• Journal of the Korean Data and Information Science Society
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• 제19권4호
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• pp.1335-1344
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• 2008

The maximum likelihood method does not admit explicit solutions when the sample is multiply censored and progressive censored. So we shall propose some approximate maximum likelihood estimators (AMLEs) of the scale parameter for the power function distribution based on multiply Type-II censored samples and progressive Type-II censored samples when shape parameter is known. We compare the proposed estimators in the sense of the mean squared error (MSE) through Monte Carlo simulation for various censoring schemes.

• Journal of the Korean Data and Information Science Society
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• 제16권1호
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• pp.145-156
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• 2005

In this paper, we derive the approximate maximum likelihood estimators (AMLEs) of the scale parameter of the half-logistic distribution based on multiply Type-II censored samples. We compare the proposed estimators in the sense of the mean squared error (MSE) for various censored samples.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제6권7호
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• pp.1792-1801
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• 2012

Symbol timing error amounts to a major degradation in the system performance. Conventionally, timing error is estimated by predefined preamble on both transmitter and receiver. The maximum of the correlation result is considered the start of the OFDM symbol. Problem arises when the prime path is not the strongest one. In this paper, we propose a new combined time and channel estimation method for multi-band OFDM ultra wide-band (MB-OFDM UWB) systems. It is assumed that a coarse timing has been obtained at a stage before the proposed scheme. Based on the coarse timing, search interval is set (or time candidates). Exploiting channel statistics that are assumed to be known by the receiver, we derive a maximum a posteriori estimate (MAP) of the channel impulse response. Based on this estimate, we discern for the timing error. Timing estimation performance is compared with the least squares (LS) channel estimate in terms of mean squared error (MSE). It is shown that the proposed timing scheme is lower in MSE than the LS method.

• Communications for Statistical Applications and Methods
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• 제10권3호
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• pp.637-645
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• 2003

Small area estimation had been studied using data-based methods such as Direct, Indirect, Synthetic methods. However recently, model-based such as based on regression or time series estimation methods are applied to the study. In this paper we investigate a model-data based small area estimation which takes into account the spatial relation among the areas. The Economic Active Population Survey in 2001 are used for analysis and the results from the model based and model-data based estimation are compared with using MSE(Mean squared error), MAE(Mean absolute error) and MB(Mean bias).

• 대한전자공학회논문지
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• 제20권4호
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• pp.10-15
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• 1983

본 논문에서는 전송 속도가 9600 bps인 data modem의 복조기와 equalizer의 효과적인 구성에 대하여 연구하였으며, finite word length 효과가 equalizer 동작에 미치는 영향을 제시하였다. 복조기에는 tap수가 37개인 decimation filter를 사용해서 symbol당 곱셈 횟수를 크게 줄였는데 이때 equalizer 동작에 있어 충분한 결과를 얻을 수 있음을 알 수 있었다. 주파수 offset이 존재할 때 1차 반송파 위상 추적 loop와 2차 반공파 위상 추적 loop의 성능을 비교하였고, word length를 각각 8 bit, 12 bit 및 16bit로 변화시켰을 경우 equalizer 평형상태 MSE(mean square error)의 변화 및 tap 적응을 위한 최적 step see와 lap수를 제시하였다.

• Journal of Communications and Networks
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• 제17권1호
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• pp.1-11
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• 2015

In this paper, the transmission of an improper-complex second-order stationary data sequence is considered over a strictly band-limited frequency-selective channel. It is assumed that the transmitter employs linear modulation and that the channel output is corrupted by additive proper-complex cyclostationary noise. Under the average transmit power constraint, the problem of minimizing the mean-squared error at the output of a widely linear receiver is formulated in the time domain to find the optimal transmit and receive waveforms. The optimization problem is converted into a frequency-domain problem by using the vectorized Fourier transform technique and put into the form of a double minimization. First, the widely linear receiver is optimized that requires, unlike the linear receiver design with only one waveform, the design of two receive waveforms. Then, the optimal transmit waveform for the linear modulator is derived by introducing the notion of the impropriety frequency function of a discrete-time random process and by performing a line search combined with an iterative algorithm. The optimal solution shows that both the periodic spectral correlation due to the cyclostationarity and the symmetric spectral correlation about the origin due to the impropriety are well exploited.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제7권11호
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• pp.2616-2635
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• 2013

In this paper, we propose an iterative transceiver design in a multi-relay multi-user multiple-input multiple-output (MIMO) system. The design criterion is to minimize sum mean squared error (SMSE) under relay sum power constraint (RSPC) where only local channel state information (CSI)s are available at relays. Local CSI at a relay is defined as the CSI of the channel between BS and the relay in the $1^{st}$ hop link, and the CSI of the channel between the relay and all users in the $2^{nd}$ hop link. Exploiting BS transmitter structure which is concatenated with block diagonalization (BD) precoder, each relay's precoder can be determined using local CSI at the relay. The proposed scheme is based on sequential iteration of two stages; stage 1 determines BS transmitter and relay precoders jointly with SMSE duality, and stage 2 determines user receivers. We verify that the proposed scheme outperforms simple amplify-and-forward (SAF), minimum mean squared error (MMSE) relay, and an existing good scheme of [13] in terms of both SMSE and sum-rate performances.

• 한국터널지하공간학회 논문집
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• 제14권1호
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• pp.37-53
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• 2012

터널 설계 시 사용되는 지반 물성치는 불확실성을 내포한다. 본 연구에서는 최적의 지반물성치를 찾기 위해 터널 계측자료를 활용하여 MATLAB 프로그램의 인공신경망 분석 기능을 이용한 역해석을 수행하였다. 터널 내공변위에 많은 영향을 주는 탄성계수와 측압계수를 변화시켜 총 81개의 학습자료를 구축하였다. 최적의 학습모델을 구축하기 위해 은닉층 수와 노드(node) 수 및 학습율과 관성항을 변화시켜가며 매개변수 연구를 수행하였다. 한편 최적의 학습모델은 평균제곱오차(MSE, Mean Squared Error)와 결정계수($R^2$)를 비교하여 선정되었고, 이를 이용하여 정확한 지층의 탄성계수와 측압계수를 찾았다. 향후 주어진 지반조건에서 최적의 터널 지보패턴을 결정하는 등의 목적으로 본 연구에서 제시된 방법이 적용될 수 있을 것으로 기대된다.

• 한국정보통신학회논문지
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• 제17권8호
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• pp.1784-1789
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• 2013

본 논문에서는 성긴 신호의 복원을 위하여 기존의 직교매칭퍼슛 (orthogonal matching pursuit, OMP) 기술을 보완한 Parallel OMP (POMP) 기법을 제안하고 성능을 분석한다. POMP알고리즘의 과정은 간단하지만 기존 OMP와 비교하여 더 좋은 성능을 보이는 알고리즘이다. POMP 는 첫 번째 반복 과정에서 관찰 행렬과 상관도가 높은 인덱스 집합을 여러 개 선택한다. 선택된 각각의 인덱스를 첫 번째 인덱스로 하는 각각의 POMP 블록에서 OMP 알고리즘 기법이 병렬적으로 동작한다. 마지막으로 신호 복원을 위해 가장 작은 잔류 오차(residual)를 갖는 POMP블록의 인덱스 집합을 선택한다. 컴퓨터 시뮬레이션을 통해 제안된 POMP가 기존의 신호 복원 기술에 비하여 완벽복원비율과 평균 제곱 오차 (MSE) 측면에서 좋은 성능을 보임을 확인하였고, 이미지복원에 있어서는 눈으로 확인 가능할 정도의 성능 개선을 확인하였다.

• 대한방사선기술학회지:방사선기술과학
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• 제47권4호
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• pp.263-270
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• 2024

The objective of this study was to evaluate the accuracy and impact of leaf open time (LOT) and pitch using various machine learning models on EBT film-based delivery quality assurance (DQA) performed on 211 patients of helical tomotherapy (HT). We randomly selected passed (n=191) and failed (n=20) DQA measurements to evaluate the accuracy of the k-nearest neighbor (KNN), support vector machine (SVM), naive Bayes (NB) and logistic regression (LR) models using scale-dependent metrics such as the coefficient of determination (R2), mean squared error (MSE), and root MSE (RMSE). We evaluated the performance of the four prediction models in terms of the accuracy, precision, sensitivity, and F1-score using a confusion matrix, finding the NB and LR models to achieve optimal results. The results of this study are expected to reduce the workload of medical physicists and dosimetrists by predicting DQA results according to LOT and pitch in advance.