• Communications for Statistical Applications and Methods
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• v.4 no.1
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• pp.91-99
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• 1997

본 연구에서는 신경망이론을 이용하여 시계열자료를 분석할 때 문제가 되고 있는 초기 가중값을 선정하는 방법을 제시하고자 한다. 기존의 연구에서 학습을 위한 초기 가중값의 결정은 난수에 의존하고 있다. 본 연구에서는 신경망학습의 효율적인 초기값을 선택하기 위하여 제어상자를 이용한다. 그리고 학습과정에서 가중값의 변화를 추적하고 적절한 가중값의 범위를 탐색하면서 새로운 초기값을 제어상자를 통하여 실시간으로 재설정하는 방법을 제시한다.

• Journal of the Korea Institute of Information and Communication Engineering
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• v.14 no.9
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• pp.1957-1964
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• 2010

In Video coding, the first frame is encoded in intra mode which generates a larger number of bits. In addition, the first frame is used for the inter mode encoding of the following frames. Thus the intial QP for the first frame of GOP affects the first frame as well as the following frames. Traditionally, the initial QP of a GOP is determined by the initial QP of the previous GOP and the average QP of the inter mode frames. In case of JM, the initial QP of a GOP is adjusted as the initial QP being less than the average QP of inter mode frames by two. However, this method is not suitable for the low bit rate video coding. In this paper, the linear relationship between the optimal QP and the ratio of the PSNR of the first frame and the average PSNR of the inter mode frames is first investigated and the linear model is proposed based on the results of the investigation. The proposed model calculate the optimal initial QP using the encoding results of the previous GOP. It is shown by experimental results that the new algorithm can predict the optimal initial QP more accurately and generate the PSNR performance better than that of the existing JM algorithm.

• Proceedings of the Korean Statistical Society Conference
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• 2002.05a
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• pp.25-28
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• 2002

비선형모형분석의 초기 단계에서 초기값(starting value, initial parameter value)를 결정하는 문제는 비선형모형의 모수추정을 위한 반복기법의 수렴속도나 국소값(local minimum)문제에 영향을 주게 된다. 본 논문을 통하여 탐색적 자료분석이 초기값를 결정하는 데 도움을 줄 수 있음을 보이고자 한다.

• Korean Journal of Child Education & Care
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• v.18 no.1
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• pp.77-102
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• 2018

The objectives of this study were to analyze the longitudinal mediation effects of maternal parenting stress and psychosocial development of infant on the influence of paternal involvement during infancy to children's peer interactions. For these objectives, latent growth modeling was used and adapted to the data taken from the Panel Study on Korean Children(PSKC), Wave I (0-year olds) to Wave III (2-year olds) and Wave V(4-year olds) to Wave VII(6-year olds). During a total of six years, 1,018 parent responded. The major results of this study were as follows. First, maternal parenting stress(initial status) had a significant mediating effect on the influence of paternal involvement(initial status) to children's play interaction(initial status). Second, maternal parenting stress(initial status/change rate) had a longitudinal mediating eff ect on the influence of paternal involvements(initial status/change rate) to children's play disruption-disconnection interactions(initial status/change rate). Third, psychosocial development of infants(initial status/change rate) had a longitudinal mediating effect on the influence of paternal involvement(initial status/change rate) to children's play interactions(initial status/change rate). Fourth, psychosocial development of infant(initial status) had a significant mediating effect on the influence of paternal involvement(initial status) to children's play disruption-disconnection interactions(initial status). The implications of the findings of the current study and suggestions for future research were also discussed.

• Journal of Korea Multimedia Society
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• v.15 no.6
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• pp.761-769
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• 2012

In this paper, a setting method of initial cluster centers and color image segmentation using superpixels and Fuzzy C-means(FCM) algorithm is proposed. Generally, the FCM can be widely used to segment color images, and an element is assigned to any cluster with each membership values in the FCM. However the algorithm has a problem of local convergence by determining the initial cluster centers. So the selection of initial cluster centers is very important, we proposed an effective method to determine the initial cluster centers using superpixels. The superpixels can be obtained by grouping of some pixels having similar characteristics from original image, and it is projected $La^*b^*$ feature space to obtain the initial cluster centers. The proposed method can be speeded up because number of superpixels are extremely smaller than pixels of original image. To evaluate the proposed method, several color images are used for computer simulation, and we know that the proposed method is superior to the conventional algorithm by the experimental results.

• Proceedings of the IEEK Conference
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• 1999.06a
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• pp.90-93
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• 1999

본 논문에서는 캐리어의 동기가 맞았다는 가정 하에서 초기동기 직렬탐색 방식중의 하나인 Multiple Dwell 방식을 사용하여 각각의 초기동기 평균 획득시간과 분산 값을 비교하였다. 문턱값의 설정은 Maximum Likelihood 방식을 도입하여 MATLAB으로 이론값을 계산하고, 이를 SPW라는 시뮬레이션 툴로 모델링을 하여 시뮬레이션 값과 이론값을 비교 분석하였다. 신호 대 잡음비에 대한 Multiple Dwell 방식의 성능을 비교 분석한 결과. Dwell의 수가 증가할수록 성능은 개선되지만 Dwell의 수가 2일 때가 성능 개선 폭이 가장 컸고 Dwell의 수가 4이상에서는 개선 폭이 아주 작아짐 을 보였다.

• Journal of KIISE:Software and Applications
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• v.31 no.4
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• pp.516-524
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• 2004

In this paper, the initial value problem in clustering using K-means or Fuzzy-c-means is considered to reduce the number of iterations. Conventionally the initial values in clustering using K-means or Fuzzy-c-means are chosen randomly, which sometimes brings the results that the process of clustering converges to undesired center points. The choice of intial value has been one of the well-known subjects to be solved. The system of clustering using K-means or Fuzzy-c-means is sensitive to the choice of intial values. As an approach to the problem, the uniform partitioning method is employed to extract the optimal initial point for each clustering of data. Experimental results are presented to demonstrate the superiority of the proposed method, which reduces the number of iterations for the central points of clustering groups.

• The Journal of Korean Institute of Communications and Information Sciences
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• v.26 no.5B
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• pp.582-591
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• 2001

터보 부호는 반복적인 복호 알고리즘을 사용함으로써 가산성 백색 가우시안 잡음(AWGN) 채널 환경에서 Shannon 한계에 가까운 성능을 보이는 오류정정 방식으로 제안되었으나, 반복 연산량에 따른 복호 지연과 인터리버에 따른 지연에 의해 실시간 처리의 어려움이라는 문제점을 안고 있다. 본 논문에서는 터보 부호의 성능을 저하시키지 않는 범위에서 적절한 초기 임계값 설정에 따라 불필요한 반복 복호 횟수를 줄일 수 있는 터보 복호기 구조를 제안한다. 적절한 초기 임계값 설정은 LLR(Log-Likelihood Ratio)값의 평균값과 분산, 복호기의 출력에 대한 BER에 근거하여 여러 번의 모의 실험을 통해서 최적의 값으로 결정된다. 제안한 방식은 초기 임계값을 적절히 선택하면 손실이 없는 범위 내에서 반복횟수를 감소시킴으로써 기존의 정해진 반복횟수로 인한 큰 복호 지연을 미연에 방지하고, 이에 따른 계산량 감소는 저전력의 효과도 가져온다. 성능 평가를 위해 BER = $10^{-6}$이내이고, 전송속도가 32kbps 이상인 IMT2000의 고속 데이터 전송 환경에서 모의 실험을 하였다. 실험 결과로 기존의 정해진 반복횟수를 갖는 터보 복호기에 비해 SNR 변동(0~3dB)에서 평균적으로 55~90% 정도의 감소된 반복횟수를 검증하였다.

• Journal of the Korea Institute of Information and Communication Engineering
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• v.13 no.10
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• pp.2071-2078
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• 2009

The first frame is encoded in intra mode which generates a larger number of bits. In addition, the first frame is used for the inter mode encoding of the following frames. Thus the intial QP (Quantization Parameter) for the first frame affects the first frame as well as the following frames. Traditionally, the initial QP is determined among four constant values only depending on the bpp. In the case of low bit rate video coding, the initial QP value is fixed to 35 regardless of the output bandwidth. Although this initialization scheme is simple, yet it is not accurate enough. An accurate intial QP prediction scheme should not only depends on bpp but also on the complexity of the video sequence and the output bandwidth. In the proposed scheme, we use a linear model because there is a linear inverse proportional relationship between the output bandwidth and the optimal intial QP. Model parameters of the model are determined depending on the spatial complexity of the first frame. It is shown by experimental results that the new algorithm can predict the optimal initial QP more accurately and generate the PSNR performance better than that of the existing JM algorithm.

• Proceedings of the Computational Structural Engineering Institute Conference
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• 2011.04a
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• pp.78-81
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• 2011

본 논문에서는 개선된 TCUD(Improved TCUD, I.TCUD)법 및 개선된 초기부재력법(Improved Initial Force Methods, I.IFM)을 이용하여 3차원 현수교의 초기형상해석을 수행하였다. 절점평형법에 의하여 초기 평형상태를 결정하고, 이때 계산된 무응력장을 초기값으로 입력하여 비선형 해석을 수행하여 나온 값을 초기값으로 하여 해석을 반복한다. 이를 통하여 간단한 수치 해석 기법인 I.IFM이 정밀한 I.TCUD법과 비교하여 근접한 결과를 나타내는 것을 수치예제를 통하여 확인하였다.