• Title/Summary/Keyword: 부트스트랩

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A Statistical Homogeneity Analysis of Seoul Rainfall using Bootstrap (Bootstrap 기법을 이용한 서울지점 강우자료의 통계적 동질성 분석)

  • Hwang, Seok-Hwan;Kim, Joong-Hoon;Yoo, Chul-Sang;Jung, Sung-Won;Yoo, Do-Guen
    • Journal of Korea Water Resources Association
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    • v.42 no.10
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    • pp.795-807
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    • 2009
  • In this study, homogeneity analysis was performed between rainfall observation data set of Chukwooki (CWK) and rainfall observation data set of modern rain gage (MRG) using Bootstrap method. Since traditional statistical homogeneity test method are validated only when distribution of their population is known, meteorological data which their statistical distributions of population are complicated were difficult to verify the homogeneity and there were plenty of room for doubt for their statistical significance using historical method. In this reason, in this study homogeneity test was evaluated between two data sets using bootstrap method which is not necessary to infer distribution of population. The test results show that there was an statistical homogeneity between CWK and MRG except for slight impact of climatical trend.

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.

Estimating the design flood interval of agricultural reservoirs using a non-parametric resampling technique (비매개변수적 리샘플링 기법 기반 농업용 저수지 설계홍수량 구간 추정 기법)

  • Park, Jihoon;Kang, Moon Seong;Kim, Keuk Soo;Choi, Kyu Hyun;Cho, Hyo Seob
    • Proceedings of the Korea Water Resources Association Conference
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    • 2021.06a
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    • pp.397-397
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    • 2021
  • 본 연구의 목적은 비매개변수적 리샘플링 기법을 이용하여 농업용 저수지 유입 설계홍수량의 구간을 추정하는 기법을 제안하는 데 있다. 본 연구는 설계홍수량을 점 추정하여 안전계수(safety factor)를 적용하는 기존 방법에 대한 대안을 제시하고자 한다. 설계홍수량의 구간 추정을 수행하기 위해 부트스트랩 기법(bootstrap technique)을 사용하였다. 부트스트랩 기법을 이용하여 95% 신뢰수준에 해당하는 신뢰구간을 추정하였다. 본 연구의 공간적인 범위는 남한의 30개 농업용 저수지이며, 시간적인 범위는 과거 기간(2015s: 1986-2015)과 미래기간(2040s: 2011-2040, 2070s: 2041-2070, 2100s: 2071-2100)을 설정하였다. 본 연구에서는 200년 빈도, 24시간 지속기간을 대표적인 결과로 선정하여 분석하였다. 빈도분석은 GEV 분포를 사용하였고, L-moment 방법을 이용하여 매개변수를 추정하였다. 설계홍수량은 HEC-1 모형을 이용하여 산정하였다. 최종적으로 설계홍수량 구간 추정한 결과를 기존의 점 추정한 뒤 안전계수를 적용한 기존 방법과 비교하였다. 97.5th BCa percentile 기준으로 상대적인 변화를 비교해보면, 미래로 갈수록 구간 추정으로 산정한 설계홍수량이 점차 증가하는 것으로 도출되었다. 한강 및 금강 유역에 위치한 농업용 저수지의 설계홍수량이 낙동강 유역에 비해 상대적으로 큰 변화를 보여주었다. 몇몇 농업용 저수지에 대해서 2040s 기간에 다소 감소하기도 하였으나 2070s 기간 이후에 다시 증가하는 결과를 보여주었다. 낙동강 유역의 위치는 농업용 저수지의 설계홍수량은 미래로 갈수록 크게 증가하지 않는 경향을 보여주었다. 본 연구는 설계홍수량을 추정하는 데 있어 결정론적인 방법에서 더 나아가 자료의 통계적인 특성을 고려하여 구간 추정을 수행하는 방법론을 제공할 수 있을 것으로 사료된다.

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Bootstrap Evaluation of Stem Density and Biomass Expansion Factors in Pinus rigida Stands in Korea (부트스트랩 시뮬레이션을 이용한 리기다소나무림의 줄기밀도와 바이오매스 확장계수 평가)

  • Seo, Yeon Ok;Lee, Young Jin;Pyo, Jung Kee;Kim, Rae Hyun;Son, Yeong Son;Lee, Kyeong Hak
    • Journal of Korean Society of Forest Science
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    • v.100 no.4
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    • pp.535-539
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    • 2011
  • This study was conducted to examine the bootstrap evaluation of the stem density and biomass expansion factor for Pinus rigida plantations in Korea. The stem density ($g/cm^3$) in less than 20 tree years were 0.460 while more than 21 tree years were 0.456 respectively. Biomass expansion factor of less than 20 years and more than 21 years were 2.013, 1.171, respectively. The results of 100 and 500 bootstrap iterations, stem density ($g/cm^3$) in less than 20 years were 0.456~0.462 while more than 21 years were 0.457~0.456 respectively. Biomass expansion factor of less than 20 years and more than 21 years were 1.990~2.039, 1.173~1.170, respectively. The mean differences between observed biomass factor and average parameter estimates showed within 5 percent differences. The split datasets of younger stands and old stands were compared to the results of bootstrap simulations. The stem density in less than 20 years of mean difference were 0.441~1.049% while more than 21years were 0.123~0.206% respectively. Biomass expansion factor in less than 20 years and more than 21 years were -1.102~1.340%, -0.024~0.215% respectively. Younger stand had relatively higher errors compared to the old stand. The results of stem density and biomass expansion factor using the bootstrap simulation method indicated approximately 1.1% and 1.4%, respectively.

A Study on the Capacity Review of One-lane Hi-pass Lanes on Highways : Focusing on Using Bootstrapping Techniques (고속도로 단차로 하이패스차로 용량 검토에 관한 연구 : 부트스트랩 기법 활용 중심으로)

  • Bosung Kim;Donghee Han
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.23 no.3
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    • pp.1-16
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    • 2024
  • In the present highway design guidelines suggest that the capacity of one-lane hi-pass lanes is 2,000 veh/h for mainline toll plaza and 1,700 veh/h for interchange toll plaza. However, in a study conducted in early 2010, capacity of the mainline toll plaza was presented with 1,476 veh/h/ln to 1,665 veh/h/ln, and capacity of the interchange toll plaza was presented as 1,443 veh/h/ln. Accordingly, this study examined the feasibility of the capacity of the currently proposed highway one-lane hi-pass lane. Based on the 2021 individual vehicle passing data collected from the one-lane hi-pass gantry, the speed-traffic volume relationship graph and headway were used to calculate and compare capacity. In addition, the bootstrapping technique was introduced to utilize the headway and new processing methods for collected data were reviewed. As a result of the analysis, the one-lane hi-pass capacity could be estimated at 1,700 veh/h/ln for the interchange toll plaza, and at least 1,700 veh/h/ln for the mainline toll plaza. In addition, by using the bootstrap technique when using headway data, it was possible to present an estimated capacity similar to the observed capacity.

The comparison of the BAD and the BCD methods in a P300-based concealed information test (P300 숨긴정보검사에서 BAD 방법과 BCD 방법의 비교)

  • Eom, Jin-Sup
    • Korean Journal of Forensic Psychology
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    • v.12 no.2
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    • pp.151-169
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    • 2021
  • In the P300-based concealed information test, most commonly used methods to detect whether a subject is lying are the bootstrapped amplitude difference (BAD) and the bootstrap correlation difference (BCD). Previous studies comparing the accuracy of the two methods reported inconsistent results. Most studies showed that the BAD is more accurate than the BCD, but some studies found that the BCD had a higher accuracy rate than the BAD. The purpose of the study is to identify conditions where the each method has higher accuracy compared to the other. In the result of Monte Carlo study, the false alarm rate of the BAD was generally higher than that of the BCD, and the hit rate of the BAD was higher than that of the BCD. Compared to the condition where the P300 latencies of probe and irrelevant were similar, the hit rate of the BCD was decreased when the P300 latency of probe was about 100 ms faster, and the hit rate of the BCD was increased when the P300 latency of probe was about 100 ms slower. When the P300 amplitude of the probe was slightly larger than that of the irrelevant and the P300 latency of probe was longer than that of target, the hit rate of the BCD was higher than that of the BAD. The reason why the false alarm rate of the BAD is higher than that of BCD and why the hit rate of the BCD is affected by the P300 latency of the probe were discussed.

An Empirical Analysis on the Appeal Case of Origin Verification for Korean Import Goods Using Bootstrapping Technique (부트스트랩 기법을 활용한 한국 수입 상품의 원산지검증 불복사례 실증분석)

  • Kim, Jong-Hyuk;Heo, Sang-Hyun;Kim, Suk-Chul
    • Korea Trade Review
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    • v.42 no.4
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    • pp.93-114
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    • 2017
  • Under the FTA agreement, preferential tariffs between FTA members will result in tariff reductions. In order to ensure the stable use of the FTA tariff system, it is necessary for the customs authorities to determine whether the origin goods are clearly applicable. This study analyzed the procedure of appeal according to the origin verification system based on the decision made by Korea Customs Service and Tax Tribunal. From this, we examined whether the rate of re-claiming a case rejected in the 'Review System of the Legality Before Taxation' differs. In addition, we carried out a quantitative analysis using bootstrapping technique in order to overcome the scarcity cases of verification of origin among FTA members. The implications of this paper are summarized as follows: First, we tested the hypothesis that the re-claiming rate of Western countries is higher. Second, some issues represented higher re-claiming rate. Third, there was no significant difference between the verification group and the re-claiming rate. Finally, even if an applicant makes a claim again, there is a possibility of being rejected again.

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Bootstrap Confidence Cones for Spherical Data (구형자료(球型資料)에 대(對)한 부트스트랩 신뢰원추체(信賴圓錐體))

  • Shin, Yang-Kyu
    • Journal of the Korean Data and Information Science Society
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    • v.3 no.1
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    • pp.33-46
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    • 1992
  • The set of eigenvectors of the second moment matrix and the mean vector are the measures of orientation for a distribution supported on the unit sphere. Bootstrap confidence cone for the eigenvector is constructed and the consistency of this method is discussed. The performance of our bootstrap cone for the eigenvector is compared with that of the asymptotic confidence cones for two measures under the parametric assumptions for the underlying distributions and that of the bootstrap cone for the mean vector by Monte Carlo simulation.

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Low Voltage Inverter Gate Driver Design (저전압 구동 인버터의 게이트 드라이버 설계)

  • Kim, E.K.;Lee, Y.K.;Kim, Y.R.
    • Proceedings of the KIPE Conference
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    • 2010.07a
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    • pp.43-44
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    • 2010
  • 본 논문에서는 저전압 구동 인버터의 게이트 구동회로 설계 시, 밀러 캡 영향이 야기할 수 있는 암 단락 현상 방지를 위한 양전원 방식의 게이트 구동회로 설계를 제안한다. 제안하는 회로는 부트스트랩 방식의 0~15[V] 의 전원을 사용하고, 커패시터와 다이오드를 통하여 마이너스 전압을 생성하며 이를 통해 양전원으로 게이트를 구동한다. 이는 단 전원 방식에 비하여 밀러 캡의 영향을 줄일수 있고 이를 통해 스위칭 시 소자의 스트레스를 감소시키며 또한 암단락을 방지한다. 제안하는 회로를 시뮬레이션과 실험을 통해 검증하였다.

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Is There Timing Ability in Korean Equity Funds? (국내 주식형 펀드의 타이밍 능력은 존재하는가?)

  • Kim, Sang-Bae;Park, Jong-Goo
    • The Korean Journal of Financial Management
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    • v.26 no.2
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    • pp.93-112
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    • 2009
  • The purpose of this study is to examine market timing and volatility timing abilities in Korean equity funds by distinguishing 'skill' and 'luck' for individual funds. In this study, we use the funds, which exist more than consecutive 24 month non-overlapping periods. This procedure leaves 545 funds among total 1,904 funds during sample priod January 2001 to December 2007. To derive the 'luck' distribution, the cross-sectional bootrap approach is adopted. From our results, it is found that when the traditional regression approach is adopted, only few Korean equity funds possess market timing and volatility timing abilities. However, based on the 'luck' distributions, which are derived from cross-sectional bootstrap approach, it is found that market timing and volatility timing abilities of Korean equity funds are merely from 'luck' rather than 'skill'.

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