• Title/Summary/Keyword: Bootstrap Method

Search Result 307, Processing Time 0.022 seconds

Semi-parametric Bootstrap Confidence Intervals for High-Quantiles of Heavy-Tailed Distributions (꼬리가 두꺼운 분포의 고분위수에 대한 준모수적 붓스트랩 신뢰구간)

  • Kim, Ji-Hyun
    • Communications for Statistical Applications and Methods
    • /
    • v.18 no.6
    • /
    • pp.717-732
    • /
    • 2011
  • We consider bootstrap confidence intervals for high quantiles of heavy-tailed distribution. A semi-parametric method is compared with the non-parametric and the parametric method through simulation study.

Major DNA Marker Mining of Hanwoo Chromosome 6 by Bootstrap Method

  • Lee, Jea-Young;Lee, Yong-Won
    • Communications for Statistical Applications and Methods
    • /
    • v.11 no.3
    • /
    • pp.657-668
    • /
    • 2004
  • Permutation test has been applied for the QTL(quantitative trait loci) analysis and we selected a major locus. K -means clustering analysis, for the major DNA Marker mining of ILSTS035 microsatellite loci in Hanwoo chromosome 6, has been described. Finally, bootstrap testing method has been adapted to calculate confidence intervals and for finding major DNA Markers.

Prediction Intervals for Nonlinear Time Series Models Using the Bootstrap Method (붓스트랩을 이용한 비선형 시계열 모형의 예측구간)

  • 이성덕;김주성
    • The Korean Journal of Applied Statistics
    • /
    • v.17 no.2
    • /
    • pp.219-228
    • /
    • 2004
  • In this paper we construct prediction intervals for nonlinear time series models using the bootstrap. We compare these prediction intervals to traditional asymptotic prediction intervals using quasi-score estimation function and M-quasi-score estimating function comprising bounded functions. Simulation results show that the bootstrap method leads to improved accuracy. The accuracy of the bootstrap is empirically demonstrated with the consumer price index.

Confidence interval forecast of exchange rate based on bootstrap method during economic crisis (경제위기시 환율신뢰구간 예측 알고리즘 개발)

  • Kim, Tae-Yoon;Kwon, O-Jin
    • Journal of the Korean Data and Information Science Society
    • /
    • v.22 no.5
    • /
    • pp.895-902
    • /
    • 2011
  • This paper is mainly concerned about providing confidence prediction interval for exchange rate during economic crisis. Our proposed method is to use block bootstrap method for prediction interval for next day. It is shown that block bootstrap method is particularly effective for interval prediction of exchange rate during economic crisis.

Uncertainty Analysis of Flood Damage Estimation Using Bootstrap Method and SIR Algorithm (Bootstrap 방법 및 SIR 알고리즘을 이용한 예상홍수피해액의 불확실성 분석)

  • Lee, Keon-Haeng;Lee, Jung-Ki;Kim, Soo-Jun;Kim, Hung-Soo
    • Journal of Wetlands Research
    • /
    • v.13 no.1
    • /
    • pp.53-66
    • /
    • 2011
  • We estimated the expected flood damage considering uncertainty which is involved in hydrologic processes and data. Actually, this uncertainty represents a freeboard or safety factor in the design of hydraulic structures. The uncertainty was analyzed using Bootstrap method, and SIR algorithm then the frequency based rainfalls were estimated for each method of uncertainty analysis. Also the benefits for each uncertainty analysis were estimated using 'multi-dimensional flood damage analysis(MD-FDA). As a result, the expected flood damage with SIR algorithm was 1.22 times of present status and Boostrap 0.92 times. However when we used SIR algorithm, the likelihood function should be selected with caution for the estimation of the expected flood damage.

A Comparative Study on Tests of Correlation (상관계수에 대한 검정법 비교)

  • Cho, Hyun-Joo;Song, Myung-Unn;Jeong, Dong-Myung;Song, Jae-Kee
    • Journal of the Korean Data and Information Science Society
    • /
    • v.7 no.2
    • /
    • pp.235-245
    • /
    • 1996
  • In this paper, we studied about several methods of testing hypothesis of correlation, specially Approximate method, Empirical method and Bootstrap method. The Approximate method is based on the Fisher's Z-transformation and the Empirical and Bootstrap methods approximate the distribution of the sample correlation coefficient by Monte Carlo simulation and Bootstrap technique, respectively. In order to compare how good these tests are, we computed powers under various alternatives. Consequently, we see that the Approximate test performs very well even if in small sample and all tests have almost the same power in large sample.

  • PDF

체계가용도의 붓스트랩 로버스트 추정

  • 홍연웅
    • Proceedings of the Korea Association of Information Systems Conference
    • /
    • 1996.11a
    • /
    • pp.205-210
    • /
    • 1996
  • The bootstrap procedure is suggested as a useful method for point and interval estimation of system availability. Its validity and robustness has been shown in special, but representative case, by various sampling experiments. Alternative to the bootstrap suggest themselves e.g. a variation of the 'F'technique, but remain to be evaluated, as do variations on the bootstrap itself.

  • PDF

체계가용도의 붓스트랩 로버스트 추정

  • 홍연웅
    • Proceedings of the Korea Society for Industrial Systems Conference
    • /
    • 1996.10a
    • /
    • pp.205-210
    • /
    • 1996
  • The bootstrap procedure is suggested as a useful method for point and interval estimation of system availability . Its validity and robustness has been shown in special , but representative case, by various sampling experiments. Alternative to the bootstrap suggest themselves (e.g. a variation of the 'F' technique, but remain to be evaluated, as do variations on the bootstrap itself.

Development of Web-based Statistical System for Bootstrap on the Internet Environment (인터넷 환경에서 붓스트랩 통계 시스템의 개발)

  • 최성운;임인섭
    • Journal of the Korea Safety Management & Science
    • /
    • v.6 no.2
    • /
    • pp.241-250
    • /
    • 2004
  • Recently, growth of internet causes rapid changes in many areas of statistics such as statistical computation and education. Especially, bootstrap is the most interesting statistical methods applying computer resampling simulation. In this study, we try to present how to use a method of bootstrap on the internet. We also develop to user a statistical system which is programed with java applet for user to handle easily.

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
    • /
    • v.3 no.1
    • /
    • pp.33-46
    • /
    • 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.

  • PDF