• Title/Summary/Keyword: 제곱 관계

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Partial least squares regression theory and application in spectroscopic diagnosis of total hemoglobin in whole blood (부분최소제곱회귀(Partial Least Squares Regression) 이론과 분광학적 혈중 헤모글로빈 진단에의 응용)

  • 김선우;김연주;김종원;윤길원
    • The Korean Journal of Applied Statistics
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    • v.10 no.2
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    • pp.227-239
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    • 1997
  • PLSR is a powerful multivariate statistical tool that has been successfully applied to the quantitative analyses of data in spectroscopy, chemistry, and industrial process control. Data in spectorscopy is represented by spectrum matrix measured in many wavelengths. Problems of many kinds of noise in data and itercorrelation between wavelengths are quite common in such data. PLSR utilizes whole data set measured in many wavelengths to the analysis, and handles such problems through data compression method. We investigated the PLSR theory, and applied this method to the data for spectroscopic diagnosis of Total Hemoglobin in whole blood.

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Analysis of Distance Measurement Accuracy in Aerial and Satellite Image Photogrammetry (항공사진측량과 위성영상측량에서 거리측정 정확도 연구)

  • Kim, Hyung-Moo;Tcha, Dek-Kie;Nam, Guon-Mo;Yang, Chul-Soo
    • Proceedings of the Korean Society of Surveying, Geodesy, Photogrammetry, and Cartography Conference
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    • 2010.04a
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    • pp.253-255
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    • 2010
  • Needs to study on distance measurement accuracy in aerial and satellite photogrammetry are rapidly increased. However, conventional studies show some confused definitions between measurement accuracy and measurement precision as well as standard deviation(STDEV) and root mean square error(RMSE or RMSD). So, Finite definitions of measurement accuracy and measurement precision as well as STDEV and RMSD are addressed in this paper. Experiment result show using correct definitions improve the distance measurement accuracy in aerial and satellite photogrammetry rapidly, but not the distance measurement accuracy in aerial and satellite photogrammetry.

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Mining Positive and Negative Association Rules Algorithm based on Correlation and Chi-squared analysis (상관관계와 카이-제곱 분석에 기반한 긍정과 부정 연관 규칙 알고리즘)

  • Kim, Na-hee;Youn, Sung-dae
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2009.10a
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    • pp.223-226
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    • 2009
  • Recently, Mining negative association rules has received some attention and proved to be useful. Negative association rules are useful in market-basket analysis to identify products that conflict with each other or products that complement each other. Several algorithms have been proposed. However, there are some questions with those algorithms, for example, misleading rules will occur when the positive and negative rules are mined simultaneously. The chi-squared test that based on the mature theory and Correlation Coefficient can avoid the problem. In this paper, We proposed the algorithm PNCCR based on chi-squared test and correlation is proposed. The experiment results show that the misleading rules are pruned. It suggests that the algorithm is correct and efficient.

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Weighting Effect on the Weighted Mean in Finite Population (유한모집단에서 가중평균에 포함된 가중치의 효과)

  • Kim, Kyu-Seong
    • Survey Research
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    • v.7 no.2
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    • pp.53-69
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    • 2006
  • Weights can be made and imposed in both sample design stage and analysis stage in a sample survey. While in design stage weights are related with sample data acquisition quantities such as sample selection probability and response rate, in analysis stage weights are connected with external quantities, for instance population quantities and some auxiliary information. The final weight is the product of all weights in both stage. In the present paper, we focus on the weight in analysis stage and investigate the effect of such weights imposed on the weighted mean when estimating the population mean. We consider a finite population with a pair of fixed survey value and weight in each unit, and suppose equal selection probability designs. Under the condition we derive the formulas of the bias as well as mean square error of the weighted mean and show that the weighted mean is biased and the direction and amount of the bias can be explained by the correlation between survey variate and weight: if the correlation coefficient is positive, then the weighted mein over-estimates the population mean, on the other hand, if negative, then under-estimates. Also the magnitude of bias is getting larger when the correlation coefficient is getting greater. In addition to theoretical derivation about the weighted mean, we conduct a simulation study to show quantities of the bias and mean square errors numerically. In the simulation, nine weights having correlation coefficient with survey variate from -0.2 to 0.6 are generated and four sample sizes from 100 to 400 are considered and then biases and mean square errors are calculated in each case. As a result, in the case or 400 sample size and 0.55 correlation coefficient, the amount or squared bias of the weighted mean occupies up to 82% among mean square error, which says the weighted mean might be biased very seriously in some cases.

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Analysis of internet addiction in Korean adolescents using sparse partial least-squares regression (희소 부분 최소 제곱법을 이용한 우리나라 청소년 인터넷 중독 자료 분석)

  • Han, Jeongseop;Park, Soobin;Lee, onghwan
    • The Korean Journal of Applied Statistics
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    • v.31 no.2
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    • pp.253-263
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    • 2018
  • Internet addiction in adolescents is an important social issue. In this study, sparse partial least-squares regression (SPLS) was applied to internet addiction data in Korean adolescent samples. The internet addiction score and various clinical and psychopathological features were collected and analyzed from self-reported questionnaires. We considered three PLS methods and compared the performance in terms of prediction and sparsity. We found that the SPLS method with the hierarchical likelihood penalty was the best; in addition, two aggression features, AQ and BSAS, are important to discriminate and explain latent features of the SPLS model.

Ablation Property of Nozzles for a High Voltage Gas Circuit Breaker (초고압 가스 차단기용 노즐 용삭 특성)

  • Bae, Chae-Yoon;Jung, Yong-Woo
    • Proceedings of the KIEE Conference
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    • 2009.07a
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    • pp.846_846
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    • 2009
  • 노즐의 용삭은 초고압 가스 차단기의 압력 상승에 중요한 역할을 한다. 기존의 연구는 총 아크 에너지와 용삭량과의 관계에 집중되어 왔으며 아크 에너지 대신 전류의 제곱등을 사용하기도 했다. 본 논문에서는 반복 시험을 통해 노즐 용삭 특성을 구하였으며, 이를 통해 아크의 전류, 전압과 용삭량과의 상관관계를 구하였다. 또한 계단형 노즐을 사용하여 노즐 반지름과 용삭량과의 관계에 대해서도 살펴보았다.

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Analysis of one-dimensional cellular automata over GF(q) (GF(q)에서의 1차원 셀룰라 오토마타의 분석)

  • 조성진;최언숙;윤세영
    • Proceedings of the Korea Multimedia Society Conference
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    • 2000.04a
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    • pp.277-280
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    • 2000
  • q가 소수의 거듭제곱의 형태일 때 GF(q)상에서의 1차원 셀룰라 오토마타의 여러 가지 특성들을 연구한다. 이러한 셀룰라 오토마타의 특성다항식에 관한 몇가지 특성들이 제시한다. Intermediate Boundary CA를 정의하고 Null Boundary CA와의 관계를 살펴본다.

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A Study on Efficient Thesaurus Construction for Component Retrieval (컴포넌트 검색을 위한 효율적 시소러스 구축에 관한 연구)

  • Han, Jung-Soo
    • Proceedings of the Korea Information Processing Society Conference
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    • 2002.11c
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    • pp.1957-1960
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    • 2002
  • 본 연구는 컴포넌트의 효율적인 검색을 위하여 각 컴포넌트의 코드 정보를 분석하고, 카이제곱 검정 방법을 통하여 분석한 컴포넌트 정보인 term들을 최적화하였다. term의 최적화를 위한 시뮬레이션에서 전체 term 중 약 20%가 제거되었다. 또한 최적화된 term들을 이용하여 term-component 관계를 이용한 매칭, 비매칭 관계 계산을 통하여 term-term 사이의 유의어 매트릭스를 구성함으로써 시소러스를 구축하였다. 시소러스를 통한 검색 결과 최적화 이전의 검색결과와 성능이 비슷하게 나타나 본 연구의 시소러스 구축이 더 효율적임을 알 수 있었다.

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A New Method of Estimation of Kinetic Parameters for Enzyme-Catalyzed Reactions (酵素觸媒反應의 速度變數決定의 새로운 方法)

  • Suh Junghun
    • Journal of the Korean Chemical Society
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    • v.23 no.2
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    • pp.104-110
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    • 1979
  • A new least square method for analysis of the whole time course of enzyme-catalyzed reactions is presented. This method requires only a programmable calculator with small capacity and is applicable to both uninhibited reactions and reactions inhibited by products or added compounds. This method fits the data to the nonlinear plot of substrate concentration vs. time, and, consequently, estimates the kinetic parameters better than the least square method based on linearly transformed equations.

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A Simplification of Polynomial Representations for the Moments of the Mahalanobis Distances (마할라노비스 거리의 모멘트에 대한 다정식 표현의 간략화)

  • 김수중;홍재근
    • Journal of the Korean Institute of Telematics and Electronics
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    • v.21 no.3
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    • pp.1-5
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    • 1984
  • It is investigated that Mahalanobis distances are invariant under a proper transformation and interest MDs are distributed as non-central chi-square while it is well known that intraset MDs are distributed as central chi-square. And their moments have been expressed as simple polynomials whose coefficients satisfy straightforward recursive relations.

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