• 제목/요약/키워드: Weighted average

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앙상블 방법에 따른 WRF/CMAQ 수치 모의 결과 비교 연구 - 2013년 부산지역 고농도 PM10 사례 (A Comparison Study of Ensemble Approach Using WRF/CMAQ Model - The High PM10 Episode in Busan)

  • 김태희;김유근;손장호;정주희
    • 한국대기환경학회지
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    • 제32권5호
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    • pp.513-525
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    • 2016
  • To propose an effective ensemble methods in predicting $PM_{10}$ concentration, six experiments were designed by different ensemble average methods (e.g., non-weighted, single weighted, and cluster weighted methods). The single weighted method was calculated the weighted value using both multiple regression analysis and singular value decomposition and the cluster weighted method was estimated the weighted value based on temperature, relative humidity, and wind component using multiple regression analysis. The effects of ensemble average methods were significantly better in weighted average than non-weight. The results of ensemble experiments using weighted average methods were distinguished according to methods calculating the weighted value. The single weighted average method using multiple regression analysis showed the highest accuracy for hourly $PM_{10}$ concentration, and the cluster weighted average method based on relative humidity showed the highest accuracy for daily mean $PM_{10}$ concentration. However, the result of ensemble spread analysis showed better reliability in the single weighted average method than the cluster weighted average method based on relative humidity. Thus, the single weighted average method was the most effective method in this study case.

Introduction of Chain-Weighted Method and GDP Fluctuations

  • Lee, In Gyu;Park, Chun Il
    • 응용통계연구
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    • 제25권6호
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    • pp.877-887
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    • 2012
  • The Bank of Korea changed its method of GDP estimation from a fixed-weighted to a chain-weighted measure in 2009. The fixed-weighted method had had problems such as substitution bias and the rewriting of economic history. As a result of the change, annual growth rates calculated using the chain-weighted method from 1970 through 2008 turned out to be 0.8%p higher on average than the existing rates. The quarterly average chain-weighted growth rates were 0.19%p higher than the fixed-weighted ones, but they changed in the same directions. In this paper we analyze whether the differences in rates between the two calculation methods would bring about a difference in the cyclical characteristics of GDP. We conclude that although there were differences in growth rates after introduction of the chain-weighted method, there was no difference in the cyclical fluctuation.

한국 프로야구에서 가중수정OPS를 이용한 득점력 설명 (Explanation of Run Productivity Using Weighted Adjusted OPS in Korean Professional Baseball)

  • 김혁주;김예형
    • 응용통계연구
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    • 제27권5호
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    • pp.731-741
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    • 2014
  • 한국 프로야구에서 장타율과 수정된 출루율을 이용하여 팀의 득점력을 설명하기 위한 지표인 수정OPS와 가중수정OPS를 제시하였다. 먼저 현재 사용되고 있는 출루율을 수정한 수정출루율을 정의하였으며, 수정OPS를 수정출루율과 장타율의 합으로, 가중수정OPS를 수정출루율과 장타율의 가중평균으로 정의하였다. 한국 프로야구 원년인 1982년부터 2013년까지의 정규리그 전 경기 자료를 분석한 결과 수정OPS는 기존의 OPS보다 득점력을 더 잘 설명해 줬다. 연도별 비교에서도 전체 32개 시즌 중 25개의 시즌에서 수정OPS가 기존의 OPS보다 득점력을 더 잘 설명했다. 32개 시즌의 자료를 종합한 결과 수정출루율에 60%, 장타율에 40%의 가중값을 주는 가중수정OPS가 팀의 득점력을 가장 잘 설명하는 타격지표인 것으로 밝혀졌다. 이 가중수정OPS는 Kim (2012)에서 제시된 가중OPS보다도 더욱 높은 설명력을 갖는 것으로 밝혀졌다.

순서 통계형-적응 가중평균 혼성필터를 이용한 잡음화된 영상열의 향상 (Enhancement of noisy image sequence using order statistic-adaptive weighted average hybrid filters)

  • 박순영
    • 한국통신학회논문지
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    • 제22권1호
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    • pp.193-204
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    • 1997
  • In this research we propose the design of the Order Statistic-Adaptive Weighted Average Hybrid(OS-AWAH) filter which can suppress noise from the corrupted image sequence effectively while preserving the image structure. The proposed filter combines the desirable properties of the order static based spatial filter which can preserve the image structure while reducing noise and the adaptive weighted average based temporal filter which can adapt the filtering weights according to the amount of motion without motion estimation. Performance characteristics of the OS-AWAH filter in noisy sequences containing moving step edges are investigated throuth computer simulations and compared with the median based filters such as 3-D WM(weighted median) filter, MMF (multistage median filter), ADCWM(adaptive directional center weighted median) filter. The visual evaluations are also carried out by applyin gthe filters to the real images. The statistical analysis and experimental reslts show that the OS-AWAH filter is effective in preserving image structures while suppressing noise effectively without motion compensation preprocessing.

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디지털 가변저항과 지수가중 이동평균필터를 통한 요골동맥에서의 PPG 파형과 맥박 측정에 관한 연구 (A Study of PPG Wave and Pulse Measurement on Radial Artery Using Digital Potentiometer and Exponentially Weighted Moving Average Filter)

  • 정인복;김경호
    • 전기학회논문지
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    • 제63권7호
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    • pp.962-967
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    • 2014
  • In this paper, through a digital potentiometer and exponentially weighted moving average filter, pulse and PPG waveform measurable device was fabricated in radial artery. If this device is not proper about signal size in analog part, MCU can judge easily by adjusted amplification through digital potentiometer, using exponentially weighted moving average filter is able to filter out more clear value of ADC. I presumed pulse rate as value of measuring time between point of maximum contraction from sensing signal in radial artery of wrist. Therefore, this means can measure stable pulse rate and PPG waveform, finger as well as radial artery, whether signal size of each person is different finger as well as radial artery.

Weighted average of fuzzy numbers under TW(the weakest t-norm)-based fuzzy arithmetic operations

  • Hong, Dug-Hun;Kim, Kyung-Tae
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제7권1호
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    • pp.85-89
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    • 2007
  • Many authors considered the computational aspect of sup-min convolution when applied to weighted average operations. They used a computational algorithm based on a-cut representation of fuzzy sets, nonlinear programming implementation of the extension principle, and interval analysis. It is well known that $T_W$(the weakest t-norm)-based addition and multiplication preserve the shape of L-R type fuzzy numbers. In this paper, we consider the computational aspect of the extension principle by the use of $T_W$ when the principle is applied to fuzzy weighted average operations. We give the exact solution for the case where variables and coefficients are L-L fuzzy numbers without programming or the aid of computer resources.

Comparison of Two Meta-Analysis Methods: Inverse-Variance-Weighted Average and Weighted Sum of Z-Scores

  • Lee, Cue Hyunkyu;Cook, Seungho;Lee, Ji Sung;Han, Buhm
    • Genomics & Informatics
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    • 제14권4호
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    • pp.173-180
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    • 2016
  • The meta-analysis has become a widely used tool for many applications in bioinformatics, including genome-wide association studies. A commonly used approach for meta-analysis is the fixed effects model approach, for which there are two popular methods: the inverse variance-weighted average method and weighted sum of z-scores method. Although previous studies have shown that the two methods perform similarly, their characteristics and their relationship have not been thoroughly investigated. In this paper, we investigate the optimal characteristics of the two methods and show the connection between the two methods. We demonstrate that the each method is optimized for a unique goal, which gives us insight into the optimal weights for the weighted sum of z-scores method. We examine the connection between the two methods both analytically and empirically and show that their resulting statistics become equivalent under certain assumptions. Finally, we apply both methods to the Wellcome Trust Case Control Consortium data and demonstrate that the two methods can give distinct results in certain study designs.

Weighted average of fuzzy numbers

  • 김국
    • 한국경영과학회:학술대회논문집
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    • 대한산업공학회/한국경영과학회 1996년도 춘계공동학술대회논문집; 공군사관학교, 청주; 26-27 Apr. 1996
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    • pp.76-78
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    • 1996
  • When data is classified and each class has weight, the mean of data is a weighted average. When the class values and weights are trapezoidal fuzzy numbers, we can prove the weghted average is a fuzzy number though not trapezoidal. Its 4 corner points are obtained.

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기업지배구조가 가중평균자본비용과 조세회피간의 관련성에 미치는 영향 (The Effect of Corporate Governance on Weighted Average Cost of Capital and Tax Avoidance)

  • 이화령;김진섭
    • 한국산학기술학회논문지
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    • 제18권5호
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    • pp.543-548
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    • 2017
  • 본 연구의 목적은 강건한 기업지배구조가 조세회피와 가중평균자본비용 간 관련성에 미치는 영향을 실증 분석하는 것이다. 표본은 2012년부터 2014년 3개년사이에 거래소 상장기업 중 금융업에 속하지 않은 12월 결산법인 716개를 대상으로 하였으며, 회귀분석을 사용하였다. 연구 결과, 기업지배구조는 가중평균자본비용에 음(-)의 유의적인 관련성이 있는 것으로 나타났다. 대주주지분율과 외국인지분율이 높을수록 해당기업의 회계정보에 대하여 신뢰를 갖고 투자자들의 정보위험이 감소하며 요구수익률이 감소하여 기업은 낮은 자본비용을 부담하게 된다는 것을 의미한다. 둘째, 조세회피는 가중평균자본비용에 양(+)의 영향을 미친다는 결과가 나왔다. 조세회피를 할 것으로 예상되는 기업의 회계정보의 질을 낮게 평가할 것이다. 이에 따라 정보위험이 증가하고 그 영향으로 요구수익률이 높아지면 자본비용증가로 이어질 것으로 해석된다. 다음으로, 기업지배구조와 조세회피 간 상호작용은 가중평균자본비용에 음(-)의 영향을 미치는 것으로 나타났다. 기업지배구조는 조세회피와 가중 평균자본비용에 중요한 역할을 하며, 강건한 기업지배구조는 조세회피에 감소영향을 준다. 또한 자본시장에서 기업이 지불해야할 가중평균자본비용을 감소시키는 효과가 있는 것으로 나타났다.

가중평균 대리모델을 사용한 딤플 유로의 최적설계 (Design Optimization of a Channel Roughened by Dimples Using Weighted Average Surrogate Model)

  • 이기돈;김광용
    • 한국유체기계학회 논문집
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    • 제11권1호
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    • pp.52-60
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    • 2008
  • Staggered dimples printed on opposite walls of an internal cooling channel are formulated numerically and optimized to enhance heat transfer performance. Nusselt number and friction factor based objectives are considered and a weighted average surrogate model is used to approximate the data generated by numerical simulation. The dimpled channel shape is defined by three geometric design variables, and the design point within design space are selected using Latin hypercube sampling. A weighted-sum method for multi-objective optimization is applied to integrate multiple objectives into a single objective. By the optimization, the objective function value is improved largely and heat transfer rate is increase much higher than pressure loss increase due to shape deformation. Channel with vertically non-symmetric optimum dimples is tested and found that the best appears if dimples on opposite wall are displaced by one quarter of dimple spacing.