• 제목/요약/키워드: identity matrix

검색결과 109건 처리시간 0.026초

LDA를 이용한 얼굴인식에서의 Small Sample Size문제 해결을 위한 Resampling 방법 (A Resampling Method for Small Sample Size Problems in Face Recognition using LDA)

  • 오재현;곽노준
    • 대한전자공학회논문지SP
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    • 제46권2호
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    • pp.78-88
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    • 2009
  • 본 논문에서는 LDA를 이용한 얼굴 인식에서 발생하는 small sample size 문제를 해결하기 위한 효율적인 방법인 resampling 방법을 제안한다. 기존에는 regularization method를 사용하여 small sample size 문제를 해결하였는데, 이 방법을 사용하면 클래스내 분산행렬의 특이성을 없앨 수 있지만, 클래스내 분산행렬과 상수를 곱하는 과정에서 상수 값을 임의로 정해 주어야 하고, 이 상수 값에 따라 인식률이 개선되지 않을 수 있다는 문제점이 발생한다. 제안된 resampling 방법을 이용하여 학습 데이터의 수를 늘리면, regularization method보다 개선된 인식률을 얻을 수 있고, 또한 경험적으로 상수 값을 지정해 주는 과정을 거치지 않아도 되는 장점이 있다.

다중셀 환경에서 MIMO-MC-CDMA시스템의 점근적 성능 (Asymptotic Performance of MIMO-MC-CDMA Systems in Multi-cell Environments)

  • 김경연;함재상;이충용
    • 대한전자공학회논문지TC
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    • 제44권7호통권361호
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    • pp.47-52
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    • 2007
  • 본 논문은 다중 셀 환경에서 MMSE 수신기를 가지는 MIMO MC-CDMA시스템의 출력 SINR을 점근적으로 분석한다. 단일 셀에서의 점근적 성능 분석이 다중셀 환경으로 확장 적용된다. 점근적 분석을 위한 Haar 유니터리 코드의 사용은 다른 셀로부터의 간섭성분이 대각성분들의 값이 다른 대각행렬로 나타나게 한다. 본 논문에서는 다른 셀의 코드 간섭 성분을 mean square측면에서 간섭의 전력으로 수렴함을 보이고, 셀간 간섭 성분이 주어질 때 점근적으로 특정 SINR값을 찾는다. 다중 셀에서의 거리에 따른 느린 페이딩을 로그노말 분포를 가정하여 구한 이론적인 비트오차 확률과 실험을 비교하여 비슷함을 보이고, 점근적 성능에 의한 데이터 전송 수율의 셀 반경에 따른 성능을 보인다.

A Comparison Study on Accredited Architectural Education Contents between US and Korea

  • Kim, Jin-Wook
    • Architectural research
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    • 제13권2호
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    • pp.13-21
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    • 2011
  • Since 2002, Architecture Schools in Korea was changing long traditional architectural education system from 4 years generalized architectural engineering curriculum to 5 years professional architecture program. Until 2010, 76 architecture schools have changed their program to 5 years course which was focused to design studio education. It was a very rapid change and there was not much time develop their own system which could represent institutional identity, character of students and local environment. Korea joined as a regular member of Canberra Accord in 2010 and it is meaningful to compare Korean architecture program contents to another country education contents. US architecture programs were selected for this comparison study. The goals of this study are to create a comparable understanding the form of contents of Architectural Education in US and Korea and to verify the substantial equivalence of these systems. To achieve above goals, three public institutes of each country were selected and analyzed with general information, history, resources, curriculum and the matrix of Student Performance Criteria for quantitative comparison. For qualitative comparison education context of programs were analyzed with program missions, the way of advising, professional connection and distribution of faculty loads.

THE HAMILTONIAN SYSTEM WITH THE NONLINEAR PERTURBED POTENTIAL

  • Jung, Tacksun;Choi, Q-Heung
    • Korean Journal of Mathematics
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    • 제15권2호
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    • pp.195-206
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    • 2007
  • We investigate the multiplicity of $2{\pi}$-periodic solutions of the nonlinear Hamiltonian system with perturbed polynomial and exponential potentials, $\dot{z}= JG^{\prime}(z)$, where $z:R{\rightarrow}R^{2n}$, $\dot{z}={\frac{dz}{dt}}$, $J=\(\array{0&-I\\I&0}\)$, I is the identity matrix on $R^n,G:R^{2n}{\rightarrow}R$, G(0, 0) = 0 and $G^{\prime}$ is the gradient of G. We look for the weak solutions $z=(p,q){\in}E$ of the nonlinear Hamiltonian system.

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모델의 타당성 평가에 기초한 로바스트 동정에 관한 연구 (A Study on Robust Identification Based on the Validation Evaluation of Model)

  • 이동철
    • 동력기계공학회지
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    • 제4권3호
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    • pp.72-80
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    • 2000
  • In order to design a stable robust controller, nominal model, and the upper bound about the uncertainty which is the error of the model are needed. The problem to estimate the nominal model of controlled system and the upper bound of uncertainty at the same time is called robust identification. When the nominal model of controlled system and the upper bound of uncertainty in relation to robust identification are given, the evaluation of the validity of the model and the upper bound makes it possible to distinguish whether there is a model which explains observation data including disturbance among the model set. This paper suggests a method to identity the uncertainty which removes disturbance and expounds observation data by giving a probable postulation and plural data set to disturbance. It also examines the suggested method through a numerical computation simulation and validates its effectiveness.

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Estimators with Nondecreasing Risk in a Multivariate Normal Distribution

  • Kim, Byung-Hwee;Koh, Tae-Wook;Baek, Hoh-Yoo
    • Journal of the Korean Statistical Society
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    • 제24권1호
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    • pp.257-266
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    • 1995
  • Consider a p-variate $(p \geq 4)$ normal distribution with mean $\b{\theta}$ and identity covariance matrix. For estimating $\b{\theta}$ under a quadratic loss we investigate the behavior of risks of Stein-type estimators which shrink the usual estimator toward the mean of observations. By using concavity of the function appearing in the shrinkage factor together with new expectation identities for noncentral chi-squared random variables, a characterization of estimators with nondecreasing risk is obtained.

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Multidrug-resistant Staphylococci Found on Book Surfaces in East London Libraries

  • Idris, Adi;Cutler, Ron R
    • 한국미생물·생명공학회지
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    • 제45권4호
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    • pp.354-357
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    • 2017
  • There is an increase in the presence of drug-resistant staphylococci outside of the nosocomial and healthcare setting. Although the presence of staphylococci has been studied in several public spaces, nothing is known on the presence of staphylococci in public libraries. Book surfaces from public libraries in the East London area, United Kingdom were swabbed and cultured and identity of the isolates determined by matrix-assisted laser desorption/ionization time of flight (MALDI-TOF) mass spectrometry (MS). Seven different staphylococcal species were identified by MALDI-TOF-MS analysis. This short study provides evidence of the presence of multidrug-resistant staphylococci in public libraries in the East London area.

Distance between the Distributions of the P-value and the Lower Bound of the Posterior Probability

  • Oh, Hyun-Sook
    • Communications for Statistical Applications and Methods
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    • 제6권1호
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    • pp.237-249
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    • 1999
  • It has been issued that the irreconcilability of the classical test for a point null and standard Bayesian formulation for testing such a point null. The infimum of the posterior probability of the null hypothesis is used as measure of evidence against the null hypothesis in Bayesian approach; here the infimum is over the family of priors on the alternative hypotheses which includes all density that are a priori reasonable. For iid observations from a multivariate normal distribution in $\textit{p}$ dimensions with an unknown mean and a covariance matrix propotional to the Identity we consider the difference and the Wolfowitz distance of the distributions of the P-value and the lower bound of the posterior probability over the family of all normal priors. The Wolfowitz distance is interpreted as the average difference of the quantiles of the two distrbutions.

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MULTIPLICITY RESULTS FOR THE PERIODIC SOLUTIONS OF THE NONLINEAR HAMILTONIAN SYSTEMS

  • Jung, Tacksun;Choi, Q-Heung
    • 충청수학회지
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    • 제19권2호
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    • pp.141-151
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    • 2006
  • We investigate the multiplicity of $2{\pi}$-periodic solutions of the nonlinear Hamiltonian system with almost polynomial and exponential potentials, $\dot{z}=J(G^{\prime}(z)+h(t))$, where $z:R{\rightarrow}R^{2n}$, $\dot{z}=\frac{dz}{dt}$, $J=\(\array{0&-I\\I&o}\)$, I is the identity matrix on $R^n$, $H:R^{2n}{\rightarrow}R$, and $H_z$ is the gradient of H. We look for the weak solutions $z=(p,q){\in}E$ of the nonlinear Hamiltonian system.

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RINGS WITH A FINITE NUMBER OF ORBITS UNDER THE REGULAR ACTION

  • Han, Juncheol;Park, Sangwon
    • 대한수학회지
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    • 제51권4호
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    • pp.655-663
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    • 2014
  • Let R be a ring with identity, X(R) the set of all nonzero, non-units of R and G(R) the group of all units of R. We show that for a matrix ring $M_n(D)$, $n{\geq}2$, if a, b are singular matrices of the same rank, then ${\mid}o_{\ell}(a){\mid}={\mid}o_{\ell}(b){\mid}$, where $o_{\ell}(a)$ and $o_{\ell}(b)$ are the orbits of a and b, respectively, under the left regular action. We also show that for a semisimple Artinian ring R such that $X(R){\neq}{\emptyset}$, $$R{{\sim_=}}{\oplus}^m_{i=1}M_n_i(D_i)$$, with $D_i$ infinite division rings of the same cardinalities or R is isomorphic to the ring of $2{\times}2$ matrices over a finite field if and only if ${\mid}o_{\ell}(x){\mid}={\mid}o_{\ell}(y){\mid}$ for all $x,y{\in}X(R)$.