• Title/Summary/Keyword: 로짓 모형

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A study on logit choice probability model taking into account the problems of common-nodes and common-links (노드중복과 링크중복문제를 고려한 로짓선택확률의 비교연구)

  • 백승걸;임용택;임강원
    • Journal of Korean Society of Transportation
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    • v.18 no.2
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    • pp.63-71
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    • 2000
  • One Problem of the choice Property in logit model is interpreted as the Problem of common links and common nodes in choice set. Common node Problem Plays important role in deciding the efficiency of network loading and common link problem is connected with choice Problem, both of which are to be solved to improve the logit choice model. Although much need has been pointed out for research on the topic, however, no Paper as yet considers these two factors at the same time. In the Paper we develop a new logit formulation, which is able to ease the logit Problem, widely known as the Problem of IIA(Independence of Irrelevant Alternatives). An example network is used to assess the Proposed model and compare it with other conventional models. From the results, we find out that the model is superior to others.

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A Study on the Parking Place Choice Behaviors Using Stated Preference Data (the case of shopping trips) (SP Data를 이용한 주차장선택행태 분석에 관한 연구 (쇼핑통행을 중심으로))

  • 정성용;윤용득;배영석;이재륜
    • Journal of Korean Society of Transportation
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    • v.19 no.3
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    • pp.19-32
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    • 2001
  • A parking facility choice model. which can be applied to analyze of the driver's parking behavioral changes in response to the local government's parking policy changes and to predict parking demand by the facility types, is developed. Under the context of the stated preference discrete choice model, socioeconomic variables and parking alternative characteristic variables are introduced as explanatory variables. A parking facility choice model for the shopping trip purpose is derived using multinomial logit model and nested logit model and the stated preference data collected in Taegu metropolitan area. The result shows that the sign of all the estimated parameters are logically consistent and the model's goodness of fit is reasonably good. As a result of the elasticity analysis of the model, the elasticity of parking cost is highest, and the elasticity of walking distance between parking place and the destination is higher than parking place searching and ingress time. This means that the parking places are supplied around the destination in the form of small-size parking place. The findings in this study is expected to provide a fundamental data for various short-term parking policy analyses and for parking facility's demand estimations.

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Comparison of Multinomial Logit and Logistic Regression on Disability Pensioners' Characteristic (다범주 자료의 다항로짓 모형과 로지스틱 회귀모형 비교;장애연금 특성분석 중심으로)

  • Kim, Mi-Jung
    • The Korean Journal of Applied Statistics
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    • v.21 no.4
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    • pp.589-602
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    • 2008
  • This article studies on disability pensioners' characteristic with multinomial logit and logistic regression model. Seven factors are examined on whether each factor is reflected in degree of disability in the disability pension. By incorporating multinomial logit and logistic regression model, effectiveness and characteristic of the seven factors are investigated on the degree of disability. Result shows all the seven factors are significant on the degree of disability, while among the seven, five factors, age, sex, type of coverage, type of category, insured duration show a trend in degree of disability and the other two, cause of disability and class of standard monthly income are not effective on trend in degree of disability. Results from analyses might be useful for disability pension management.

Estimating the Value of Multiple Destination Trips : A Mixed Logit Approach (혼합로짓모형을 이용한 다목적지 여행의 편익 분석)

  • Lee, Hae-Jin;Kwon, Oh-Sang
    • Environmental and Resource Economics Review
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    • v.19 no.3
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    • pp.547-569
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    • 2010
  • The purpose of this study is to estimate the benefits associated with the opportunities of multiple destination trips using a mixed logit model. The opportunities that affect the destination choice can be one of the external environments of recreational sites. The data for this study were taken from a survey conducted to the multiple destination trip participants at Seorak National Park in Korea. The results of the research show the specific values of complementary opportunities in the study area.

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A Study on Preference Heterogeneity of Economic Valuation for the Washland of Upo Wetland - Development of Waterfront Resources - (우포늪 천변저류지의 경제적 가치평가에 대한 선호이질성 연구 - 수변관광자원의 선택적 개발 -)

  • Yoo, Byong Kook;Kim, Hung Soo;Ju, Dug
    • Journal of Wetlands Research
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    • v.15 no.3
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    • pp.357-366
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    • 2013
  • This study investigates to explain preference heterogeneity of respondents for economic valuation in washland of Upo wetland using Mixed Logit Model and Latent Class Model. Mixed Logit Model showed respondent heterogeneity in the attributes of wetland area and funds as well as some alternatives violated IIA assumption. 2-class Latent Class Model for respondents were used to explain the sources of the heterogeneity. Class 1 respondents who are located relatively close to Upo wetland had more experience and knowledge of Upo wetland and better understood the information suggested in the questionnaire than class 2 respondents in mostly metropolitan area of Seoul, Incheon.

Upper-Level Expectation in Random Coefficient Logit Model (다중 로짓 모형에서의 상위차원의 예측치 통계에 관한 연구)

  • Lee, Seong-Woo;Ryu, Sung-Ho
    • Journal of Korean Society of Rural Planning
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    • v.5 no.2 s.10
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    • pp.66-72
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    • 1999
  • 본 연구는 다음의 두 가지 목적이 있다. 첫째, 각종 실증분석에 있어서의 다중모형의 효율성에 대한 소개와, 둘째, 다중모형의 분석에 있어서 상위단계의 예측되는 가치를 측정하기 위한 새로운 통계를 소개하는 데 있다. 다중모형의 이론적 틀은 광범위하게 사용되는 기존의 1단계 모형의 통계적 문제점(이분산 등)을 보완하고, 현실을 더욱 실체적으로 파악한다는 측면에서 앞으로 지역분석의 중추적 틀로서 자리매김하리라 예상되고 있다. 본 연구는 이러한 다중모형의 효율성을 가상 자료가 아닌 실제 자료를 이용하여 검증하였으며, 특히 기존에 제시되지 않은 다중로짓모형에서의 상위수준의 잔차 또는 예측치를 계산하는 통계량을 제시하였다. 이 새로운 통계량은 실증분석에 있어서의 관찰치와의 상관관계와 그 분산의 분석에 있어서 잘 행위하고 있는 것으로 나타났다.

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A Bayesian Threshold Model for Ordered Categorical Traits (순서범주형자료 분석을 위한 베이지안 분계점 모형)

  • Choi Byangsu;Lee Seung-Chun
    • The Korean Journal of Applied Statistics
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    • v.18 no.1
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    • pp.173-182
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    • 2005
  • A Bayesian threshold model is considered to analyze binary or ordered categorical traits. Gibbs sampler for making full Bayesian inferences about the category probability as well as the regression coefficients is described. The model can be regarded as an alternative to the ordered logit regression model. Numerical examples are shown to demonstrate the efficiency of the model.

Identifying Key Factors to Affect Vehicle Inspection and Maintenance(I/M) Test Results Using a Binary Logit Model (California Case Study) (이항로짓모형을 이용한 자동차 배출가스 검사결과에 미치는 요인분석(미국 캘리포니아 사례를 중심으로))

  • Chu, Sang-Ho
    • Journal of Korean Society of Transportation
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    • v.24 no.3 s.89
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    • pp.189-195
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    • 2006
  • For the past decades, vehicle emissions has been a major source of air pollution in urban areas Vehicle inspection and maintenance (I/M) test programs were developed for major metropolitan areas to reduce urban air pollution. However. there are a few studies of exploring major factors to influence I/M test failure. This study develops a logit model to identify key factors affecting overall test failure, using the vehicle I/M test data from California in October 2002. The model results indicate that vehicle age, odometer reading, engine size, vehicle make, presences of emissions control equipment, and test types have significant effects on the probability of I/M test failure.

Measuring Recreation Benefits of Dam Reservoirs in Korea - A Mixed Logit Approach - (댐호수의 특성별 휴양가치 분석)

  • Kwon, Oh Sang;Kim, Won Hee;Lee, Hae Jin;Heo, Jeong Hoi;Park, Doo-Ho
    • Environmental and Resource Economics Review
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    • v.14 no.4
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    • pp.867-891
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    • 2005
  • The purpose of this study is estimating the recreation benefits of the largest 10 dam reservoirs in Korea. A mixed logit or random parameters log it model is constructed and estimated. Not only the recreation value of each dam lake but also the values of the main characteristics of the lakes such as the amount of water reserved, and the availability of boating and fishing are estimated. It is shown that recreation value is not less than other benefit such as irrigation, industrial, municipal use, hydro power, or even flood control benefit.

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Comparison of Goodness-of-Fit Tests using Grouping Strategies for Multinomial Logit Regression Model (다항 로짓 회귀모형에서의 그룹화 전략을 이용한 적합도 검정 방법 비교)

  • Song, Mi Kyung;Jung, Inkyung
    • The Korean Journal of Applied Statistics
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    • v.26 no.6
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    • pp.889-902
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    • 2013
  • Several goodness-of-fit test statistics have been proposed for a multinomial logit regression model; however, the properties of the proposed tests were not adequately studied. This paper evaluates three different goodness-of-fit tests using grouping strategies, proposed by Fagerland et al. (2008), Bull (1994), and Pigeon and Heyse (1999). In addition, Pearson (1900)'s method is also examined as a reference. Simulation studies were conducted to evaluate the four methods in terms of null distribution and power. A real data example is presented to illustrate the methods.