• 제목/요약/키워드: Binary Dependent Variable Model

검색결과 24건 처리시간 0.028초

전자부품 검사에서 대용특성을 이용한 사례연구 (A Case Study on Electronic Part Inspection Based on Screening Variables)

  • 이종설;윤원영
    • 품질경영학회지
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    • 제29권3호
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    • pp.124-137
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    • 2001
  • In general, it is very efficient and effective to use screening variables that are correlated with the performance variable in case that measuring the performance variable is impossible (destructive) or expensive. The general methodology for searching surrogate variables is regression analysis. This paper considers the inspection problem in CRT (Cathode Ray Tube) production line, in which the performance variable (dependent variable) is binary type and screening variables are continuous. The general regression with dummy variable, discriminant analysis and binary logistic regression are considered. The cost model is also formulated to determine economically inspection procedure with screening variables.

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Investigation of Factors Influencing Loyalty Toward Cultural Arts Events in Korea: A Logit Model Approach

  • Young Hee Park;Hyeon-Cheol Kim
    • International journal of advanced smart convergence
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    • 제13권2호
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    • pp.94-102
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    • 2024
  • This study examines the factors influencing loyalty to cultural arts events using data from the Survey Report on National Culture and Arts Activity in 2022 and 2023. The dependent variable is a binary variable representing the intention to revisit in the future, which serves as a proxy for loyalty. Given that the dependent variable is binary, the logit model specification is employed to estimate the average marginal effects. The estimation results indicate that audience satisfaction exerts the strongest influence on loyalty in both years. It can be observed that participation in cultural arts events is the second most important variable in determining loyalty. This suggests that the government should support the expansion of the scope of these activities and the diversification of programs in order to facilitate greater participation in a wider range of cultural arts activities.

The Effect of Bribery on Firm Innovation: An Analysis of Small and Medium Firms in Vietnam

  • NGUYEN, Toan Ngoc
    • The Journal of Asian Finance, Economics and Business
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    • 제7권5호
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    • pp.259-268
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    • 2020
  • This study aims to provide empirical evidence on the causal relationship between bribery and firm innovation. To this end, we use a micro-dataset of small and medium firms in Vietnam surveyed in 2015. Given the binary nature of the dependent variable, a simple probit regression model is employed. However, as bribery variable is potentially endogenous, a simple probit regression may give biased estimates. We deal with the potential endogeneity by making use of the bivariate probit model. A property of the bivariate probit model is that it can produce efficient estimates of a typical probit model with endogenous binary explanatory variable. A Hausman-like likelihood ratio test is implemented following the estimation to test the existence of endogeneity. We find that bribery significantly undermines firm innovation. Also, firms run by household appear less innovative. The probability of innovation diminishes significantly if firm owners or managers have previous experience in firm products. As expected, larger firms seem to be more innovative. Exporters tend to be more innovative compared to non-exporters. Our findings provide support to the hypothesis that bribery is detrimental to firm innovation and, thus, innovation may be a mediating channel, through which, bribery impedes firm long-term performance.

자동 스케일링 기능이 지원되는 고정 소수집 디지털 시그날 프로세서 개발 시스템 (A Fixed-point Digital Signal Processor Development System Employing an Automatic Scaling)

  • 김시현;성원용
    • 전자공학회논문지A
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    • 제29A권3호
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    • pp.96-105
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    • 1992
  • The use of fixed-point digital signal processors, such as the TMS 320C25, requires scaling of data at each arithmetic step to prevent overflows while keeping the accuracy. A software which automatizes this process is developed for TMS 320C25. The programmers use a model of a hypothetical floating-point digital signal processor and a floating-point format for data representation. However, the program and data are automatically translated to a fixed-point version by this software. Thus, the execution speed is not sacrificed. A fixed-point variable has a unique binary-point location, which is dependent on the range of the variable. The range is estimated from the floating-point simulation. The number of shifts needed for arithmetic or data transfer step is determined by the binary-points of the variables associated with the operation. A fixed-point code generator is also developed by using the proposed automatic scaling software. This code generator produces floating-point assembly programs from the specifiations of FIR, IIR, and adaptive transversal filters, then floating-point programs are transformed to fixed-point versions by the automatic scaling software.

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A Study on Data Mining Using the Spline Basis

  • Lee, Sun-Geune;Sim, Songyong;Koo, Ja-Yong
    • Communications for Statistical Applications and Methods
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    • 제11권2호
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    • pp.255-264
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    • 2004
  • Due to a computerized data processing, there are many cases when we encounter a huge data set. On the other hand, advances in computing technologies make it possible to deal with a huge data set. One important area is the data mining. In this paper we consider data mining when the dependent variable is binary. The proposed method is to use the poly-class model when the independent variables consists of continuous and discrete variables. An example is provided.

내구소비재 보유함수의 추정: 이진수 종속변수를 이용한 회귀분석

  • 윤석범;이회경
    • Journal of the Korean Statistical Society
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    • 제6권2호
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    • pp.117-154
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    • 1977
  • 본논문에서는 첫째로 단일방정식 모형에서 종속변수가 양자택일(binary choice)의 이산확률변수일 때 이러한 이진적 종속변수(binary dependent variable)의 변동을 설명하는데 사용되는 몇 가지 모형을 소개하고 각각의 표기 및 추정방법, 추정량의 성질, 예측 및 검정 문제 등에 관하여 비교 서술하고자 한다. 둘째, 종속변수가 이산과 연속의 혼합형태일 때 앞에 소개된 모형이 어떻게 적용될 수 있는가를 살펴보며, 셋째, 선택대상 및 종속변수의 수가 증가하여 일반화된 선다형모형(multiple choice model)의 경우, 표기 및 추정방법을 단일방정식 기법을 이용하여 추가로 총람하고자 한다. 넷째, 본논문에서는 또한 내구소비재 구입에 관한 조사자료를 이용하여 실제 많이 사용되는 몇 개의 모형을 선택하여 적용하고 각각의 예측력을 분석함으로써 각 모형을 비교 검토하는데 목적이 있다.

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A computational note on maximum likelihood estimation in random effects panel probit model

  • Lee, Seung-Chun
    • Communications for Statistical Applications and Methods
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    • 제26권3호
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    • pp.315-323
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    • 2019
  • Panel data sets have recently been developed in various areas, and many recent studies have analyzed panel, or longitudinal data sets. Often a dichotomous dependent variable occur in survival analysis, biomedical and epidemiological studies that is analyzed by a generalized linear mixed effects model (GLMM). The most common estimation method for the binary panel data may be the maximum likelihood (ML). Many statistical packages provide ML estimates; however, the estimates are computed from numerically approximated likelihood function. For instance, R packages, pglm (Croissant, 2017) approximate the likelihood function by the Gauss-Hermite quadratures, while Rchoice (Sarrias, Journal of Statistical Software, 74, 1-31, 2016) use a Monte Carlo integration method for the approximation. As a result, it can be observed that different packages give different results because of different numerical computation methods. In this note, we discuss the pros and cons of numerical methods compared with the exact computation method.

N/M/D/F/Fmax 일정계획 문제에서 최적 알고리듬의 개발 (A Development of Optimal Algorithms for N/M/D/F/Fmax Scheduling Problems)

  • 최성운
    • 산업경영시스템학회지
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    • 제13권21호
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    • pp.91-100
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    • 1990
  • This paper is concerned with the development of optimal algorithms for multi-stage flowshop scheduling problems with sequence dependent setup times. In the previous researches the setup time of a job is considered to be able to begin at the earliest opportunity given a particular sequence at the start of operations. In this paper the setup time of a job is considered to be able to begin only at the completion of that job on the previous machine to reflect the effects of the setup time to the performance measure of sequence dependent setup time flowshop scheduling. The results of the study consist of two areas; first, a general integer programming(IP) model is formulated and a nixed integer linear programming(MILP) model is also formulated by introducing a new binary variable. Second a depth-first branch and bound algorithm is developed. To reduce the computational burdens we use the best heuristic schedule developed by Choi(1989) as the first trial. The experiments for developed algorithm are designed for a 4$\times$3$\times$3 factorial design with 360 observations. The experimental factors are PS(ratio of processing time to setup time), M(number of machines), N(number of jobs).

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운전자 행태를 고려한 VMS의 실시간 경로안내 정보제공에 관한 연구 (A Study on Providing Real-Time Route Guidance Information by Variable Massage Signs with Driver Behavior)

  • 이창우;정진혁
    • 대한교통학회지
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    • 제24권7호
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    • pp.65-79
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    • 2006
  • ITS 의 한 분야인 첨단교통정보체계 (ATIS: Advance Traveler Information System)는 운전자들에게 통행 전 (pre-trip). 통행 중 (en-route) 교통정보를 제공함으로서 운전자의 경로선택과정에 영향을 미쳐 도로망의 교통량 분산효과를 추구하는 시스템이다. 이중 도로상에서 운전자가 진행하는 방향에 대한 직접적인 정보를 제공하는 VMS 는 ATIS의 정보제공방안중 가장 효과적인 수단이 될 수 있다. 이러한 때 VMS의 정보제공목표는 단순현황정보만을 제공하는 운전자 편의측면과 교통수요를 관리하여 시스템의 성능을 증진시키는 시스템 제어측면으로 구분이 가능하다 하지만 보다 효율적인 도로전광표지의 정보제공을 위해서는 시스템제어 측면의 정보제공이 이루어져야 할 것이다 이러한 교통관리시스템(traffic management system)으로서 VMS 핵심적인 관리전략은 혼잡 (traffic congestion) 또는 돌발 상황(incident)발생 시 지체 (delay)를 최소하기 위한 교통우회전략(Traffic Diversion Strategy)이라 할 수 있다 이를 효과적으로 운영하기 위해서는 첫째, 교통상황 (network traffic condition)에 따라 적정한 우회교통량 (diversion traffic volume) 의 산정이 선행되어야 하고 둘째, 이러한 우회교통량을 제어하기 위해서는 VMS 정보내용 (VMS massage contents)에 따른 운전자의 행태(driver response behavior)가 반영된 정보제공전략 (providing information strategy)이 수립되어야 한다. 이에 본 연구에서는 돌발 상황 발생에 의해 혼잡이 야기될 때 VMS 실시간 경로안내 정보제공에 대해 초점을 맞추었다 이를 위해 첫째로, CA(Cellular Automata) 기반 교통류 사율레이션을 모형을 이용뼈 통행시간 및 대기행렬의 변화가 반영된 시간대별 시스템 최적경로 전환율을 산정하였다. 둘째로, 이항로짓 모형을 이용하여 운영자가 제어할 수 있는 정보특성에 대한 경로전환행태 모형 (route choice behavior model) 을 만들었다 마지막으로 시스템 최적상태 (system Optimum)의 달성을 위한 VMS의 시간대별 정보내용 및 강도를 결정하였다.

A Study on the Poverty of Mountain People Depending on Forests

  • NGUYEN, Phuong Thi Minh;NGUYEN, Song Van;DO, Duc Tai;NGUYEN, Quynh Thi Thuy;DINH, Thanh Trung;NGUYEN, Hang Phan Thu
    • The Journal of Asian Finance, Economics and Business
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    • 제7권7호
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    • pp.519-529
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    • 2020
  • Livelihood capitals have a clear influence on livelihood development. As for the livelihood results, it has been pointed out in the analysis of the poor households that the ability of people to escape poverty depends especially on the access to livelihood capitals. This study aims to analyze the impacts of livelihood capital on poverty among mountain people who depend on forests through human capital, social capital, natural capital, physical capital and financial capital. This research employs the model of binary regression function. Independent variables x1, x2, …, xn are targets of livelihood strategy, vulnerability context, and livelihood capitals. These variables were selected to be included in the original model with dependent variable Y as poor and non-poor households. This study surveys households living in upland areas, near forests, and households of ethnic minorities. The results show that,out of the poor household rate, nearly 4% are newly-poor households or those falling back into poverty. Therefore, the government needs to pay more attention to this disadvantaged group and implements policies such as education and training policies, credit support policies, policies to support forest development, and payment for forest environmental services in the context of emerging countries like Vietnam.