• 제목/요약/키워드: REGRESSION EQUATION

검색결과 2,157건 처리시간 0.032초

무의 중기 선행관측모형 개발 (Development of a mid-term preceding observation model for radish)

  • 조재환;이한성
    • 농업과학연구
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    • 제38권3호
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    • pp.571-581
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    • 2011
  • This study develops a mid-term preceding observation model of radish to complement an existing short-term agricultural observation model. The first purpose of the study is to extend a three seasonal classification(spring, summer, fall) of fruit-vegetables to a four seasonal classification that involves the winter additionally. This allows us to verify the reason for demand and supply unbalance and unstable price of radish. The second purpose is to construct a mid-term preceding observation model that would be used to forecast planted areas, output, monthly shipment and price. To achieve these purposes, several multiple regression models are estimated. A system is consisted of a planted areas equation, a yield equation, monthly shipment distribution equation, and monthly price equation. To calculate output an auxiliary equation is involved in the system and the consumer price index etc are considered as exogenous variables.

SNS를 통한 외식선택속성이, 고객만족도, 타인추천 영향관계 (Through SNS Eat Out Select Properties, Customer Satisfaction, Recommendation of Others Affect Relations)

  • 김건휘;한지수
    • 한국조리학회지
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    • 제22권4호
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    • pp.143-155
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    • 2016
  • 본 연구에서는 SNS를 통한 외식선택속성이 고객만족도와 타인추천에 어떤 영향을 미치는지를 파악하기 위하여 SNS를 통해 외식업체를 방문한 경험이 있는 소비자들을 대상으로 설문조사를 시행하여 실증분석을 하였다. 총 350부의 설문지를 배포하여 불성실하게 응답한 28부의 설문지를 제외한 나머지 322부의 유효한 설문지를 실증연구에 사용되었다. 조사 연구의 목적을 달성하기 위하여 통계프로그램 SPSS 22.0을 활용하여 빈도분석, 요인분석 및 신뢰도분석, 상관관계분석, 회귀분석을 실시하였다. 분석결과를 보면 첫째, 외식선택속성은 고객만족에 미치는 영향에 관한 다중회귀분석 결과는 전체 회귀식의 설명력은 $R^2=.521$(adjusted $R^2=.515$)이고, F값은 86.325이고, 회귀식은 p=0.000으로 정(+)의 영향력으로 통계적으로 유의한 것으로 분석되었다. 독립변수 중 실속 추구형(B=0.540, p<0.001), 안전 추구형(B=0.292, p<0.001)은 유의하게 나타나 정(+)의 영향력이 나타났고, 편의 추구형(B=0.071, p<0.001)과 품위 추구형(B=0.002, p<0.001)은 부(-)의 영향력이 나타났다. 둘째, 고객만족도가 타인추천에 미치는 영향에 관한 다중회귀분석 결과는 전체 회귀식의 설명력은 $R^2=.539$(adjusted $R^2=.538$)이고, F값은 374.765이고, 회귀식은 p=0.000으로 통계적으로 유의한 것으로 분석되어 회귀선모델이 적합하다는 것으로 나타났다. 독립변수 고객만족도(B=0.540, p<0.001)는 정(+)의 영향력이 나타났다.

일반화추정방정식(GEE)에 대한 부스트랩의 적용 (Bootstrap Estimation for GEE Models)

  • 박종선;전용문
    • 응용통계연구
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    • 제24권1호
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    • pp.207-216
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    • 2011
  • 본 논문에서는 일반화추정방정식(GEE)모형에 대한 부스트랩 방법의 적용에 대하여 살펴본다. 다양한 부스트랩 방법들 중 GEE모형에 적용이 가능한 잔차, 쌍 및 점수함수 부스트랩 방법을 가상 및 실제 자료들에 적용한 결과 회귀계수들에 대한 추정치와 표준오차가 점근값들과 차이를 보이는 것으로 나타났다. 따라서 표본수가 크지 않은 경우 부스트랩 방법을 통하여 GEE모형에서의 회귀계수에 대한 추정치화 표준편차를 구하는 것이 효과적임을 알 수 있다.

Tree Size Distribution Modelling: Moving from Complexity to Finite Mixture

  • Ogana, Friday Nwabueze;Chukwu, Onyekachi;Ajayi, Samuel
    • Journal of Forest and Environmental Science
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    • 제36권1호
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    • pp.7-16
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    • 2020
  • Tree size distribution modelling is an integral part of forest management. Most distribution yield systems rely on some flexible probability models. In this study, a simple finite mixture of two components two-parameter Weibull distribution was compared with complex four-parameter distributions in terms of their fitness to predict tree size distribution of teak (Tectona grandis Linn f) plantations. Also, a system of equation was developed using Seemingly Unrelated Regression wherein the size distributions of the stand were predicted. Generalized beta, Johnson's SB, Logit-Logistic and generalized Weibull distributions were the four-parameter distributions considered. The Kolmogorov-Smirnov test and negative log-likelihood value were used to assess the distributions. The results show that the simple finite mixture outperformed the four-parameter distributions especially in stands that are bimodal and heavily skewed. Twelve models were developed in the system of equation-one for predicting mean diameter, seven for predicting percentiles and four for predicting the parameters of the finite mixture distribution. Predictions from the system of equation are reasonable and compare well with observed distributions of the stand. This simplified mixture would allow for wider application in distribution modelling and can also be integrated as component model in stand density management diagram.

잠제가 설치된 유공형 해수교환방파제의 도수량 특성 분석 (Analysis of Discharge Characteristics for the Seawater Exchange Breakwater Composed of Tunneled Breakwater and Submerged Mound)

  • 정신택;이달수;조홍연;오영민
    • Ocean and Polar Research
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    • 제26권3호
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    • pp.465-473
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    • 2004
  • Five parameters such as the entrance size of the front wall, conduit size, wave period, wave height and the width of water pool were selected to estimate the inflow rate, which is basic and essential input data to design seawater exchange breakwater with a submerged mound by conducting hydraulic model experiments. In the results of multiple regression analysis, log-log equation showed a good agreement rather than linear equation and the estimation of inflow rate was well done with only two parameters except entrance size of the front wall, wave period and the width of water pool. Finally, non-dimensional flow rate equation is derived.

금융시장 전염 동적 검정 (Dynamic analysis of financial market contagion)

  • 이희수;김태윤
    • 응용통계연구
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    • 제29권1호
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    • pp.75-83
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    • 2016
  • 본 연구에서는 금융시장 통합화에 따른 금융 시장 전염을 생물학적 전염개념에 기초하여 분석하는 검정 방법론을 제시하였다. 금융 시장 통합화를 측정하기 위하여 U-통계량을 사용하였고, 금융 시장 전염 검정을 위하여 단일방정식 오차수정 모형을 중심으로 잠재 요인모형, 분위수 회귀모형과 런검정을 사용하였다. 시뮬레이션결과 단일방정식 오차수정 모형이 자기상관을 갖는 오차항을 포함한 선형 회귀모형에서 비교적 높은 수준의 적합도를 일관성 있게 보여 주고 있다.

TBM 공법의 자원기반 적산 방식에 의한 개산 공사비 예측 식 모델 개발 (Development of a model for an equation for estimating construction costs based on the resource-based cost estimating system for TBM)

  • 한승희;박홍태
    • 한국산학기술학회논문지
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    • 제14권3호
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    • pp.1474-1480
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    • 2013
  • 본 연구는 TBM 공법의 구경별 자원기반 적산(원가 계산) 방식에 의한 공사비 적산을 수행하여 직접공사비와 총공사비를 분석하고, 이를 근거로 회귀분석을 수행하여 TBM 공법 구경별 직접공사비 및 총공사비를 추정할 수 있는 개산 공사비(개략 공사비) 예측 식 모델을 제시하였다. 본 연구에서 제시한 TBM 공법의 구경별 개산 공사비 예측 식 모델은 향후 TBM 공법 적용 현장의 사업기획, 예비조사, 타당성조사, 기본설계 단계에서 개산 공사비를 추정하는데 효과적으로 적용할 수 있을 것이다.

간척지 논 농업배수 처리에 적합한 인공습지 설계 기법 (Constructed Wetland Design Method to Treat Agricultural Drainage from Tidal Reclaimed Paddy Areas)

  • 장정렬;신유리;정지연;최강원
    • 한국관개배수논문집
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    • 제18권1호
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    • pp.4-17
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    • 2011
  • The standard design methodology was suggested to construct wetland system for reducing non-point source pollution from Saemangeum reclaimed paddy land. To set for the design flow and concentrations, runoff and water quality survey were conducted during the irrigation period in 2008 at Gyehwa reclaimed paddy land located at near Saemangeum lake. It is rational that 1ha is the optimum constructed wetland size. To meet this size, the moderate drainage area of reclaimed paddy field was 50ha under the conditions that rainfall is 30mm, average runoff coefficient is 0.83, and runoff capture ratio is 0.6. At these condition, the runoff volume from 50ha was 10,520 $m^3/d$ including base flow during irrigation period. To select the optimum wetland system, several case studies were conducted by focusing on the tidal reclaimed land areas having wetland systems in Seokmun. Pond-Wetland system was selected as the standard model because of showing the highest reduction efficiency. Single variable regression equation were delivered to estimate effluent water concentrations from the designed wetland by using long-term monitoring data from the Seokmun experiment site. The effluent concentration from the designed wetland using these equation were showed moderately range.

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식생여과대 유사 저감 효율 산정을 위한 정규화 방안 (A Study on Regularization Methods to Evaluate the Sediment Trapping Efficiency of Vegetative Filter Strips)

  • 배주현;한정호;양재의;김종건;임경재;장원석
    • 한국농공학회논문집
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    • 제61권6호
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    • pp.9-19
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    • 2019
  • Vegetative Filter Strip (VFS) is the best management practice which has been widely used to mitigate water pollutants from agricultural fields by alleviating runoff and sediment. This study was conducted to improve an equation for estimating sediment trapping efficiency of VFS using several different regularization methods (i.e., ordinary least squares analysis, LASSO, ridge regression analysis and elastic net). The four different regularization methods were employed to develop the sediment trapping efficiency equation of VFS. Each regularization method indicated high accuracy in estimating the sediment trapping efficiency of VFS. Among the four regularization methods, the ridge method showed the most accurate results according to $R^2$, RMSE and MAPE which were 0.94, 7.31% and 14.63%, respectively. The equation developed in this study can be applied in watershed-scale hydrological models in order to estimate the sediment trapping efficiency of VFS in agricultural fields for an effective watershed management in Korea.

Use of the estimated critical values adapting a regression equation for the approximate entropy test

  • 차경준;류제선
    • Journal of the Korean Data and Information Science Society
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    • 제13권2호
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    • pp.77-85
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    • 2002
  • The statistical testing methods have been widely recognized to determine the plain and cipher texts. In fact, the randomness for a sequence from an encryption algorithm is necessary to guarantee security and reliance of cipher algorithm. Thus, the statistical randomness tests are used to discover cipher text. In this paper, we would provide the critical value for an approximate entropy test by estimating the nonlinear regression equation when the number of sequence and the level of significance are given. Thus, we can discern plan and cipher text for real problem with given number of sequence and the level of significance. Also, we confirm the fitness of the estimated critical values from the rate of success for plain or cipher text.

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