• Title/Summary/Keyword: Bootstrap Test

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Generation of Simulation Input Data Using Threshold Bootstrap (임계값 붓스트랩을 사용한 입력 시나리오의 생성)

  • Kim Yun-Bae;Kim Jae-Bum;Ko Jong-Suk
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2003.05a
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    • pp.1179-1185
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    • 2003
  • 시뮬레이션 상의 입력모델에 대한 기존의 연구는 과거의 자료를 바탕으로 선형의 모수적인 (parametric) 모형을 개발하는데 초점을 두고 있다. 그러나 이 경우에는 입력이 매우 복잡한 형태를 가지면 모수적인 모형을 잦는 것이 불가능해지므로 비모수적인(non-parametric) 접근방법이 절실한 실정이다 예로 인터넷 트래픽 모델의 시뮬레이션 수행시 입력으로 제공되는 단위 시간당 요구되는 웹 페이지의 수 같은 경우 데이터들 간데 종속관계가 매우 심하고 복잡하여 모수적 모형을 세우는데 어려움이 있다. 이러한 시스템들을 시뮬레이션 방법으로 분석 하고자 할 때, 기존의 trace-driven 시뮬레이션 방법이나 모수적 모형을 찾아 다수의 사실적인 시뮬레이션 입력 자료를 확보하는 것은 현실적으로 어려움이 있다. 따라서. 비모수적인 방법으로 다수의 사실적인 시뮬레이션 입력 자료를 생성하는 것이 필요하다. 이러한 비모수적인 방법에 대한 평가기준 설정은 시뮬레이션 상의 입력 모델에 대한 타당성을 제시한다는 점에서 또한 매우 중요하다. 본 논문에서는 붓트스트 랩의 방법중의 하나인 임계값 붓트스트랩을 이용하여 시뮬레이션 입력 자료 생성 방법을 개발하였고 Turing test를 통해 붓스트랩으로 생성산 입력 시나리오를 검증하였다.

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New Criteria for the Consistency in Reasonable Pairwise Comparison Matrices (합리적 쌍대비교행렬에서 일관성에 대한 새로운 기준)

  • Kim, Jae-Bum;Cho, Yong-Gon;Kim, Yun-Bae;Cho, Keun-Tae
    • Journal of Korean Institute of Industrial Engineers
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    • v.36 no.1
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    • pp.1-6
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    • 2010
  • The Analytic Hierarchy Process (AHP) has been applied widely in various decision making fields. One of advantages of the AHP is the consistency test. However, it has several problems such as the limit of its concept, the limit of 9 scales and stern criteria, contradictory pairwise comparison. In this paper, we propose new criteria for the consistency with more realistic and ideal conditions. To derive the criteria, we conduct the simulation and use the bootstrap method, which is one of resampling techniques in the simulation area.

Genetic Diversity and Phylogenetic Analysis of the mtDNA D-loop Region in Tibetan Sheep

  • Wang, X.;Chen, H.;Lei, C. Z.
    • Asian-Australasian Journal of Animal Sciences
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    • v.20 no.3
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    • pp.313-315
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    • 2007
  • Seventeen haplotypes were detected from the complete mitochondrial DNA control region sequences analyzed from eighty individuals of two Tibetan domestic sheep breeds. The nucleotide composition of all the sequences was 33.0% A, 29.7%T, 22.9%C and 14.4%G; G+C was 37.3%. The length of the sequences ranged from 1,107 bp to 1,259 bp. The difference between them was primarily due to 3-5 copy numbers of a 75 bp tandem repeat sequence. The NJ phylogenetic tree (the number of replications of bootstrap test is 1,000) presented three major domestic sheep lineages, which suggested that modern Tibetan sheep breeds are derived from three maternal sources.

Soulmate Artist MBTI Psychological Test System Using Node.js (SoulMBTI) (Node.js를 활용한 소울메이트 예술가 테스트 (SoulMBTI))

  • Hur, Tai-sung;Cho, so dam
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2022.07a
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    • pp.421-422
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    • 2022
  • 코로나19의 영향으로 개인 여가 시간이 증가하면서 성격 유형 심리 테스트들에 대한 관심도가 늘어나고 하나의 유행처럼 다양한 종류의 심리 테스트들이 등장하였다. 즉 앞으로도 심리 테스트에 대한 수요는 높을 것이라고 예상되기 때문에 트렌드에 따라가보자 해당 연구를 진행하게 되었다. 이 연구에는 JS를 기본적으로 사용했지만 추가적으로 Node.js를 이용하여 테스트 피드백을 작성하고 작성한 데이터를 백엔드로 가져오는 작업을 수행했다. 또한 Bootstrap으로 전체적인 디자인을 담당하고 테스트 결과 공유를 위해 카카오톡, 페이스북, 네이버, 트위터의 API를 가져와 사용했다. 해당 테스트를 이용할 시 심리 테스트뿐만 아니라 테스트에 대한 피드백을 관리자에게 보낼 수 있고 테스트 전체 결과 페이지를 통해 원하는 결과까지 알 수 있어 테스트 결과에만 중점을 둔 일회성 강한 다른 테스트들과는 다른 차별점을 가지고 있어 경쟁력이 있는 프로젝트라고 볼 수 있다.

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Construction of bivariate asymmetric copulas

  • Mukherjee, Saikat;Lee, Youngsaeng;Kim, Jong-Min;Jang, Jun;Park, Jeong-Soo
    • Communications for Statistical Applications and Methods
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    • v.25 no.2
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    • pp.217-234
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    • 2018
  • Copulas are a tool for constructing multivariate distributions and formalizing the dependence structure between random variables. From copula literature review, there are a few asymmetric copulas available so far while data collected from the real world often exhibit asymmetric nature. This necessitates developing asymmetric copulas. In this study, we discuss a method to construct a new class of bivariate asymmetric copulas based on products of symmetric (sometimes asymmetric) copulas with powered arguments in order to determine if the proposed construction can offer an added value for modeling asymmetric bivariate data. With these newly constructed copulas, we investigate dependence properties and measure of association between random variables. In addition, the test of symmetry of data and the estimation of hyper-parameters by the maximum likelihood method are discussed. With two real example such as car rental data and economic indicators data, we perform the goodness-of-fit test of our proposed asymmetric copulas. For these data, some of the proposed models turned out to be successful whereas the existing copulas were mostly unsuccessful. The method of presented here can be useful in fields such as finance, climate and social science.

Tourists' Satisfaction towards Bao Loc City, Vietnam

  • GIAO, Ha Nam Khanh;HANG, Tran Dieu;SON, Le Thai;KIEM, Dinh;VUONG, Bui Nhat
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.7
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    • pp.269-277
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    • 2020
  • Bao Loc City is the new tourism destination in Lam Dong province, Vietnam, where more and more tourists have been drawn to pay a visit. This study aims to test the correlative impact of tourism service quality factors on satisfaction of the tourists who have visited Bao Loc City. The key theory used in this study is SERVQUAL scale. The survey sample consists of 350 tourists who stayed overnight in Bao Loc City in the last quarter of 2019; 315 valid survey questionnaires could be used for the analysis. The research applied Cronbach's Alpha, exploratory factor analysis (EFA), confirmatory factor analysis (CFA), structural equation modeling (SEM), and bootstrap test. The results show that the satisfaction of the tourists who have visited Bao Loc City has been affected statistically by three factors: (1) Responsiveness; (2) Reliability; and (3) Empathy, which were ranked by descending importance. Surprisingly, the research found that Tangibles and Assurance do not have an impact on tourists' satisfaction towards Bao Loc City. The research formulates some suggestions to the city policy-makers and the tourism businesses management in Bao Loc City in order to enhance tourists' satisfaction through improving the tourism service quality at Bao Loc City.

The Causal Relationship Test between Marine Business Cycle and Shipping Market Using Heterogeneous Mixed Panel Framework (해운경기변동과 선박시장에 대한 다차원 혼합 패널 인과성 분석)

  • Kim, Hyun-Sok;Chang, Myung-Hee
    • Journal of Korea Port Economic Association
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    • v.36 no.2
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    • pp.109-124
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    • 2020
  • Using panel data on freight rates and ship prices in the dry freighter market from January 2015 to December 2019, this study investigates the characteristics of shipping industry fluctuations. The analysis aims at two aspects of academic contribution. First, this study analyzes the relationship between shipping indicators and ship price based on separate dry-bulk ships, while the previous research considered the overall shipping index and weighted average ship prices. Second, the VAR model for the causality test is extended to a heterogeneous mixed panel model capable of limiting coefficients. There is a peak estimated by removing the cross-correlation problem, which is mainly raised in panel data analysis, using bootstrap estimation and solving the problem of information loss due to differences in non-stationary data. An empirical investigation of the causal relationship between economic fluctuations and ship price shows that the effect on the ship price from the freight is significant at the 1% level. This implies that there is a one-way relationship with demand in the shipping industry rather than a bilateral relationship.

Test of Hypothesis in Assessing Process Capability Index Cpmk (공정능력지수 Cpmk를 평가함에서의 바람직한 가설검정)

  • Cho, Joong-Jae;Yu, Hye-Kyung;Hana, Jung-Su
    • Communications for Statistical Applications and Methods
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    • v.17 no.3
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    • pp.459-471
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    • 2010
  • Higher quality level is generally perceived by customers as improved performance by assigning a correspondingly higher satisfaction score. Usually, the quality level is measured by process capability indices. The index is used to determine whether a production process is capable of producing items within a specified tolerance. The third generation index $C_{pmk}$ is more powerful than two useful indices $C_p$ and $C_{pk}$. which have been widely used in six sigma industries to assess process performance. Most evaluations on process capability indices focus on point estimates, which may result in unreliable assessments of process performance. In this paper, we consider better testing procedure on assessing process capability index $C_{pmk}$ for practitioners to use in determining whether a given process is capable. It is easy to use the proposed method for assessing process capability index $C_{pmk}$. Whether a process is clearly normal or nonnormal, our bootstrap testing procedure could be applied effectively without the complexity of calculation. A numerical result based on our proposed method is illustrated.

Risk Factors for Medical Device-related Oral Mucosa Pressure Ulcer Development of Intubated Patients in Adult Intensive Care Unit (성인 중환자실에서 인공기도를 가진 환자의 의료기기 관련 구강점막욕창 발생의 위험요인)

  • Kang, Min Kyeong;Kim, Myoung Soo
    • Journal of Korean Biological Nursing Science
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    • v.22 no.4
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    • pp.271-278
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    • 2020
  • Purpose: This study was performed to identify the risk factors for oral mucosa pressure ulcer development in intubated patients in adult intensive care unit. Methods: Comparative descriptive study design using prospective observational design and medical record review was used. The inclusion criteria of case was that a) patients of 18 years in their age, b) patients with endotracheal tube. Data of 34 patients were analysed. Descriptive statistics, chi-square test, Fisher's exact test, Mann-whitney test, Spearman's rho correlation coefficients, and multiple logistic regression analysis were used. Resampling methods such as bootstrap was used in this study because of small number of patients. Results: Oral mucosa pressure ulcer developed in 44.1% of the intubated patients. The risk factors of oral mucosa pressure ulcer were steroid use, biteblock use and serum albumin level. Compared to the non-user of steroid, user of steroid had 32.59 times (95% CI: 1.47-722.44) higher risk of developing oral mucosa pressure ulcer. The user of biteblock had 18.78 times (95% CI: 1.00-354.40) and albumin level had 0.03 times (95% CI: 0.00-0.80) higher risk of oral mucosa pressure ulcer incidence. Conclusion: Based on the results of this study, tailored pressure relief strategies considering sex and therapeutic condition should be provided to decrease oral mucosa pressure ulcer.

Effect of Operating Conditions on Cold Startup of PEMFC Stack (운전조건에 따른 PEMFC 스택 냉시동 특성 연구)

  • Ko, Jae-Jun;Lee, Jong-Hyun;Kim, Sae-Hoon;Ahn, Byung-Ki;Lim, Tae-Won
    • Transactions of the Korean hydrogen and new energy society
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    • v.20 no.3
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    • pp.224-231
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    • 2009
  • The improvement of cold start capability is one of the most challenging tasks to be solved for commercialization of fuel cell vehicle. In this study, cold start test and ice blocking test(IBT) of fuel cell stack were carried out under various operating conditions. This fuel cell stack can be thawed from -20$^{\circ}$C within 25s and the voltage change was found to be comprised of 4 steps; the first step is the voltage decrease by overpotential, the second step is the voltage increase by the cell temperature increase, the third step is the voltage decrease by ice blocking, and the last step is the voltage increase by thawing. Bootstrap startup was failed after shutdown at temperature under 40$^{\circ}$C because of much condensed water in the fuel cell. Quantitative estimation of cold start capability have been demonstrated by ice blocking test(IBT). In the results, it was found that cold start capability was improved double every 10$^{\circ}$C from 30$^{\circ}$C to 65$^{\circ}$C and enhanced by 30% at the condition of SR 3/4 compared to SR 1.5/2.0 and enhanced by 20% with dry purge condition compared to with RH 50% purge condition.