• Title/Summary/Keyword: 추정가능한 함수

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An Algorithm of Score Function Generation using Convolution-FFT in Independent Component Analysis (독립성분분석에서 Convolution-FFT을 이용한 효율적인 점수함수의 생성 알고리즘)

  • Kim Woong-Myung;Lee Hyon-Soo
    • The KIPS Transactions:PartB
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    • v.13B no.1 s.104
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    • pp.27-34
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    • 2006
  • In this study, we propose this new algorithm that generates score function in ICA(Independent Component Analysis) using entropy theory. To generate score function, estimation of probability density function about original signals are certainly necessary and density function should be differentiated. Therefore, we used kernel density estimation method in order to derive differential equation of score function by original signal. After changing formula to convolution form to increase speed of density estimation, we used FFT algorithm that can calculate convolution faster. Proposed score function generation method reduces the errors, it is density difference of recovered signals and originals signals. In the result of computer simulation, we estimate density function more similar to original signals compared with Extended Infomax and Fixed Point ICA in blind source separation problem and get improved performance at the SNR(Signal to Noise Ratio) between recovered signals and original signal.

Measurements of Soil Water Characteristics for Different Unsaturated Soils (불포화토의 함수특성 측정)

  • Kim, Sang-Gyu;Ryu, Ji-Hyeop;Song, Jin-Gyu
    • Geotechnical Engineering
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    • v.12 no.6
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    • pp.139-152
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    • 1996
  • In order to treat flow problems for unsaturated soils, it is necessary to obtain the soil-water characteristic curves which show nonlinear relationship between metric suction and volumetric water content. With two different pleasuring devices, measurements of the matric suction were taken for Jumoonjin sand, Hangang sand, and weathered granite soils with different fined. Experimental parameters which can describe experimental formulas for the soil-water characteristics were determined by using the data obtained from the experiment. Among experimental formulas of previous researchers, that of van Genuchten(1980) agreed well with the results of experiments. For weathered granite soils, the parameters increased with the increase of fine contents, Therefore, the soil-water characteristic for a weathered soil can be estimated by using Parameters corresponding to its fine contents.

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Implementation of Digital Laser Doppler Flowmetry using DSP (DSP를 이용한 디지털 레이저 도플러 혈류계의 구현)

  • 고한우;김종원
    • Journal of Biomedical Engineering Research
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    • v.20 no.6
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    • pp.531-537
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    • 1999
  • 본 연구에서는 FFT와 파라메트릭 방법에 의한 혈류 추정방법을 연구하고 디지털 신호처리 프로세서를 이용하여 레이저 도플러 혈률계를 구현하였다. 레이저 도플러 혈류계는 피부의 모세혈류의 흐름을 측정할수 있는 장비로서 다양한 분야에 활용이 가능하다. 구현된시스템은 TI사의 TMS320C32 DSP를 사용하였으며, 전력 스펙트럼의 모멘트값을 이용하여 혈류를 추정하였다. 혈류 추정 값은 매 0.5초마다 그래픽 사용자 인터페이스를 통해서 표시하도록 하였다. 시스템의 성능을 평가하기 위해서 혈류 시뮬레이터에 흐르는 혈류를 계단함수, 삼각함수, 사인함수로 제어하여 그 결과를 비교하였으며 인체 부위에 따른 혈류를 측정하였다. 실험결과 구현된시스템의 혈류 추정성 및 재현성이 보장되고있음을 확인할수 있었다.

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A study on development of flood depth-damage functions focused on school buildings (학교건물에 대한 홍수 침수심별 손상함수 개발에 관한 연구)

  • Lee, Chang Hee;Kim, Sang Ho;Hwang, Shin Bum;Kim, Gil Ho
    • Journal of Korea Water Resources Association
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    • v.50 no.8
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    • pp.513-520
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    • 2017
  • In order to analyze flood damage mitigation effects, it is necessary not only to analyze inundation areas and depth through hydraulic and hydrological analysis but also to estimate flood damages. Flood damages of structure and contents of buildings are generally analyzed according to the flood depth. In this study, we developed and applied flood depth-damage functions for the school buildings based on actual damage data. In addition, the development and modification procedure of flood depth-damage functions for school buildings is presented in this paper, and the developed damage functions are verified by comparing them with the existing method. It is expected that the process of developing and applying flood depth-damage functions presented in this study can be used in the cost benefit analysis of flood damage mitigation measures.

이원혼합모형에서 고정효과의 신뢰구간에 관한 분산성분추정량의 선택

  • 이장택
    • Communications for Statistical Applications and Methods
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    • v.5 no.3
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    • pp.623-632
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    • 1998
  • 이원혼합모형에서 고정효과의 추정가능한 함수에 대한 신뢰구간을 구하는 경우에 어떤 분산성분추정량을 선택하는 것이 가장 바람직한가를 모의실험을 통하여 살펴본다 혼합모형에서는 t-분포와 일반화최소제곱추정량을 사용하여 신뢰구간을 구할 수 있는데, 일반적으로 분산성분을 알 수 없기 때문에 분산성분을 반드시 추정하여야만 한다. 이 경우 분산성분의 추정량으로 가장 많이 사용되는 추정량들인 Henderson의 방법 III 추정량, 사전추측값이 1인 MINQUE 추정량, MLE(최우추정량), REMLE(제한최우추정량)를 이용하여 분산행렬을 추정하고, 신뢰구간의 포함범위확률과 평균길이를 모의실험을 통하여 살펴본다. 모의실험의 결과는 4가지 추정량 모두 비슷한 신뢰구간의 포함범위확률과 평균길이를 갖는 것으로 판명되었다.

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Parameter estimation of linear function using VUS and HUM maximization (VUS와 HUM 최적화를 이용한 선형함수의 모수추정)

  • Hong, Chong Sun;Won, Chi Hwan;Jeong, Dong Gil
    • Journal of the Korean Data and Information Science Society
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    • v.26 no.6
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    • pp.1305-1315
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    • 2015
  • Consider the risk score which is a function of a linear score for the classification models. The AUC optimization method can be applied to estimate the coefficients of linear score. These estimates obtained by this AUC approach method are shown to be better than the maximum likelihood estimators using logistic models under the general situation which does not fit the logistic assumptions. In this work, the VUS and HUM approach methods are suggested by extending AUC approach method for more realistic discrimination and prediction worlds. Some simulation results are obtained with both various distributions of thresholds and three kinds of link functions such as logit, complementary log-log and modified logit functions. It is found that coefficient prediction results by using the VUS and HUM approach methods for multiple categorical classification are equivalent to or better than those by using logistic models with some link functions.

Estimation of Reliability of a System Based on Two Typed Data (두 형태의 데이터를 이용하여 시스템의 신뢰도를 추정하는 방법)

  • Shim, Kyubark;Yim, Jaegeol
    • Journal of Korea Multimedia Society
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    • v.16 no.3
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    • pp.336-341
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    • 2013
  • Reliability analysis for various forms of data obtained from complicated electronic circuits is a necessary process for guaranteeing reliability of the system. Reliability assessment of a system starts from the estimation of failure function. A system can be composed of one item, but in most cases, several items are correlated to each other in one system. This study suggests an estimation method of failure function and reliabilities for infrequent failure events, by considering different form of data obtained from different systems. Estimates of failure function and reliabilities for complex systems composed of two or more items in parallel or in mixed connections can be done by further application of proposed method.

Simple closed-form solution for a single source estimation in mixed far-field and near-field conditions (원근 혼합환경에서 간단한 닫힌 형식을 이용한 단일 음원 위치 추정 기법)

  • Jung, Tae-Jin;Lee, KyunKyung
    • The Journal of the Acoustical Society of Korea
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    • v.35 no.1
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    • pp.35-41
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    • 2016
  • Based on correlation and least square method, a closed-form algorithm for estimating the location of mixed far-field and near-field source is presented using the Uniform Circular Array (UCA). Recently, for a homogeneous circular arrangement case, a correlation based closed-form algorithm is proposed to estimate 2-D angle (azimuth, elevation) and the extended algorithm is proposed to 3-D location (azimuth, elevation, range). These algorithms assume the far-field source or near-field source only. Therefore, for mixed source localization, the proposed algorithm estimates source location with the assumption of far-field source, and then estimates the range to distinguish the far-field from the near-field source. For both cases, numerical experiments have been performed, which confirmed the validity of the proposed algorithm.

East Half-Pixel Motion Estimation Based on SAD Curve Modeling (SAD 함수 모델링을 이용한 고속 반화소 추정 알고리즘)

  • 이윤구;최부림;나종범
    • Proceedings of the IEEK Conference
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    • 2003.07e
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    • pp.1924-1927
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    • 2003
  • 많은 고속 정화소 움직임 추정 알고리즘이 개발됨에 따라, 최근에는 10개의 탐색점만으로 정화소 움직임벡터를 찾을 수 있게 되었다. 반면에, 반화소 움직임 추정에서는 정화소 움직임 벡터주변의 8 개의 반화소 탐색점을 검색해야 한다 그러므로 반화소 움직임 추정 알고리즘의 계산량을 줄일 필요성이 생기게 되었다 본 논문에서는 directional search 와 SAD 함수의 선형 모델링을 이용한 고속 반화소 움직임 추정 알고리즘을 제안한다 제안된 알고리즘은 PSNR 열화 없이 2.21 개의 탐색만으로도 움직임 벡터를 찾을 수 있게 해준다 특히, 조절 가능한 파라미터를 이용하면. 약간의 PSNR 감소와 함께 0.34개의 탐색만으로 움직임 벡터를 추정을 할 수 있게 해준다.

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Generalized Weighted Linear Models Based on Distribution Functions - A Frequentist Perspective (분포함수를 기초로 일반화가중선형모형)

  • 여인권
    • The Korean Journal of Applied Statistics
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    • v.17 no.3
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    • pp.489-498
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    • 2004
  • In this paper, a new form of linear models referred to as generalized weighted linear models is proposed. The proposed models assume that the relationship between the response variable and explanatory variables can be modelled by a distribution function of the response mean and a weighted linear combination of distribution functions of covariates. This form addresses a structural problem of the link function in the generalized linear models in which the parameter space may not be consistent with the space derived from linear predictors. The maximum likelihood estimation with Lagrange's undetermined multipliers is used to estimate the parameters and resampling method is applied to compute confidence intervals and to test hypotheses.