• 제목/요약/키워드: ordinal regression

검색결과 70건 처리시간 0.024초

Effect of Liquidity, Profitability, Leverage, and Firm Size on Dividend Policy

  • PATTIRUHU, Jozef R.;PAAIS, Maartje
    • The Journal of Asian Finance, Economics and Business
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    • 제7권10호
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    • pp.35-42
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    • 2020
  • This study aims to investigate the relationship between the variables of Current Ratio (CR), Return-on-Equity (ROE), Return-on-Assets (ROA), Debt-to-Equity Ratio (DER), and Firm Size (FS) on Dividend Policy (DP) in real estate and property companies listed on the Indonesia Stock Exchange in the period 2016-2019, looking at nine real estate companies in Indonesia. The research methodology uses an explanatory analysis approach and linear regression. Based on the eligibility and homogeneity of the data, the number of sample companies selected was nine companies. The company's financial statement data derived from primary data obtained on the Indonesia Stock Exchange, such as current ratio (CR), return-on-equity (ROE), return-on-assets (ROA), debt-to-equity ratio (DER) and firm size and dividend policy variables. The data analysis procedure is first to transform financial data from the original ratio data into interval data and, then, transform it to ordinal data. Furthermore, the validity and reliability process are ignored because the data is primary. Finally, regression testing is part of the hypothesis testing stage. The results of this study showed that the CR, ROE, and firm size had no positive and significant effect on dividend policy. In contrast, DER and ROA have a positive and significant impact on dividend policy.

Analysis of online food purchasing behavior: a study of Sri Lankan consumers

  • Piyumi Wijesinghe;Shashika D. Rathnayaka;Niranga Bandara;Jung Min Heo;Dinesh D. Jayasena
    • 농업과학연구
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    • 제50권4호
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    • pp.927-940
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    • 2023
  • Online shopping has been undergoing significant developments in the South Asian region in the last decade. Using a representative sample of Sri Lankan consumers, this study explored online food purchasing behavior in Sri Lanka, a developing nation and island in South Asia. Data were collected from 562 respondents from all nine provinces in Sri Lanka using an online survey. Consumer attitudes were evaluated using factor analysis, and factor scores were added as explanatory variables to the final model. An ordered logistic regression model was used to examine the impact of consumer demographics, economic variables, and consumer attitudes on online food purchases. Online food purchasing intensity was categorized into four groups that suited ordinal rankings: zero for never, low for rarely, medium for occasionally, and high for regularly. Results indicated that age, income, education, and living in urban areas affect the online food purchasing behavior of Sri Lankan consumers. In addition, trust, convenience, and attitudes toward price were powerful drivers of online food purchasing. The findings have a number of significant managerial ramifications for creating strategies to promote online food purchases in developing South Asian nations like Sri Lanka. Moreover, promoting online shopping could be a potential solution for traffic congestion, ultimately helping to mitigate the negative externalities associated with it, such as carbon emissions and air pollution.

척도이론에 근거한 CIA의 간편화 모형 (A Simplified Model of the CIA based on Scaling Theory)

  • 전정철;임동준;안기현;권철신
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회 2008년도 추계학술대회 및 정기총회
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    • pp.444-447
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    • 2008
  • This study is intended to develop a improved version of Cross Impact Analysis Model based on Scaling Theory. In developing the model, we applied the scale transformation technique and regression technique to existing CIA model. Improved CIA model is composed of two sub-models: 'model for impact value measurement,' and 'model for impact value conversion'. We applied a technique which measures data by ordinal scale and then transforms them into interval scale and ratio scale data to CIA model. The accuracy of forecasting and the usability of CIA application have been improved.

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순서형 로지스틱 회귀분석을 이용한 어린이 사고심각도 분석 연구 (The Study on the Severity of Children Traffic Accident using Ordinal Logistic Regression Analysis)

  • 윤병조;고은혁;양승룡
    • 한국재난정보학회:학술대회논문집
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    • 한국재난정보학회 2016년 정기학술대회
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    • pp.259-260
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    • 2016
  • 어린이의 경우 다른 연령층에 비해 신체적, 정신적으로 완성되지 못하여 교통사고의 가능성이 높으며, 특히 전국의 어린이 교통사고는 점진적으로 감소 추세이나 인천의 어린이 교통사고는 감소하다가 다시 증가 추세에 들어선 실정이다. 따라서 본 연구의 목적은 어린이 교통사고 심각도에 영향을 미치는 주요 요인들을 발견하고 제시하고자 하였다. 순서형 로지스틱 회귀분석을 활용하여 순서척도인 반응변수에 대한 설명변수의 오즈(Odds)를 확인하고자 하였으며 안전운전불이행, 차대사람(횡단중), 차대차(측면직각충돌)사고가 유의한 결과로 나타났다. 안전운전불이행으로 인한 사망사고와 기타사고의 오즈차이는 1.35배, 측면직각충돌로 인한 사망사고와 기타사고의 오즈차이는 1.76배 증가하는 것으로 나타났고, 횡단중인 경우에는 오히려 사망 위험도의 오즈값이 0.58배로 감소하는 것으로 나타났다.

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A New Constrained Parameter Estimation Approach in Preference Decomposition

  • Kim, Fung-Lam;Moy, Jane W.
    • Industrial Engineering and Management Systems
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    • 제1권1호
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    • pp.73-78
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    • 2002
  • In this paper, we propose a constrained optimization model for conjoint analysis (a preference decomposition technique) to improve parameter estimation by restricting the relative importance of the attributes to an extent as decided by the respondents. Quite simply, respondents are asked to provide some pairwise attribute comparisons that are then incorporated as additional constraints in a linear programming model that estimates the partial preference values. This data collection method is typical in the analytic hierarchy process. Results of a simulation study show the new model can improve the predictive accuracy in partial value estimation by ordinal east squares (OLS) regression.

Depressive Symptoms and Menstrual Cycle Irregularity among Community Women of Childbearing Age

  • Heeja Jung;Yanghee Pang
    • International Journal of Advanced Culture Technology
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    • 제11권2호
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    • pp.109-117
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    • 2023
  • Menstrual cycle irregularity reflects the reproductive health of women of childbearing age, but studies are scant on women in communities. In this study, we identified factors associated with menstrual cycle irregularity among 884 community women of childbearing age (19-40 years) and confirmed the relationship between menstrual cycle irregularity and depressive symptoms. Data were collected through online or mobile platforms. We noted that 25% of participants had menstrual cycle irregularity. Multivariable ordinal logistic regression analysis revealed that age, irregular eating, and depressive symptoms were associated with menstrual cycle irregularity. After adjusting for confounding variables, participants with depressive symptoms were at a slightly higher risk of menstrual cycle irregularity (odds ratio = 1.078, confidence interval = 1.021-1.139). Additional support be provided for community-living women of childbearing age with depressive symptoms, to improve their reproductive health

농어촌버스와 콜버스 선호에 따른 콜버스 만족도 분석 (Call-a-bus Satisfaction Based On Preference Between Rural Bus And Call-a-bus)

  • 장태연;한상화;김창수
    • 한국ITS학회 논문지
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    • 제18권3호
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    • pp.1-13
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    • 2019
  • 이용객 감소, 고령화 등으로 어려움을 겪고 있는 농어촌버스의 대체수단으로 시범운영에 있는 수요응답형교통 콜버스에 대해 연구한다. 운영전 농어촌버스 대비 콜버스의 선호분석을 위해 로그선형모형을 구축하고 운영중의 콜버스 만족도를 조사하여 영향을 주는 요인을 순위회귀모형으로 실증 분석하였다. 연구결과로 문전서비스의 편리함으로 고령층과 이동수단에서 제약이 큰 것으로 예상되는 여성이 콜버스를 선호할 가능성이 높았다. 이동수단이 없거나 외출빈도가 낮은 경우에도 콜버스를 선호한다. 종속변수인 콜버스 만족도의 경중에 따른 순위분석에서 농어촌버스 선호자의 경우 연령, 가족수, 정류장거리, 외출횟수, 귀가시간에서 통계적 중요성을 보였고. 콜버스 선호자의 경우 성별, 이동수단, 정류장까지 거리, 버스만족도, 외출빈도, 출발시간, 귀가시간에서 통계적 중요성을 보였다. 전반적으로 운행전 콜버스에 긍정적 생각을 가진 대상자들이 콜버스 운행후에도 여전히 높은 만족도를 보였다.

음주교통사고 영향요인과 심각도 분석을 위한 모형설정 (Modeling Traffic Accident Characteristics and Severity Related to Drinking-Driving)

  • 장태연;박현천
    • 대한토목학회논문집
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    • 제30권6D호
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    • pp.577-585
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    • 2010
  • 교통사고는 사람과 자동차, 도로환경 등의 여러 요인들이 결합되어 발생됨으로 요인들에 대한 과학적, 심층적인 조사와 분석을 통해 사고요인을 사전에 제거하여 유사한 형태로 반복되는 사고를 예방하는 것이 중요하다. 특히, 인적요인은 교통사고에 있어 큰 부분을 차지하고 있어 인적요인에 의한 음주교통사고는 경각심을 갖고 해결해야 할 중요한 사회적 문제이다. 연구는 교통사고자료를 활용하여 사고 빈도와 사고 심각성에 영향을 주는 요인에 대해 분석한다. 교통사고를 음주 및 비음주 사고로 분류하고, 비음주 사고에 대한 음주 사고 발생 가능성에 대해 로그선형모형을 이용하여 변수간의 관계성을 분석한다. 음주교통사고 영향요인으로는 여성보다는 남성이, 비승용차 운전자보다는 승용차 운전자가 음주관련 사고 발생가능성이 높은 것으로 나타났다. 연령의 증가, 커브구간, 단일로, 노면 불량상태 등에서도 발생가능성이 높은 것으로 분석되었다. 또한, 음주교통사고의 경중을 고려한 심각성 분석을 위해 순위회귀모형의 적용 가능성을 탐색하였다. 종속변수가 이산적 특성과 함께 순위적 특징을 보일 경우 순위회귀모형이 적용되어야 하는데, 종속변수가 정성적 표현이 아닌 단지 순위를 반영하는데 유익한 모형이다. 사고의 심각성 분석에서 교통사고 발생시간대, 기후, 도로형태, 사고유형, 성별, 차량종류 등에 의해 심각성이 가중됨을 알 수 있었다. 계절적으로는 봄과 겨울이 사고의 심각성이 증대되며 반면에 여름과 가을은 감소될 가능성이 높았다.

한국인 HIV/AIDS 환자의 복약순응도에 미치는 위험 인자 연구 (Risk Factors Associated with Medication Adherence in HIV/AIDS Patients)

  • 오경선;이진수;한은아
    • 한국임상약학회지
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    • 제33권4호
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    • pp.254-260
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    • 2023
  • Background: Adherence to antiretroviral treatment (ART) is crucial for maintaining the HIV-RNA suppression in patients living with HIV/AIDS. This study aims to analyze the risk factors contributing to low medication adherence among individuals with HIV/AIDS by analyzing data from the Korean HIV/AIDS cohort study. Methods: The dependent variable is ART medication adherence. The depressive symptom and anxiety scores were collected as main independence variables. Covariates included gender, age, transmission route, alcohol and smoking information, and antiviral treatment regimen details. To predict the relationship between ordinal dependent variables and independent variables, an ordered logistic regression analysis was conducted, and odds ratios (OR) were calculated. Results: The results of the ordered logistic regression analysis showed that female was associated with a higher risk of low medication adherence (OR=2.91, 95% CI=1.08, 7.83). Among the subjects who were non-smokers and non-drinkers, the risk of low medication adherence was lower (OR=0.36, 95% CI=0.18, 0.70). Depending on the ART treatment group, individuals taking integrase inhibitor had a lower risk of medication adherence (OR=0.31, 95% CI=0.13, 0.76), and those experiencing depressive symptoms were related with a higher risk of low medication adherence (OR=1.97, 95% CI=1.12, 3.46). Conclusions: The encouragement and emotional support of healthcare professionals are essential for patients living with HIV/AIDS who experience depressive symptoms to maintain ART adherence. Additionally, further research is needed to ensure that HIV/AIDS infected female with concurrent depressive symptoms can achieve appropriate ART therapeutic effect.

응급실 서비스 만족도에 대한 환자 가족의 평가와 의료진의 인식 차이 (Satisfaction Gaps among Physicians, Nurses, and Patient Family in the Emergency Department)

  • 강경희
    • 보건행정학회지
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    • 제23권2호
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    • pp.145-151
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    • 2013
  • Background: The objective of this study was to explore patient family's evaluation of emergency department (ED) service satisfaction and to compare these with ED staff perception of patient family's evaluation. Methods: Based on two surveys of the National Emergency Medical Center: the 2008 National Survey for Recognition and Satisfaction towards Emergency Medical Services and the 2008 Opinion Survey of Emergency Medical Service Providers, satisfaction gaps among physicians, nurses, and patient family were evaluated by Kruskal-Wallis tests and Wilcoxon-Mann-Whitney tests. Furthermore, the factors associated with satisfaction of emergency medical service were identified by ordinal logistic regression models. Results: There were statistically significant gaps among physicians, nurses, and patient family in overall satisfaction with ED visit, length of stay in ED, enough explanation, physicians/nurses kindness, and ED facilities. Age and income in the patient family model, the number of beds in hospital, job satisfaction and year of service in the physicians model, and the number of beds in hospital, job satisfaction and the number of patients per duty hour in the nurses model were statistically significant factors associated with evaluation/ perception of ED service satisfaction. Conclusion: Patient satisfaction is an important indicator of the quality of care and service delivery in the ED. To improve and understand satisfaction in ED service, a dyadic view of the evaluation of service quality and satisfaction-that is, from the perspectives of both the patient and the emergency medical service providers-should be concerned.