• Title/Summary/Keyword: Statistical correlation analysis

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EXPERIMENTAL ANALYSIS OF DRIVING PATTERNS AND FUEL ECONOMY FOR PASSENGER CARS IN SEOUL

  • Sa, J.-S.;Chung, N.-H.;Sunwoo, M.-H.
    • International Journal of Automotive Technology
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    • 제4권2호
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    • pp.101-108
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    • 2003
  • There are a lot of factors that influence automotive fuel economy such as average trip time per kilometer, average trip speed, the number of times of vehicle stationary, and so forth. These factors depend on road conditions and traffic environment. In this study, various driving data were measured and recorded during road tests in Seoul. The accumulated road test mileage is around 1,300 kilometers. The objective of the study is to identify the driving patterns of the Seoul metropolitan area and to analyze the fuel economy based on these driving patterns. The driving data which was acquired through road tests was analysed statistically in order to obtain the driving characteristics via modal analysis, speed analysis, and speed-acceleration analysis. Moreover, the driving data was analyzed by multivariate statistical techniques including correlation analysis, principal component analysis, and multiple linear regression analysis in order to obtain the relationships between influencing factors on fuel economy. The analyzed results show that the average speed is around 29.2 km/h, and the average fuel economy is 10.23 km/L. The vehicle speed of the Seoul metropolitan area is slower, and the stop-and-go operation is more frequent than FTP-75 test mode which is used for emission and fuel economy tests. The average trip time per kilometer is one of the most important factors in fuel consumption, and the increase of the average speed is desirable for reducing emissions and fuel consumption.

침구학회지 논문에 응용된 통계방식에 관한 연구 -1984 창간호부터 2002년 19권 6호까지 19년간- (Analysis of various statistical techniques used in the articles published during last 19 years in The Journal of Korean Acupuncture & Moxibusition Society)

  • 이승덕
    • Journal of Acupuncture Research
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    • 제20권1호
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    • pp.144-158
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    • 2003
  • This study was carried out to investigate what kinds of statistical techniques have been used to analyze data from oriental medicine research, For study, 551 original articles which used statistical techniques in their data analysis were selected form the articles published in The journal of Korean Acupuncture & Moxibustion Society(JKAMS) between 1984 to 2002. among them, 122 articles used descriptive statistics while 429 articles used inferential statistics for data analysis. For that 429 articles, t-test (189 articles), analysis fo variance (111 articles), chi-square test (14 articles), correlation (10 articles), regression analysis (4 articles), factor analysis(5 articles), or nonparametric test (23 articles) were chose to analyze the data. Nonparametric approach has substantial power in case data do not meet the assumption of normality. This method is not only easy to use ut also provides measures of the statistical variation of nominal and ordinal scale. This study shows that more and more recent papers use nonparametric test compared to the old articles. nine different statistical software or packages (SAS, SPSS, Statview, Minitab, Sigma plot, ISP, Graphpad prism, Excel, Access) have been used in the articles published JKMAS. High level statistical techniques such as SAS, SPSS, and Statview are user friendly and used most for acupuncture and Moxibustion research. Including tables and plots in an article facilitates understanding family process data from a descriptive standpoint, minimized erroneous statistical conclusions, and clarifies theoretically important relationships among variables. Table and plots have been used 500 and 233 articles, respectively. A computer procedure is proposed and illustrated with statistical packages using SAS, SPSS, Statview and ISP.

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공간 격자데이터 분석에 대한 우위성 비교 연구 - 이상치가 존재하는 경우 - (A Comparative Study on Spatial Lattice Data Analysis - A Case Where Outlier Exists -)

  • 김수정;최승배;강창완;조장식
    • Communications for Statistical Applications and Methods
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    • 제17권2호
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    • pp.193-204
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    • 2010
  • 최근들어 공간적으로 분석을 필요로 하는 여러 분야에서의 연구자들은 공간통계학에 많은 관심을 가지게 되었다. 그리고 통계학 분야 역시 공간상에서 얻어진 데이터에 공간자기상관이 존재할 경우 공간적으로 분석해야 한다는 주장과 함께 많은 연구가 진행되고 있다. 공간통계학에서 다루고 있는 데이터 중에서 '공간 격자데이터 분석'은 (1) 공간이웃의 정의, (2) 공간이웃 가중치의 정의, (3) 공간모형의 적용 등의 단계를 거쳐서 행해진다. 본 연구에서는 이상치가 존재하는 공간 격자데이터를 분석할 경우 절사평균제곱오차를 이용하여 분석함으로써 예측적인 측면에서 공간통계학적 방법이 일반통계학적 방법보다 더 우수함을 보인다. 본 연구에 대한 내용의 타당성을 보이기 위해서 시뮬레이션을 통하여 공간통계학적인 방법과 일반통계학적인 방법을 비교하였다. 그리고 부산진구의 실제 범죄데이터를 이용한 적용사례를 통하여 절사평균제곱오차를 사용한 공간통계학적 방법의 유용성을 알아보았다.

Relevant Analysis on User Choice Tendency of Intelligent Tourism Platform under the Background of Text mining

  • Liu, Zi-Yang;Liao, Kai;Guo, Zi-Han
    • 한국컴퓨터정보학회논문지
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    • 제24권9호
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    • pp.119-125
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    • 2019
  • The purpose of this study is to find out the relevant factors of the choice tendency of tourism users to Intelligent Tourism platform through big data analysis, which will help enterprises to make accurate positioning and improvement according to user information feedback in the tourism market in the future, so as to gain the favor of users' choice and achieve long-term market competitiveness. This study takes the Intelligent Tourism platform as the independent variable and the user choice tendency as the dependent variable, and explores the related factors between the Intelligent Tourism platform and the user choice tendency. This study make use of text mining and R language text analysis, and uses SPSS and AMOS statistical analysis tools to carry out empirical analysis. According to the analysis results, the conclusions are as follows: service quality has a significant positive correlation with user choice tendency; service quality has a significant positive correlation with tourism trust; Tourism Trust has a significant positive correlation with user choice tendency; service quality has a significant positive correlation with user experience; user experience has a significant positive correlation with user choice tendency Positive correlation effect.

시험적인 통계적 에너지 기법(ESEA)을 적용한 진동 전달 특성 연구 (Investigation of Vibration Characteristics using Experimental Statistical Energy Analysis(ESEA))

  • 이화수;우관제;김종년;이태욱
    • 한국철도학회:학술대회논문집
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    • 한국철도학회 2002년도 추계학술대회 논문집(I)
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    • pp.113-118
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    • 2002
  • Vibrational characteristics of coupled beam & plate system are considered on simple system, which consists of plates(2-subsystem) and beams(4-subsystem), using experimental statistical energy analysis(ESEA). First, damping and coupling loss factors of the system are determined by power injection method (PIM). Then, energy distribution of all the subsystem is estimated from the power balance equation. Finally, these quantities are compared with measured energy. The correlation of measured and estimated results for the sample problem is reasonably good.

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Statistical network analysis for epilepsy MEG data

  • Haeji Lee;Chun Kee Chung;Jaehee Kim
    • Communications for Statistical Applications and Methods
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    • 제30권6호
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    • pp.561-575
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    • 2023
  • Brain network analysis has attracted the interest of neuroscience researchers in studying brain diseases. Magnetoencephalography (MEG) is especially proper for analyzing functional connectivity due to high temporal and spatial resolution. The application of graph theory for functional connectivity analysis has been studied widely, but research on network modeling for MEG still needs more. Temporal exponential random graph model (TERGM) considers temporal dependencies of networks. We performed the brain network analysis, including static/temporal network statistics, on two groups of epilepsy patients who removed the left (LT) or right (RT) part of the brain and healthy controls. We investigate network differences using Multiset canonical correlation analysis (MCCA) and TERGM between epilepsy patients and healthy controls (HC). The brain network of healthy controls had fewer temporal changes than patient groups. As a result of TERGM, on the simulation networks, LT and RT had less stable state than HC in the network connectivity structure. HC had a stable state of the brain network.

Note on Working Correlation in the GEE of Longitudinal Counts Data

  • Jeong, Kwang-Mo
    • Communications for Statistical Applications and Methods
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    • 제18권6호
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    • pp.751-759
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    • 2011
  • The method of generalized estimating equations(GEE) is widely used in the analysis of a correlated dataset that consists of repeatedly observed responses within subjects. The GEE uses a quasi-likelihood equations to find the parameter estimates without assuming a specific distribution for the correlated responses. In this paper we study the importance of specifying the working correlation structure appropriately in fitting GEE for correlated counts data. We investigate the empirical coverages of confidence intervals for the regression coefficients according to four kinds of working correlations where one structure should be specified by the users. The confidence intervals are computed based on the asymptotic normality and the sandwich variance estimator.

공간자기상관기법을 이용한 근린상권의 공간특성분석 (A Analysis on the Spatial Features of the Neighborhood Trade Area using Positive Spatial Autocorrelation Method)

  • 정대영;손영기
    • 대한공간정보학회지
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    • 제17권1호
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    • pp.141-147
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    • 2009
  • 상점의 정보, 서비스업 등을 영위하기 위한 공간입지에 대한 정보(인구생태학적 변수, 사회생태학적 변수)의 탐색적 자료 분석을 위해 공간 특성분석이 필요하다. 따라서 본 연구에서는 지리적 공간상에서 공간객체간의 상호의존성과 상호작용과 통계적 상관분석을 이용하여 서비스업종간의 상관분석법을 제시하고자 하며, 또한 근린상권의 업종 간 상관관계분석의 도출을 통하여 공간특성에 대한 분석을 하기 위함이다.

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중복분석의 확장과 이를 이용한 일반화 정준상관분석 (A Note on Generalized Canonical Correlation Analysis Via an Extended Redundancy Analysis)

  • 강현철;김기영
    • 응용통계연구
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    • 제13권1호
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    • pp.105-113
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    • 2000
  • Wollenberg(1977)의 중복분석(redundancy analysis)을 두 개 이상의 변수집단이 주어져 있는 경우로 확장하고, 확장된 중복분석과 일반화 정준상관분석의 관계를 논의하며, 이 관계를 이용하여 새로운 형태의 일반화 정준상관분석을 제안한다.

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