducting this study are as follows. Firstly, the usage of terminology 'circuit repairing ability' pertaining to ability to repair failure of electrical devices in automobiles was confirmed to be appropriate. Secondly, the categorization of circuit repairing ability into sub-factors of preparing ability, attaching/detaching ability, circuit analyzing ability, inspecting and measuring ability, repairing (problem solving) ability and organizing ability was confirmed to be appropriate. Thirdly, field instruction on headlight assignment that has been revised according to achievement of learner's goals was confirmed to be effective in improving learner's circuit repairing abilities compared to regular training. Fourthly, field instruction on headlight assignment that has been revised according to achievement of learner's goals was confirmed to be effective in improving sub-factors of circuit repairing abilities, which are preparing ability, attaching/detaching ability, circuit analyzing ability, inspecting and measuring ability, repairing (problem solving) ability and organizing ability.

The Effects of Customer Aggression on the Job Stress and Emotional Burnout of Security Guards in Casino (카지노 고객의 공격성이 시큐리티 종사자의 직무스트레스 및 소진에 미치는 영향)

  • Chun, Yong-Tae
    • Korean Security Journal
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    • no.23
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    • pp.87-107
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    • 2010
  • The purpose of this study is to examine the effects of customer aggression on the job stress and emotional burnout of security guards in casino. Investigating tools used questionnaire, the sampling was drawn from security guards at 6 casinos which had more than 30 security guards. To this study, the partisans of the study were 269 people. Data for creation for questionnaire is completely computed processing and using SPSS 15.0 Windows that is social studies scholastic mantle command program after imputed encoding according to each purpose. Analyzing techniques to use for analysis of data enforced technology figure analysis, factor analysis, reliability analysis, t-test, one-way ANOVA, multiple regression analysis. Through data analysis by such method and procedure, conclusion that gets in this research is as following. First, exposure that is difference that keep in mind partially as result that verify difference of aggression according to demographical features, job stress and emotional burnout that is security guard's in casino. Second, exposure that is difference that keep in mind as statistical as result that verify effect that customer aggression gets in job stress of security guards in casino. Third, exposure that is difference that keep in mind as statistical as result that verify effect that customer aggression gets in emotional burnout of security guards in casino.

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Criterion of Test Statistics for Validation in Credit Rating Model (신용평가모형에서 타당성검증 통계량들의 판단기준)

  • Park, Yong-Seok;Hong, Chong-Sun;Lim, Han-Seung
    • Communications for Statistical Applications and Methods
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    • v.16 no.2
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    • pp.239-347
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    • 2009
  • This paper presents Kolmogorov-Smirnov, mean difference, AUROC and AR, four well known statistics that have been widely used for evaluating the discriminatory power of credit rating models. Criteria for these statistics are determined by the value of mean difference under the assumption of normality and equal standard deviation. Alternative criteria are proposed through the simulations according to various sample sizes, type II error rates, and the ratio of bads, also we suggest the meaning of statistic on the basis of discriminatory power. Finally we make a comparative study of the currently used guidelines and simulated results.

Prediction of Good Seller in Overseas sales of Domestic Books Using Big Data (빅데이터를 활용한 국내 도서의 해외 판매시 굿셀러 예측)

  • Kim, Nayeon;Kim, Doyoung;Kim, Miryeo;Jung, Jiyeong;Kim, Hyon Hee
    • Proceedings of the Korea Information Processing Society Conference
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    • 2022.05a
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    • pp.401-404
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    • 2022
  • 한국 문학이 세계로 뻗어나감에 따라 해외 시장에서 자리를 잡는 것이 중요해진 시점이다. 본 연구에서는 2016 년도부터 2020 년도까지 최근 5 년간 해외 출간된 도서들 중에서 굿셀러로 분류되는 누적 5 천부 이상 판매 여부를 예측하고자 했다. 굿셀러로 분류되는 도서는 전체 번역 도서 중 적은 비율을 차지하여 데이터 불균형이 발생하였으며, 본 연구에서는 SMOTE 기법과 앙상블 알고리즘을 적용하여 데이터 불균형 문제를 해결하였다. 그 결과, 데이터 클래스 비율이 1:1 에 가까울수록 성능 개선 효과가 나타났으며 LightGBM 모델이 99.83%의 AUC 값을 얻어 다른 앙상블 알고리즘에 비해 가장 좋은 예측 성능을 보임을 검증하였다. 또한 누적 5 천부 이상 판매 여부 예측에 있어 큰 영향을 미치는 변수로는 작가가 가장 중요한 요인으로 나타났으며 출간 국가, 그리고 평점 평균, 평점 참여자 수 같은 온라인 요인도 판매 예측에 유의미한 변수로 나타난 것을 확인할 수 있었다.

Assessments for MGARCH Models Using Back-Testing: Case Study (사후검증(Back-testing)을 통한 다변량-GARCH 모형의 평가: 사례분석)

  • Hwang, S.Y.;Choi, M.S.;Do, J.D.
    • The Korean Journal of Applied Statistics
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    • v.22 no.2
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    • pp.261-270
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    • 2009
  • Current financial crisis triggered by shaky U.S. banking system adds to the emphasis on the importance of the volatility in controlling and understanding financial time series data. The ARCH and GARCH models have been useful in analyzing economic time series volatilities. In particular, multivariate GARCH(MGARCH, for short) provides both volatilities and conditional correlations between several time series and these are in turn applied to computations of hedge-ratio and VaR. In this short article, we try to assess various MGARCH models with respect to the back-testing performances in VaR study. To this end, 14 korean stock prices are analyzed and it is found that MGARCH outperforms rolling window, and BEKK and CCC are relatively conservative in back-testing performance.

Order restricted inference for testing the investors' attention effect on stock returns (주식 수익률에 미치는 투자자들의 관심효과를 검정하기 위한 순서제약추론)

  • Kim, Youngrae;Lim, Johan;Lee, Sungim;Choi, Sujung
    • The Korean Journal of Applied Statistics
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    • v.31 no.3
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    • pp.409-416
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    • 2018
  • Significant research has been conducted in the financial sector on the behavior of investors in the stock market. In this paper, we directly measure the degree of interest using the ranking of the frequency mentioned in the stock message board operated by Daum Communications Corp. and test the fact that the higher ranking of the frequency results in the higher stock returns in order to investigate the attention effect on the stock returns in the Korean stock market. We also propose and apply the likelihood ratio test procedure for order restricted hypotheses in order to test the attention effect. The test results shows that the higher rank in the frequency mentioned in the message board is related to stock returns (p-value < $10^{-6}$). Therefore, we conclude that an investors' attention effects exist in the Korean stock market.

Developmemt of a Program to Understand the Statistical Hypothesis Testing - with mean comparisons between groups - (통계적 가설검증의 이해를 위한 학습프로그램의 개발 - 집단간의 평균비교를 중심으로 -)

  • Choi, Sook-Hee
    • The Journal of Korean Association of Computer Education
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    • v.3 no.2
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    • pp.107-114
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    • 2000
  • In this study, a program for statistics education is developed. This program deals with statistical hypothesis testing which is indispensible to demonstrate the research hypothesis. Statistical inference which is the process of using data obtained from a sample to make inference about the characteristics of a population is an essential concept to peoples to learn or use statistics. But in practice, there are many cases of wrong application and peoples think that statistics is hard to understand. Therefore, it is very important subject to teach easily and rightly statistics, specially elementary statistics. This program is developed especially for non-specialist. This program under multimedia environment which includes sound, video, animation etc. can interest students greatly. It doesn't show only the result but make it possible for students to execute the program by stages. By executing it, the students can understand the method and meaning of statistical hypothesis testing naturally.

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Effects of Ethical Consciousness on Job Satisfaction of Social Workers: Mediated Effects of Self-efficacy (사회복지사의 윤리의식이 직무만족에 미치는 영향: 자기효능감의 매개효과)

  • Jong-Du Park;Mal-Sook Suk
    • Journal of Industrial Convergence
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    • v.21 no.3
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    • pp.149-157
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    • 2023
  • The purpose of this study was to verify the mediating effect of self-efficacy in the effect of social workers' ethical consciousness on job satisfaction. Based on the ratio of the statistical yearbook of Korean social workers in 2020, the subjects of the study conducted an online survey on 512 social workers working at social welfare facilities in Seoul. The study was conducted with IRB approval. The analysis and statistics of this study used SPSS & AMOS 25.0. Bootstrapping was used to verify the mediating effect of self-efficacy in the effect of social workers' ethical consciousness on job satisfaction. As a result of the study, the positive effect on self-efficacy and job satisfaction of social workers was verified. In addition, the positive mediating effect of self-efficacy was verified between the ethical consciousness of social workers on job satisfaction. The results of the study suggest the importance of systems and practices to support capacity building and promote self-efficacy for ethical awareness to improve job satisfaction of social workers.

The Study of the Impact of Body alignment of height shoe in a Womans (여성 신발 높이에 따른 신체 균형에 미치는 영향)

  • Lee, Dong-Yeop
    • Proceedings of the KAIS Fall Conference
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    • 2012.05a
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    • pp.94-96
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    • 2012
  • 본 연구는 물리치료학과 학생들을 대상으로 젊은 여성 신발의 높이 차이가 신체의 정렬과 균형에 미치는 영향을 알아보고자 연구를 실시하였다. 평균 나이 20.5세인 여대생을 대상으로 걷기 운동을 통한 높이를 같게 한 신발의 종류에서의 실험 전과 후의 신체 정렬과 균형에 관해 비교분석하였다. 통계처리 방법으로 실험 전 후 차이를 검증하였고, 모든 통계적 유의수준은 0.05로 하였다. 본 연구의 결과 신발의 종류에 따른 신체정렬의 변화에서 7cm의 높은 힐과 편평힐은 몸통 경사, 불안정성에서 통계적으로 유의하지 않았다. 안정된 지면 및 불안정 지면에서 신발 종류에 따른 체중분포도와 정적 안정감에서 통계적으로 유희한 증가를 보였다. 향후 신발 굽의 지지면 면적의 비교뿐 아니라 좀 더 다양한 여성의 신발 굽을 비교분석하고 굽 높이와 신체 정렬간의 상관성 분석을 밝힐 필요성이 있다고 본다.

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Assessing Bioequivalence with Two New Drug Formulations and a Reference Formulation (두 개의 제제형식과 기존제제간의 생물학적 동등성 검증)

  • 오현숙;고승곤;김정일;박상규
    • The Korean Journal of Applied Statistics
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    • v.12 no.1
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    • pp.241-251
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    • 1999
  • 최근 약학계에서 동일한 활성 성분을 가지면서 용량만이 다른 제제의 개발이 증가되고 여러 개의 제제에 대한 생물학적 동등성 시험의 필요성이 대두됨에 따라, 중앙약심은 한 회사에서 개발된 제품으로서 동일한 활성 성분을 함유하고 용량만이 다른 두 가지 시험약에 대하에 동시에 시험을 행할 경우에 한하여 $3\times3$ 라틴방격법에 의한 생물학적 동등성 시험에 인정하기로 하였다. 이를 계기로 이영주 등(1998)은 온덴세트론 제제에 대한 생물학적 동등성 실험에서 $3\times3$ 라틴방격법을 적용하고 그 기준을 제시하고자 하였다. 본 논문에서는 이용주 등(1998)에 의해 제시된 기준에 대하여 통계적으로 재 고찰하고, 지존의 $2\times2$ 라틴방격법에 비해 상대적으로 길어진 총실험시간으로 인한 높은 결측치의 발생 가능성을 보완할 수 있는 3$\times$2 균형불완비블록계획법을 제시하고 분석방법과 적합성을 논의한다.

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