• Title/Summary/Keyword: BOOTSTRAP

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Estimating the Queue Length Distribution of ATM multiplexer using Threshold Bootstrap

  • 김윤배
    • Proceedings of the Korea Society for Simulation Conference
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    • 1999.10a
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    • pp.62-62
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    • 1999
  • In this paper, we propose a new technique of estimating tail of steady-state queue length distribution; Pr(Q>q), fo ATM multiplexer. Pr(Q>q) is a fundamental measure of network congestion. Assessing Pr(Q>q) properly is crucial for design and control of ATM networks. Data traffic pattern of high-speed networks is highly correlated and bursty. Estimating Pr(Q>q) is very difficult because of correlation and burstiness. We estimate entropy(rate-function) using large deviation principles and threshold bootstrap. Simulation studies are conducted to compare the performance of an existing method and our new method.

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ENTROPY-BASED GOODNESS OF FIT TEST FOR A COMPOSITE HYPOTHESIS

  • Lee, Sangyeol
    • Bulletin of the Korean Mathematical Society
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    • v.53 no.2
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    • pp.351-363
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    • 2016
  • In this paper, we consider the entropy-based goodness of fit test (Vasicek's test) for a composite hypothesis. The test measures the discrepancy between the nonparametric entropy estimate and the parametric entropy estimate obtained from an assumed parametric family of distributions. It is shown that the proposed test is asymptotically normal under regularity conditions, but is affected by parameter estimates. As a remedy, a bootstrap version of Vasicek's test is proposed. Simulation results are provided for illustration.

Performance of CCC-r charts with bootstrap adjusted control limits (붓스트랩에 기초하여 조정한 관리한계를 사용하는 CCC-r 관리도의 성능)

  • Kim, Minji;Lee, Jaeheon
    • The Korean Journal of Applied Statistics
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    • v.33 no.4
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    • pp.451-466
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    • 2020
  • CCC-r chart is effective for high-quality processes with a very low fraction nonconforming. The values of process parameters should be estimated from the Phase I sample since they are often not known. However, if the Phase I sample size is not sufficiently large, an estimation error may occur when the parameter is estimated and the practitioner may not achieve the desired in-control performance. Therefore, we adjust the control limits of CCC-r charts using the bootstrap algorithm to improve the in-control performance of charts with smaller sample sizes. The simulation results show that the adjustment with the bootstrap algorithm improves the in-control performance of CCC-r charts by controlling the probability that the in-control average number of observations to signal (ANOS) has a value greater than the desired one.

A Study on Discrimination Evaluation of DEA Models (DEA 모형의 변별력 평가에 관한 연구)

  • Park, Man Hee
    • The Journal of the Korea Contents Association
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    • v.17 no.1
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    • pp.201-212
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    • 2017
  • This study presented the new evaluation index which can evaluate the discrimination of DEA models. To evaluate the discrimination of DEA models, data were analyzed using importance index as suggested in previous study and the coefficient of variation as suggested in this study for the discrimination evaluation. This study selected the CCR-DEA, BCC-DEA, entropy, bootstrap, super efficiency, and cross efficiency DEA model for the discrimination evaluation and accomplished empirical analysis. In order to grasp the rank correlation of the models, this study implemented the rank correlation analysis between the efficiency of CCR model and BCC model and entropy, bootstrap, super efficiency, and efficiency of the cross efficiency model. The obtained results of this study are as follows. First, the discrimination rank of models using the importance index and the coefficient of variation was shown to be identical. Therefore, the coefficient of variation can be used the discrimination evaluation index of DEA model. Second, the discrimination of the super efficiency model was found to be the highest rank among 4 models according to the analysis of this present study. Third, the highest rank correlation with CCR model was the super efficiency model. In addition, the super efficiency model was found to be the highest rank correlation with BCC model.

Uncertainty Analysis of Future Design Floods for the Yongdang Reservoir Watershed using Bootstrap Technique (Bootstrap 기법을 이용한 용당 저수지 유역의 미래 설계홍수량 불확실성 평가)

  • Lee, Do Gil;Kang, Moon Seong;Park, Jihoon;Ryu, Jeong Hoon
    • Journal of The Korean Society of Agricultural Engineers
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    • v.58 no.2
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    • pp.91-99
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    • 2016
  • To estimate design floods for hydraulic structures, statistical methods has been used in the analysis of rainfall data. However, due to the lack of rainfall data in some regions, it is difficult to apply the statistical methods for estimation of design rainfall. In addition, increased uncertainty of design rainfall arising from the limited rainfall data can become an important factor for determining the design floods. The main objective of this study was to assess the uncertainty of the future design floods under RCP (representative concentration pathways) scenarios using a bootstrap technique. The technique was used in this study to quantify the uncertainty in the estimation of the future design floods. The Yongdang watershed in South Korea, 2,873 ha in size, was selected as the study area. The study results showed that the standard errors of the basin of Yongdang reservoir were calculated as 2.0~6.9 % of probable rainfall. The standard errors of RCP4.5 scenario were higher than the standard errors of RCP8.5 scenario. As the results of estimation of design flood, the ranges of peak flows considered uncertainty were 2.3~7.1 %, and were different each duration and scenario. This study might be expected to be used as one of guidelines to consider when designing hydraulic structures.

Genetic Study of the Class Dinophyceae Including Red Tide Microalgae Based on a Partial Sequence of SSU Region : Molecular Position of Korean Isolates of Cochlodinium polykrikoides Margalef and Gyrodinium aureolum Hulburt (SSU 부위의 유전자 염기서열 분석에 의한 한국연안에서 분리한 Cochiodinium polykrikoides Margalef와 Gyrodinium aurelum Hulburt 적조생물의 분자생물학적 연구)

  • Cho, Eun-Seob
    • Journal of Life Science
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    • v.14 no.4
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    • pp.593-607
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    • 2004
  • The nucleotide sequence for a nuclear-encoded small subunit rDNA (SSU rDNA) was determined for 43 species of the class Dinophyceae, including harmful algae Cochlodinium polykrikoides and Gyrodinium aureolum. These sequences and data analyses were performed by parsimony, distances and maximum likelihood methods in PHYLIP (Phylogenetic Inference Package) version 3.573c. The species Noctiluca scintillans, Gonyaulax spinifern and Crypthecodinium cohnii occupied a basal position within the Dino- phyceae in our analyses. The genera Alexandrium and Symbiodinium were monophyletic (supported by a bootstrap value of >70%), whereas the genera Gymnedinium and Gyrodinium formed polyphyletic nodes, for which bootstrap support was strong (>70%) in the neighbor-joining and maximum likelihood methods except for the PHYLIP parsimony analysis (=59%). The sequence divergence between G. aureolum and G. dorsum/ G. galathenum was the largest at 7.4% (45 bp), whereas G. aureolum and G. mikimotoi showed an extremely low value of genetic divergence of 0.9% (5 bp). The genetic divergence between C. polykrikoides and G. aureolum was a low value of 5.2% (31 bp). In the phylogenetic analysis, the placement of G. aureolum and C. polykrikoides was closer to the genus Gymnodinium than to the genus Gyrodinium, which was supported by a moderate bootstrap value.

How Many SNPs Should Be Used for the Human Phylogeny of Highly Related Ethnicities? A Case of Pan Asian 63 Ethnicities

  • Ghang, Ho-Young;Han, Young-Joo;Jeong, Sang-Jin;Bhak, Jong;Lee, Sung-Hoon;Kim, Tae-Hyung;Kim, Chul-Hong;Kim, Sang-Soo;Al-Mulla, Fahd;Youn, Chan-Hyun;Yoo, Hyang-Sook;The HUGO Pan-Asian SNP Consortium, The HUGO Pan-Asian SNP Consortium
    • Genomics & Informatics
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    • v.9 no.4
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    • pp.181-188
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    • 2011
  • In planning a model-based phylogenic study for highly related ethnic data, the SNP marker number is an important factor to determine for relationship inferences. Genotype frequency data, utilizing a sub sampling method, from 63 Pan Asian ethnic groups was used for determining the minimum SNP number required to establish such relationships. Bootstrap random sub-samplings were done from 5.6K PASNPi SNP data. DA distance was calculated and neighbour-joining trees were drawn with every re-sampling data set. Consensus trees were made with the same 100 sub-samples and bootstrap proportions were calculated. The tree consistency to the one obtained from the whole marker set, improved with increasing marker numbers. The bootstrap proportions became reliable when more than 7,000 SNPs were used at a time. Within highly related ethnic groups, the minimum SNPs number for a robust neighbor-joining tree inference was about 7,000 for a 95% bootstrap support.

Software-based Encryption Pattern Bootstrap for Secure Execution Environment (보안 실행 환경을 위한 소프트웨어 기반의 암호화 패턴 부트스트랩)

  • Choi, Hwa-Soon;Lee, Jae-Heung
    • Journal of IKEEE
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    • v.16 no.4
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    • pp.389-394
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    • 2012
  • Most current systems have ignored security vulnerability concerned with boot firmware. It is highly likely that boot firmware may cause serious system errors, such as hardware manipulations by malicious programs or code, the operating system corruption caused by malicious code and software piracy under a condition of no consideration of security mechanism because boot firmware has an authority over external devices as well as hardware controls. This paper proposed a structural security mechanism based on software equipped with encrypted bootstrap patterns different from pre-existing bootstrap methods in terms of securely loading an operating system, searching for malicious codes and preventing software piracy so as to provide reliability of boot firmware. Moreover, through experiments, it proved its superiority in detection capability and overhead ranging between 1.5 % ~ 3 % lower than other software security mechanisms.

The Parallel Multiple Mediating Effect of Emotional Intelligence and Self-Efficacy in the Relationship between Interpersonal Ability and College Life Adjustment among Nursing Students since COVID-19 (COVID-19 이후 간호대학생의 대인관계능력과 대학생활적응의 관계에서 정서지능과 자기효능의 병렬다중매개효과)

  • Yoonjeong Lee;Kyeong-Ah Kim
    • Journal of Industrial Convergence
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    • v.21 no.10
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    • pp.121-129
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    • 2023
  • This study was conducted to confirm the effect of interpersonal ability on college life adjustment of nursing students and the parallel multiple mediating effect of emotional intelligence and self-efficacy. Participants in this study were 130 nursing students at a college. Data were collected from 24 July to 1 August 2023, and analyzed by descriptive statistics, Pearson's correlation, and PROCESS macro model 4 using SPSS/WIN 27.0. As a result of the study, interpersonal ability was positively correlated with emotional intelligence, college life adjustment and self-efficacy. Interpersonal ability had a significant total effect(B=0.48, p<.001) on college life adjustment. And the mediating effect of emotional intelligence(B=0.20, 95% bootstrap CI=0.06~0.36) and self-efficacy(B=0.17, 95% bootstrap CI=0.05~0.31) was also significant. Therefore, it will be necessary to develop and research various training programs that can enhance emotional intelligence and self-efficacy together in developing programs to help nursing students improve their college life adjustment.

Assessment of Uncertainty for Applying Nash's Model Using the Hydrologic Similarity of Basins (유역의 수문학적 상사성을 이용한 Nash 모형의 불확실성 평가)

  • Seong, Kee-Won
    • Journal of Korea Water Resources Association
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    • v.36 no.3 s.134
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    • pp.399-411
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    • 2003
  • An approach determining a confidence interval of Nash's observed mean instantaneous unit hydrograph is developed. In the approach, both two parameters are treated as correlated gaussian random variables based on the theory of Box-Cox transformation and the regional similarity relation, so that linear statistical parameter estimation is possible. A parametric bootstrap method is adopted to give the confidence interval of the mean observed hydrograph. The proposed methodology is also applicable to estimate the parameters of Nash's model for un-gauged basins. An application to a watershed has shown that the proposed approach is adequate to assess the uncertainty of the Nash's hydrograph and to evaluate parameters for un-gauged basins.