• Title/Summary/Keyword: 로짓 회귀분석

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Images of the Elderly held by Non-Elderly (비노인층이 갖는 노인 이미지 연구)

  • Lee, Yun-Kyoung
    • Korea journal of population studies
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    • v.30 no.2
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    • pp.1-22
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    • 2007
  • This study explores the images of the elderly held by non-elderly. Unlike previous studies on the topic, it considers various dimensions of the images including health, personality, intelligence, and economic ability. The study also attempts to examine factors affecting the images by age groups of non-elderly as well as the dimensions above. The data come from a nationwide survey on the Korean Elderly conducted by Korea Institute for Health and Social Affairs in 2004. Analysis of the samples aged 20-64 reveals that the overall image of the elderly are negative across four dimensions. Nonetheless, differences by dimensions are also observed. Young people in their 20s are more likely than other age groups to have negative views on elderly's health. In the meanwhile, the middle aged are more likely to have negative views on elderly's economic ability. Multivariate analysis based on legit regression model shows that the images of the elderly are affected by age, place of residence, co-residence with older persons, attitude toward life in old age. The findings from this study contain important implications for the improvement of the elderly's images in rapidly aging society.

Corporate Life cycle and Restructuring (기업 수명주기와 구조조정)

  • Kim, Jeong-Kyo;Kim, A-Hyeon
    • Journal of Digital Convergence
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    • v.18 no.6
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    • pp.217-223
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    • 2020
  • The purpose of this study is to examine the restructuring strategies that are selected according to the corporate life cycle and to provide evidence that restructuring strategies that are chosen when firms face financial difficulties can have a positive impact on corporate restructuring. This study is logistic regression analysis of 3,593 samples of companies listed on Korea Exchange from 2001 to 2016. The results of this study show that a company that is growing through the expansion of its size and investment can overcome the financial difficulties of the company. And this study finds evidence that the declining firms use the capital increase or debt issuance to revive the corporate regeneration. The results of this study suggest that it is important to consider the life cycle at the time of corporate restructuring and select the appropriate strategy accordingly.

A CRM Study on the Using of Data Mining - Focusing on the "A" Fashion Company - (데이타마이닝을 이용(利用)한 CRM 사례연구(事例硏究) - A 패션기업(企業)을 중심(中心)으로 -)

  • Lee, Yu-Soon
    • Journal of Fashion Business
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    • v.6 no.5
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    • pp.136-150
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    • 2002
  • In this study, we proposed a method to be standing customers as the supporting system for the improvement of fashion garment industry which was the marginal growth getting into full maturity of market. As for the customer creation method of Fashion garment company is developing a marketing program to be standing customer as customer scoring to estimate a existing customer‘s buying power, and figure out minimum fixed sales of company to use a future purchasing predict. This study was a result of data from total sixty thousands data to be created for the 11 months from september. 2000 to July. 2001. The data is part of which the company leading the Korean fashion garment industry has a lot of a customer purchasing history data. But this study used only 48,845 refined purchased data to discriminate from sixty thousands data and 21,496 customer case with the exception of overlapping purchased data among of those. The software used to handle sixty thousands data was SAS e-miner. As the analysis process is put in to operation the analysis of the purchasing customer’s profile firstly, and the second come into basket analysis to consider the buying associations for Association goods, the third estimate the customer grade of Customer loyalty by 3 ways of logit regression analysis, decision tree, Artificial Neural Network. The result suggested a method to be estimate the customer loyalty as 3 independent variables, 2 coefficients. The 3 independent variables are total purchasing amount, purchasing items per one purchase, payment amount by one purchasing item. The 2 coefficients are royal and normal for customer segmentation. The result was that this model use a logit regression analysis was valid as the method to be estimate the customer loyalty.

Influence of Innovator or Hub in Relational Network to Early Takeoff and Diffusion Size at Takeoff (관계네트워크의 정보 확산에서 혁신자와 허브가 Early Takeoff와 확산크기에 미치는 영향 연구)

  • Ohk, Kyung-Young
    • The Journal of the Korea Contents Association
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    • v.12 no.9
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    • pp.348-356
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    • 2012
  • This study is identifying early takeoff phenomenon in relational network like SNS and investigates influence of innovator or hub at early takeoff and diffusion size at takeoff point. The major finding of this study are as follows. First, multinominal-logit analysis conducted to explore the impact of innovator and hub at early stage of information diffusion and early takeoff. Hub in early stage of information diffusion impact early takeoff. Second, our study shows that innovator and hub at early stage of information diffusion impact diffusion size at takeoff point. Third, hub is more impact early takeoff and diffusion size at takeoff point then innovator. This study provides implication for professionals by confirming hub's influence in study of successful information diffusion by early takeoff. The limitation and future direction are discussed.

The Factors Affecting the Level of awareness of Life and Happiness Perceived by Youth Generation (청년세대 삶의 인식 수준과 행복도의 영향요인)

  • Kim, Jikyung
    • 한국사회정책
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    • v.25 no.3
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    • pp.209-245
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    • 2018
  • In this study, we examined at what level young people perceive their level of life and the overall degree of happiness in their lives, and empirically analyzed the factors affecting them through multiple regression and ordered logit models. As a result of the analysis, young people were more aware of the degree of overall happiness than their perception of their lives. It has been confirmed that the factors affecting the young generation's perception of the level of life and the degree of happiness are different and different factors are working on each group. In addition, it has been found that the subjective factors of psychological and emotional characteristics have a greater influence than the objective factors of social and demographic characteristics at the level of awareness of life and happiness level. However, in the case of the youth group, it was found that objective factors such as job satisfaction are the determinants that have the greatest influence on life awareness and happiness. The tendency to paradoxically respond to the current level of happiness due to despair of the future has been found to be seen in some subgroups(middle income plus working group) rather than in the whole youth generation.

Determinants of the Elder's Life Satisfaction by Gender (성별에 따른 고령자 생활만족도 결정요인)

  • You, Sohyen;Park, Chang-Je
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.11
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    • pp.244-252
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    • 2018
  • The purpose of this study is to empirically analyse determinants of elders' life satisfaction by gender and discuss policy implications for the findings. Data was obtained from the Social Statistics Survey conducted by the Korea National Statistical Office in 2013. From this dataset, 9,456 elders aged 60 and above (4,113 male, 5,343 female) were selected for this study. Results of ordered logit analysis found differences for determinants of elders' life satisfaction by gender. Results of this study can be summarized as follows: First, age has a significant positive effect on only male elders' life satisfaction. Second, education level has a significant positive effect on both male and female elders' life satisfaction. Third, having a spouse has a significant positive effect on only male elders' life satisfaction. Fourth, household income has a significant positive effect on both male and female elders' life satisfaction. Fifth, consumption life satisfaction has a significant positive effect on both male and female elders' life satisfaction. Sixth, house ownership has a significant positive effect on both male and female elders' life satisfaction. Seventh, preparation for aging has a significant positive effect on both male and female elders' life satisfaction. Eighth, each of three types of social support has a significant positive effect on both male and female elders' life satisfaction. Ninth, cohabitation with children has a significant negative effect on both male and female elders' life satisfaction. Tenth, volunteerism has a significant positive effect on only male elders' life satisfaction. Eleventh, social group participation has a significant positive effect on both male and female elders' life satisfaction.

Social Risks of Self-Employed Women in Korea and the Legacy of East Asian Welfare Model Policy Logic (한국 여성 자영업자의 사회적 위험과 동아시아복지국가 정책 논리의 유산)

  • Ahn, Jong-soon
    • 한국사회정책
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    • v.24 no.4
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    • pp.63-87
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    • 2017
  • Self-employed women are highly vulnerable to social risks like unemployment and poverty as job instability has increased in recent decades. Despite this, the Korean public policy focus has been on employees, not the self-employed. This may be closely linked to the legacy of the East Asian welfare model policy logic. Therefore, this study explores social risk levels by gender and employment status and examines the relation between social risks of self-employed women and the East Asian welfare model policy logic, through comparing-means analysis and ordered logit regression analysis using the 9th wave data of the Korea Welfare Panel Study Korea. The study yields evidence of divisions in social risk levels according to gender and employment status: that is, a gender difference, and a substantial gap between self-employed workers and regular employees. Furthermore, the findings of the study indicate that self-employed women — especially in small businesses — are more vulnerable to social risks than are self-employed men. This strongly supports the conclusion that the higher social risks of self-employed women in Korea are closely linked to the legacy of East Asian welfare model policy logic, which focuses on social protection for core workers and largely neglects women.

The Usefulness of Myocardial SPECT for the Preoperative Cardiac Risk Evaluation in Noncardiac Surgery (비심장 수술 환자에서 수술 전후 심장사건의 위험도 평가를 위한 심근관류 SPECT의 유용성)

  • Lim, Seok-Tae;Lee, Dong-Soo;Kang, Won-Jun;Chung, June-Key;Lee, Myung-Chul
    • The Korean Journal of Nuclear Medicine
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    • v.33 no.3
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    • pp.273-281
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    • 1999
  • Purpose: We investigated whether myocardial SPECT had additional usefulness to clinical, functional or surgical indices for the preoperative evaluation of cardiac risks in noncardiac surgery. Materials and Methods: 118 patients (M: F=66: 52, $62.7{\pm}10.5$ years) were studied retrospectively. Eighteen underwent vascular surgeries and 100 nonvascular surgeries. Rest T1-20l/ stress Tc-99m-MIBI SPECT was performed before operation and cardiac events (hard event: cardiac death and myocardial infarction; soft event: ischemic ECG change, congestive heart failure and unstable angina) were surveyed through perioperative periods ($14.6{\pm}5.6$ days). Clinical risk indices, functional capacity, surgery procedures and SPECT findings were tested for their predictive values of perioperative cardiac events. Results: Perioperative cardiac events occurred in 25 patients (3 hard events and 22 soft events). Clinical risk indices, surgical procedure risks and SPECT findings but functional capacity were predictive of cardiac events. Reversible perfusion decrease was a better predictor than persistent decrease, Multivariate analysis sorted out surgical procedure risk (p=0.0018) and SPECT findings (p=0.0001) as significant risk factors. SPECT could re-stratify perioperative cardiac risks in patients ranked with surgical procedures. Conclusion : We conclude that myocardial SPECT provides additional predictive value to surgical type risks as well as clinical indexes or functional capacity for the prediction of preoperative cardiac events in noncardiac surgery.

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The Determinants of Korean Manufacturing Firms' Innovative Activity: Do Firm Size and Appropriabilities Matter? (한국 제조업체의 혁신활동 결정요인: 기업규모와 전유성의 역할)

  • Song, Ji-Hyun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.2
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    • pp.565-577
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    • 2020
  • This study empirically examined how a firm size affects the determinants of innovative activities using the data of the Korean Innovation Survey (KIS) 2016. With data from 2,003 firms in the manufacturing sector, we performed logistic regression analysis and zero-inflated negative binomial regression analysis. R&D expenditure and patent applications were used as proxies for innovative activity. The independent variables included the firm's characteristics variables such as the firm's age, tech-level industry, RDemp (R&D employee ratio), venture, export, and industrial characteristics variables such as networking, appropriability, and spillovers. The empirical findings are that there are some differences in firms' innovative activity determinants among the firms' size groups. Next, strategic appropriability has negative impacts on small firms' R&D expenditure and medium-firms' patents. Networking is an important determinant of innovative activity for all firms, except for large firms. Furthermore, in deciding R&D activities, small and medium-sized firms were significantly influenced by industrial characteristics as compared to that of large firms. Our findings suggest some R&D promotion policies. Policies fostering firms' technological interaction would allow firms to take advantage of technological spillovers and thus raise the probability of investing in R&D.

Scoring System to Predict Malignancy for MRI-Detected Lesions in Breast Cancer Patients: Diagnostic Performance and Effect on Second-Look Ultrasonography (유방암 환자의 MRI에서 발견된 병변의 악성 예측을 위한 점수체계: 진단적 능력과 이차 초음파 결정에 미치는 영향)

  • Young Geol Kwon;Ah Young Park
    • Journal of the Korean Society of Radiology
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    • v.81 no.2
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    • pp.379-394
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    • 2020
  • Purpose To design a scoring system to predict malignancy of additional MRI-detected lesions in breast cancer patients. Materials and Methods Eighty-six lesions (64 benign and 22 malignant) detected on preoperative MRI of 68 breast cancer patients were retrospectively included. The clinico-radiologic features were correlated with the histopathologic results using the Student's t-test, Fisher's exact test, and logistic regression analysis. The scoring system was designed based on the significant predictive features of malignancy, and its diagnostic performance was compared with that of the Breast Imaging-Reporting and Data System (BI-RADS) category. Results Lesion size ≥ 8 mm (p < 0.001), location in the same quadrant as the primary cancer (p = 0.005), delayed plateau kinetics (p = 0.010), T2 isointense (p = 0.034) and hypointense (p = 0.024) signals, and irregular mass shape (p = 0.028) were associated with malignancy. In comparison with the BI-RADS category, the scoring system based on these features with suspicious non-mass internal enhancement increased the diagnostic performance (area under the receiver operating characteristic curve: 0.918 vs. 0.727) and detected three false-negative cases. With this scoring system, 22 second-look ultrasound examinations (22/66, 33.3%) could have been avoided. Conclusion The scoring system based on the lesion size, location relative to the primary cancer, delayed kinetic features, T2 signal intensity, mass shape, and non-mass internal enhancement can provide a more accurate approach to evaluate MRI-detected lesions in breast cancer patients.