• Title/Summary/Keyword: 패널 데이터 분석

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한국 소프트웨어 기술혁신의 구조 변동

  • Choe, Yong-Jin
    • Proceedings of the Korea Technology Innovation Society Conference
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    • 2017.05a
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    • pp.619-619
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    • 2017
  • 현대사회의 제품생산과 기업활동에서 소프트웨어의 중요성과 그 가치가 날로 높아져 가는 가운데 소프트웨어 기술혁신은 과거 소프트웨어 산업 영역에 국한되었던 비교적 작은 구조에서 이제는 다양한 산업 영역에서 다발적으로 일어나는 보다 넓은 구조로 변모하고 있다. 이 연구에서는 한국 출원인이 포함된 약 270만 건의 특허 메타데이터와 기업정보 데이터를 활용한 패널데이터를 구축하여 한국 산업계 전반에 걸쳐 일어나고 있는 소프트웨어 기술혁신의 구조 변동 현상을 밝혀내고, 이를 토대로 정부의 소프트웨어 산업 정책에 관한 함의를 도출하고자 한다. 이 연구는 다음의 네 부분으로 구성이 된다. 첫째, 최근 여러 분야에서 일어나고 있는 소프트웨어와 타 산업 간의 융합 현상과 이에 대한 이론적 논의를 전개한다. 둘째, 연구에 활용 할 데이터와 실증분석 방법론에 관하여 논의한다. 셋째, 패널분석을 기초로 한 실증분석을 수행하고, 그 결과를 제시한다. 넷째, 한국정부의 소프트웨어 산업 정책을 살펴보고, 이를 바탕으로 실증분석 결과가 지니는 함의에 관하여 논의한다.

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The Effects of AEO Certification on Firm's Performance : Panel Data Analysis (AEO 인증이 기업성과에 미치는 영향 : 패널데이터 분석)

  • Ha, Eui-Hyun
    • Korea Trade Review
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    • v.41 no.4
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    • pp.91-110
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    • 2016
  • AEO certification has a positive effect on firm's performance. Therefore, this study analyzed the effect of AEO certification on firm's performance using panel data analysis for firm to have international competitiveness. It uses the Hausman-Taylor test for effective solutions of endogenous matter. In terms of the result of analysis, AEO certification has a positive effect on domestic and foreign sales, especially direct benefit and business process improvement of AEO certification have a positive effect on domestic and foreign sales through the improvement of international logistics flow. In conclusion, this study proposes the policy of AEO certification by analyzing the effect of AEO certification on firm's performance by using the panel data analysis.

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The Role of Political Ideology in the 2012 Korean Presidential Election: Evidence from Panel Data Analysis (제18대 대통령 선거에서 이념의 영향: 패널 데이터 분석 결과)

  • Kim, Sung-Youn
    • Korean Journal of Legislative Studies
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    • v.23 no.2
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    • pp.147-177
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    • 2017
  • Although a number of empirical studies found that political ideology plays a significant role in Korean elections, they entirely rely on cross-sectional data analysis. In contrast to previous research, this study investigates the effects of ideology in the 2012 Korean presidential election through standard panel data analysis. Specifically, using "EAI Panel Study, 2012", the effects of ideology on both candidate evaluation and vote choice were examined via fixed effects, random effects, and pooled regression analysis. And the results from applying the two most popular models of ideological voting, the proximity model and the directional change model were also compared. The results show that candidate evaluations and vote choice during the election (April, 2012- December, 2012) were significantly influenced by the ideological difference between voters and candidates, independent from partisanship and other standard socio-demographic factors. And this ideological voting during the election seems better captured by the directional change model than by the proximity model.

A Study on the Influence of the Urban Characteristics on the Incidence of Crime Using Panel Model (패널모형을 이용한 도시특성요소가 범죄 발생에 미치는 영향 분석)

  • Lee, Hyo Jin;Lee, Jae Song;Choi, Yeol
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.35 no.6
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    • pp.1439-1449
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    • 2015
  • This study, based on the sociological crime theory, is to examine the relation between urban characteristics and the incidence of crime, helping establish effective crime prevention measures. For doing so, the study employs crime data from the Supreme Prosecutors' Office and socio-demographic data including the regional Statistical Yearbooks -both from 2005 to 2012- to build the study's panel data, and analyzes the panel model on the 16 subordinate districts in the city of Busan. To reduce the incidence of crime and prevent crimes from occurring based on the analysis results, first, prevention measures specific to each region by its attributes are needed rather than general ones; second, new institutional frameworks or policies are required for utilizing accurate crime data; third, interdisciplinary research in which various fields including urban engineering are associated to that of social science is necessary to further the study.

Innovation and FDI: Applying Random Parameters Methods to KIS Data (기술혁신과 FDI)

  • Kim, Byung-Woo
    • Journal of Korea Technology Innovation Society
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    • v.13 no.3
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    • pp.513-537
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    • 2010
  • According to the "FDI-as-market-discipline" hypothesis, inward FDI acts as a mechanism of change in market structure affecting innovative activities of domestic firms. We used panel KIS data for testing this hypothesis. Binary probit estimation shows that, in contrast to the German case of Bertschek (1995), FDI is insignificant in Korean case for explaining product innovation. 1his result maybe comes from the fact that the industries in Korea are more monopolistic or oligopolistic than those of Germany. Using panel data, we tried random parameter estimation using matrix weighted average of GLS and OLS. The result shows different estimates from cross-section outcome and panel estimation with parameter homogeneity, so we can infer large parameter heterogeneity across firms. But, interpretation for FDI variable is similar across panel and cross-section estimation.

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Panel data analysis with regression trees (회귀나무 모형을 이용한 패널데이터 분석)

  • Chang, Youngjae
    • Journal of the Korean Data and Information Science Society
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    • v.25 no.6
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    • pp.1253-1262
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    • 2014
  • Regression tree is a tree-structured solution in which a simple regression model is fitted to the data in each node made by recursive partitioning of predictor space. There have been many efforts to apply tree algorithms to various regression problems like logistic regression and quantile regression. Recently, algorithms have been expanded to the panel data analysis such as RE-EM algorithm by Sela and Simonoff (2012), and extension of GUIDE by Loh and Zheng (2013). The algorithms are briefly introduced and prediction accuracy of three methods are compared in this paper. In general, RE-EM shows good prediction accuracy with least MSE's in the simulation study. A RE-EM tree fitted to business survey index (BSI) panel data shows that sales BSI is the main factor which affects business entrepreneurs' economic sentiment. The economic sentiment BSI of non-manufacturing industries is higher than that of manufacturing ones among the relatively high sales group.

Analysis and Estimation for Stress Distributions under the Spacer Arrangement in a Vacuumed-Panel (진공패널의 지지대 배열에 따른 응력분석 및 평가)

  • Kim, Jae-Kyung;Jeon, Euy-Sik
    • Proceedings of the KAIS Fall Conference
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    • 2009.12a
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    • pp.159-162
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    • 2009
  • 세계적인 에너지 자원 무기화와 더불어 에너지 효율이 높은 창호개발이 지속적으로 진행되고 있다. 이중 진공패널은 단열성능이 우수하여 건물에서의 에너지 절약 측면에서 미래의 창호소재로 각광 받고 있으나 구조 및 제조공법에 관한 규명이 되어 있지 않다. 진공패널은 대기압 및 외력에 견딜 수 있도록 구조를 형성해야 하며, 이를 위하여 진공간극을 유지하기 위한 지지대를 사용한다. 본 논문에서는 진공패널에서 지지대의 배열에 따른 진공패널의 응력분석과 이 데이터 평가를 통한 허용응력 내에서의 유리지지대 배열방안을 제시하고 시뮬레이션을 통해 그 타당성을 검증하였다.

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Optical Estimation of Toner type Display (토너 타입 디스플레이의 광학특성 평가)

  • Kim, Baek-Hyun;Kim, Young-Cho
    • Proceedings of the KAIS Fall Conference
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    • 2008.11a
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    • pp.63-65
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    • 2008
  • 본 논문에서는 토너입자를 사용하여 패널을 제작하였다. 실리카가 코팅되어 있는 입자를 사용하여 낮은 충전 전압을 사용하여 입자의 주입층을 제작하였다. 제작한 패널의 전기 및 광학특성을 평가하였으며 cell gap과 구동전압과의 관계와 구동 전과 구동 후의 패널의 반사율을 측정하여 데이터를 추출하였다. 색의 변화를 알아 보기위해 CIE를 측정하여 분석을 하였다.

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The Life Satisfaction Analysis of Middle School Students Using Korean Children and Youth Panel Survey Data (한국아동·청소년패널조사 데이터를 이용한 중학생 삶의 만족도 분석)

  • An, Ji-Hye;Yun, You-Dong;Lim, Heui-Seok
    • Journal of Digital Convergence
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    • v.14 no.2
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    • pp.197-208
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    • 2016
  • In this paper, data mining regression analysis and decision tree analysis techniques were used to analyze factors affecting the life satisfaction of middle school students. For this purpose, we analyzed Korean Children and Youth Panel Survey(KCYPS) data. As results, the common influencing factors to the life satisfaction were derived from regression analysis. Those factors are self-esteem, depression, total grade satisfaction, regional community awareness, career identity, annual delinquency damage experience, siblings' factors, trust, behavioral control, and concentration. Based on the result described by decision tree analysis, the factors that indicate a significant impact on the life satisfaction of middle school students were self-esteem, depression, career identity and attention factor.

Panel attrition factors in Korean Labor and Income Panel Study (한국노동패널 탈락 분석)

  • Lee, Sang-Hyeop;Park, Chan-Yong;Hye-Mi, Sung-Suk Chung;Choi, Hye-Mi
    • Journal of the Korean Data and Information Science Society
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    • v.22 no.1
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    • pp.1-8
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    • 2011
  • In panel studies in which the same respondents are interviewed repeatedly over the long term, panel attrition may cause the problems in the reliability of the result and the representativeness of the sample in panel study. In this article, we explore the risk factors of sample attrition in the first 11 waves of the Korean Labor and Income Panel Study (KLIPS) data covering the years 1998-2008, for which the survival analysis techniques such as life-table method and Cox proportional hazard model based on the time to the attrition of each respondent as the survival time of the respondent are applied.