• 제목/요약/키워드: ordered probit

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교통사고심각도 영향요인 분석에 관한 연구 - 곡선부가 포함된 국도를 중심으로 - (Analysis on Factors Affecting Traffic Accident Severity - Case Study : Arterial Included Curve Section -)

  • 박재홍;윤덕근;성정곤
    • 한국안전학회지
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    • 제28권6호
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    • pp.84-89
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    • 2013
  • The main causes of traffic accidents can be classified by 3 factors - human error, vehicle deficiency and road environmental problem and most accidents occurs not only 1 factor but combination of 2 or 3-factors. Among these factors, road environmental factor is the most important factor due to influence the behavior of cars and road users and road environmental factor affects 30% of total accidents approximately. The 5 years traffic accidents data analyzed to verify the accidents severity on Korea National Highways. In order to analyze the severity, Ordered Probit Model was used. As a independent variables of this model the number of lane, neighbor road environments, sight distance, vertical grade, lane width, shoulder width and traffic volume were used and as a dependent variables the minor injuries, serious injuries and fatalities were used. Research results shows that sight distance and lane width are identified as significant factors for the traffic accident severity and lesser sight distance and lane width shows greater traffic accident severity.

Comparison of Waist-to-height Ratio (WHtR), Body Mass Index (BMI) and Waist Circumference (WC) as a Screening Tool for Prediction of Metabolic-related Diseases

  • Oh, Hyun Sook
    • 통합자연과학논문집
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    • 제8권4호
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    • pp.305-312
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    • 2015
  • The present study showed WHtR to be significantly better than BMI and WC for prediction of metabolic-related diseases in the middle-aged and older people in Korea, based on Bayesian ordered probit model analysis. The variations of WC, BMI and WHtR were compared according to the number of metabolic-related diseases such as hypertension, dyslipidemia, stroke, myocardial infarction, angina pectoris and diabetes. It was found that the three measures showed the similar variation except a very few extreme cases for age less than 40. For subjects over the age of 40, WC was not significant and WHtR gave more influence in greater variability than BMI on the number of metabolic diseases. Also, the rate of change for WHtR was higher than for BMI as the number of metabolic-related diseases increased. Specifically, the difference of the marginal effect of WHtR between no disease and only one disease was 1.81 times higher than that of BMI. Moreover, it was pointed out that the threshold value of WHtR for obesity should be considered differently by age.

강소농 육성사업 참여농가의 성과 만족도 분석 (The Effects of Strong Small Farm Policy for Participation Farms)

  • 박종훈;이성우
    • 농촌계획
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    • 제20권3호
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    • pp.89-100
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    • 2014
  • The purpose of this study is to investigate whether the effect of the Strong Small Farm Development Project by Rural Development Administration is positively associated with participating farmers. The data that used in this study is a survey data that targets 442 farming households who have participated in the strong small farm development project. This study applies ordered-probit model to evaluate level of the participants' satisfaction of the project. This study found that participants' level of satisfaction is closely associated by satisfaction level of project contents that contains education and consulting, friendly attitude toward the project, active participation of the project, and understanding of the project's contents and their importances. Based on research findings, this research provides some implications of future upbringing policy for strong small farms and the principal point of the policy that leads to succeed in implementing the project when formulating agricultural policy in participants view. the strong small farms.

한국 고미술품 가격 데이터를 이용한 헤도닉 모형 분석 (Application of Hedonic Price Model to Korean Antique Art Data)

  • 양문실;이유우;송정석
    • Journal of Information Technology Applications and Management
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    • 제23권4호
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    • pp.41-53
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    • 2016
  • According to the price-decline effect, the art auction prices are known to decrease with the order of auction sale. Our empirical study investigates the presence for the price-decline effect using the data for Korean antique art hosted by the Seoul Auction in September, 2015. We apply the Hedonic price model to the data and examine the relation between the sale order and auction price. Our empirical evidences show that the well-known price decline effect is not present for the case of Korean antique auction in 2015. We confirm our results by estimating the ordered probit model. From the view of the price-decline effect, our results suggest that the Korean antique auction data exhibits different characteristics from most of the foreign art auction data.

기혼여성의 취업과 고등학생 자녀의 진로에 대한 시간투자 (Maternal Employment and Time Investment in High School Children's Career)

  • 정진화;이경희
    • 노동경제논집
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    • 제31권1호
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    • pp.135-162
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    • 2008
  • 본 연구는 기혼여성의 취업이 고등학생 자녀의 진로결정에 대한 모의 시간투자에 미치는 영향을 분석한다. 모의 시간투입은 자녀와 부모와의 대화 정도를 양적 지표로, 자녀진로에 대한 부모의 영향력을 질적 지표로 파악하였다. 실증분석은 도구변수에 의한 순위 프로빗(IV ordered-probit)을 사용하였다. "한국노동패널(KLIPS)" 자료의 분석 결과 모의 취업은 자녀진로에 대한 대화나 영향력에 유의한 영향을 미치지 않는다. 모의 전문직 취업은 자녀에 대한 시간투자의 양과 질에 양(+)의 효과를 가지나 통계적 유의성은 결여된다.

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민간의료보험 활성화에 대한 인식과 그에 영향을 미치는 요인 (Attitude toward the Increasing Role of Private Health Insurance)

  • 박기홍;권순만
    • 보건행정학회지
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    • 제19권1호
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    • pp.62-80
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    • 2009
  • The purpose of this study was to examine the factors influencing the attitude toward the increasing role of private health insurance(PHI). In the Korea Welfare Panel Data 2007, a sample of 1,675 (adjusted by weight value: 1,607) respondents on an opinion on promoting PHI was used in the study. With independent variables including socio-demographic characteristics, health status, health-related behavior, and opinions on welfare service, ordered-probit model was used to analyze the attitude toward PHI. Negative opinion on the increasing role of PHI were responded by 54.6%(n=877) of the respondents, whereas 22.2%(n=373) were positive and 23.2%(n=357) were neutral. Old people, the better off, those with worse self-assessed health status, and those having an experience of health examination tend to have the positive attitude toward the increasing role of PHI. Women, those with chronic diseases or disorders and those who do not agree that comprehensive welfare benefits reduce work incentive showed negative attitude toward PHI. When comparing the needs for PHI before and after medical utilization, ex-ante need tends to strengthen the tendency to support private health insurance. This study will contribute to the discussion on the optimal mix of public and private health insurance in Korea by a better recognition of attitude toward PHI and health care system.

친환경농산물가공식품 소비의향 수준별 지불의향금액 분석 (An Analysis of the Amount of Willingness to Pay for Environment-friendly Agricultural Processed Foods by the Level of Consumption Intention)

  • 정학균;한재환
    • 한국유기농업학회지
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    • 제26권4호
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    • pp.543-558
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    • 2018
  • The purpose of this study is to analyze the amount of willingness to pay for environment-friendly agricultural processed foods by the level of consumption intention. To accomplish the objective of the study a consumer survey was conducted for quantitative analysis regarding consumption pattern. The ordered-probit selection model, Heckman-type two-stage method was employed for an empirical analysis on determining the amount of willingness to pay. The estimation results showed that in the case of consumers who are to keep their consumption at the present level, those with high quality contentment compared to price, brand contentment, and purchasing chiefly in the special store, have the higher amount of willingness. The estimation results also showed that in the case of consumers who are to increase their consumption, those with high quality contentment compared to price, brand contentment, certificate contentment, and having family members who suffer from diseases such as atopy, cancer, diabetes, high blood pressure, have the higher amount of willingness. Therefore For those who are to increase their consumption, enhancement of quality, enhancement of contentment with certificate, promotion are useful to increase the amount of willingness to pay.

The Establishment of Security Strategies for Introducing Cloud Computing

  • Yoon, Young Bae;Oh, Junseok;Lee, Bong Gyou
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제7권4호
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    • pp.860-877
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    • 2013
  • Cloud computing has become one of the most important technologies for reducing cost and increasing productivity by efficiently using IT resources in various companies. The cloud computing system has mainly been built for private enterprise, but public institutions, such as governments and national institutes, also plans to introduce the system in Korea. Various researches have pointed to security problems as a critical factor to impede the vitalization of cloud computing services, but they only focus on the security threats and their correspondents for addressing the problems. There are no studies that analyze major security issues with regard to introducing the cloud computing system. Accordingly, it is necessary to research the security factors in the cloud computing given to public institutions when adopting cloud computing. This research focuses on the priority of security solutions for the stepwise adoption of cloud computing services in enterprise environments. The cloud computing security area is classified into managerial, physical and technical area in the research, and then derives the detailed factors in each security area. The research derives the influence of security priorities in each area on the importance of security issues according to the identification of workers in private enterprise and public institutions. Ordered probit models are used to analyze the influences and marginal effects of awareness for security importance in each area on the scale of security priority. The results show workers in public institutions regard the technical security as the highest importance, while physical and managerial security are considered as the critical security factors in private enterprise. In addition, the results show workers in public institutions and private enterprise have remarkable differences of awareness for cloud computing security. This research compared the difference in recognition for the security priority in three areas between workers in private enterprise, which use cloud computing services, and workers in public institutions that have never used the services. It contributes to the establishment of strategies, with respect to security, by providing guidelines to enterprise or institutions that want to introduce cloud computing systems.

순서형 프로빗 모형을 이용한 사고심각도 분석 (The Study on the Accident Injury Severity Using Ordered Probit Model)

  • 하오근;오주택;원제무;성낙문
    • 대한교통학회지
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    • 제23권4호
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    • pp.47-55
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    • 2005
  • 최근 폭등하는 자동차의 이용과 교통사고의 증가는 물적 손실이란 측면에서 뿐만 아니라, 국민의 기본 생활권을 위협한다는 측면에서 교통사고를 줄이기 위한 많은 노력이 요구된다. 특히, 일반 도로구간에 비해 사고의 잠재성이 상대적으로 높은 교차로의 경우 이에 대한 적절한 대책이 필요하다. 이를 위해 본 연구에서는 교차로 교통사고에 있어서 사고 심각도에 영향을 미치는 요인들을 분석하고 이를 통하여 교차로 안전성 향상에 기여하고자 한다. 사고 심각도 분석에 있어서 사고 자료의 특성을 고려하여 순서형 확률모형 중 적절한 모형을 적용하였다. 데이터의 ${\epsilon}_i$(오차항)의 분포를 정규분포로 가정하여 순서형 프로빗 모형을 적용하였고 모형의 설명력과 적합성을 나타내는 $p^2$(우도비)와 $x^2$(Chi-square)의 값을 이용하여 최적의 사고 심각도 모형을 개발하였다. 개발된 심각도 모형을 분석한 결과, 교차로 교통사고 심각도에 영향을 미치는 변수는 부도로 교통량, 주도로 중차량 비율, 주도로 우회전 비율, 주도로 조명시설, 주도로 제약시설, 부도로 좌회전 유도선 등으로 분석되었다.

국내 회사채 신용 등급 예측 모형의 비교 연구 (Comparative study of prediction models for corporate bond rating)

  • 박형권;강준영;허성욱;유동현
    • 응용통계연구
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    • 제31권3호
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    • pp.367-382
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    • 2018
  • 회사채 신용 등급 예측 모형에 대한 연구는 신용 평가 기관이 회사채 신용 등급 평가에 사용될 것이라 예상 되는 여러 재무적 특성 변수들을 기반으로 진행되었으며 선형 회귀 모형(linear regression), 순위 로짓(ordered logit), 순위 프로빗(ordered probit), 서포트 벡터 기계(support vector machine), 랜덤 포레스트(random forest) 등 다양한 모형들을 적용하여 개발되었다. 하지만 기존 연구들에서 고려한 회사채 신용 등급은 연구에 따라 5등급에서 20등급까지 다른 등급 구간을 적용하였으며 분석에 이용된 표본 자료의 기간 및 대상도 상이하여 예측 성능의 공정한 비교에 어려움이 있다. 따라서 본 연구에서는 2013년부터 2017년까지의 회사채 신용 등급 자료와 기존 연구들에서 사용된 재무 지표들을 통합하여 기존에 발표된 예측 모형들을 동일한 자료에 적용하고 예측 성능을 비교하였다. 추가적으로 Elastic-net 벌점화 회귀 모형 및 순위 로짓, 순위 프로빗 모형을 적합하여 LASSO 벌점이 선택됨을 확인하였으며 LASSO 벌점을 고려한 예측 모형이 대응하는 기존의 예측 모형들보다 향상된 성능을 보임을 확인하였다. 본 연구의 수행 결과, 랜덤 포레스트를 이용한 예측 모형이 15등급 기준 검증 자료에서 정확한 등급 예측률이 69.6%로 다른 모형과 비교하여 높은 예측 성능을 나타내었다.