• Title/Summary/Keyword: moderate regression

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Bayesian analysis of Korean income data using zero-inflated Tobit model (영과잉 토빗모형을 이용한 한국 소득분포 자료의 베이지안 분석)

  • Hwang, Jisu;Kim, Sei-Wan;Oh, Man-Suk
    • The Korean Journal of Applied Statistics
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    • v.30 no.6
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    • pp.917-929
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    • 2017
  • Korean income data obtained from Korea Labor Panel Survey shows excessive zeros, which may not be properly explained by the Tobit model. In this paper, we analyze the data using a zero-inflated Tobit model to incorporate excessive zeros. A zero-inflated Tobit model consists of two stages. In the first stage, individuals with 0 income are divided into two groups: genuine zero group and random zero group. Individuals in the genuine zero group did not participate labor market since they have no intention to do so. Individuals in the random zero group participated labor market but their incomes are very low and truncated at 0. In the second stage, the Tobit model is assumed to a subset of data combining random zeros and positive observations. Regression models are employed in both stages to obtain the effect of explanatory variables on the participation of labor market and the income amount. Markov chain Monte Carlo methods are applied for the Bayesian analysis of the data. The proposed zero-inflated Tobit model outperforms the Tobit model in model fit and prediction of zero frequency. The analysis results show strong evidence that the probability of participating in the labor market increases with age, decreases with education, and women tend to have stronger intentions on participating in the labor market than men. There also exists moderate evidence that the probability of participating in the labor market decreases with socio-economic status and reserved wage. However, the amount of monthly wage increases with age and education, and it is larger for married than unmarried and for men than women.

Correlation of Body Mass Index and Neck Circumference in Patients with Obstructive Sleep Apnea-Hypopnea Syndrome (폐쇄성 수면무호흡 증후군과 목둘레 및 체질량 지수와의 상관성 연구)

  • Kim, Cheon-Sik;Kim, Dae-Sik
    • Korean Journal of Clinical Laboratory Science
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    • v.39 no.2
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    • pp.141-146
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    • 2007
  • Obstructive Sleep Apnea-Hypopnea Syndrome (OSAHS) is a disorder characterized by the repetitive collapse of the pharyngeal airway during sleep, which leads to oxygen desaturation, sleep fragmentation, daytime sleepiness, and increased risk for hypertension and stroke. We investigated the clinical factors related to the severity of OSAHS. Polysomnography was performed in three hundred and ninety five consecutive adult patients with clinical symptoms of obstructive sleep apnea syndrome. All patients completed the sleep questionnaire and the Epworth Sleepiness Scale before polysomnography. Patients were classified into four groups based on the severity of their polysomnographic data: Non-OSA group, characterized by Apnea-Hypopnea Index (AHI) < 5; mild OSA group, by AHI 5-15; moderate OSA group, by AHI 16-30; and severe OSA group, by AHI > 30. Neck circumference was also measured at the cricothyroid level. A total of 395 patients (336 men and 59 women) were studied. In the non-OSA group, there were 55 patients; their mean neck circumference was $39.63{\pm}4.24cm$ and mean BMI was $24.48{\pm}3.53$. In the mild group, there were 101 patients; their mean neck circumference was $41.93{\pm}3.75cm$ and mean BMI was $25.33{\pm}2.94$. In the moderated group, there were 93 patients; their mean neck circumference was $43.27{\pm}3.50cm$ and BMI was $25.90{\pm}2.88$. In the severe group, there were 146 patients; their mean neck circumference was $44.94{\pm}3.93cm$ and mean BMI was $26.81{\pm}3.76$. Men had significantly larger neck circumference than women ($Mean{\pm}SD$, $43.72{\pm}3.83$ vs $39.17{\pm}4.30$, p < 0.001), and higher AHI than women ($29.12{\pm}22.65$ vs $14.63{\pm}14.11$, p < 0.001). Multiple regression analysis revealed that neck circumference was the most significant predictor of AHI. Neck circumference and BMI were positively correlated with the severity of OSAHS. The severity of OSAHS was greater in men than in women.

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Genetic Analysis of Six Panicle Characters in Rice (수도의 수당구성요소의 유전분석)

  • 김주현
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.32 no.2
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    • pp.208-214
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    • 1987
  • A genetic study on the panicle characters in Oryza sativa was carried out by means of a 5 x 5 diallel cross. The five parental varieties were Raekyung, Yeongnamjosaeng, Nongbaek, Yushin and Honenwase. All characters were correlated positively each other, except number of kernels per primary branch. The number of secondary branches per primary branch.was the most effective factor in determining the number of kernels per panicle, the next being the number of primary branches per panicle. Regression analyses of the data of Vr/Wr indicated the presence of non-allelic gene interactions for all characters. Overdominant characters were the number of kernels per panicle, the number of primary branches per panicle, the number of secondary branches per primary branch, the number of kernels per primary branch and sum of kernels on all the tertiary branches per panicle, suggesting that the characters were more influenced by dominant effect than additive effect. However, the number of kernels per secondary branch was partially dominant where the genetic variation was due more to additive effect than to dominance effect. But after omitting the parent which had non-allelic interaction gene, the characters; the number of kernels per panicle, the number of secondary branches per primary branch, and the number of kernels per secondary branch, were partially dominant. Narrow sense heritabilities(h$^2$ N) in number of kernels per panicle and number of secondary branches were high and moderate, respectively, but those of the rest were lower. Mean squares of GCA and SCA of all characters, except SCA of the number of kernels per secondary branch, were highly significant. Effects of GCA were larger than SCA effects in all characters. Raekyung, Yushin and Nongbaek had highly positive GCA, and the best positive SCA was observed in crosses of Nongbaek x Tongillines (Raekyung, Yushin, and Yeongnamjosaeng) in all characters.

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Evaluation of Obesity from BMI and Waist Circumference, and Its Relation with Cardiovascular Risk Factors (건강검진 수진자들의 비만유형과 관상동맥질환 위험인자와의 관련성)

  • Cho, Ju-Yeon;Park, Jae-Yong;Han, Chang-Hyun
    • Korean Journal of Health Education and Promotion
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    • v.25 no.2
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    • pp.47-59
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    • 2008
  • Objectives: The objective of this study was held for prevention of coronary artery disease and improvement of health of local community residents by classifying the obesity types of their waist circumference and BMI, and appraising the coronary artery disease risk factors(CRF). Methods: We analyzed the data on the 1,914 adult cases (1,156 male and 758 female) during Nov, 2006 to Mar. 2007 on a general hospital in Daegu city, Korea. The obesity types in this research were classified into normal group, seeming obesity group, abdominal obesity group and obesity group. Also, CRF was classified by normal, mild, moderate, and severe, and each class was given the index from 0 to 3. The coronary artery disease risk factors index(CRFI) was defined as the sum of index, and we defined that if the sum is higher, higher chance of coronary artery disease risk exist. Results: According to the research, by the age group, normal group has higher percentage in age 30 to 40, and obesity group and abdominal obesity group has higher percentage in age 50 to 60. CRFI is increased by order of normal group, seeming obesity group, abdominal obesity group, and obesity group on both male and female groups, and male shows higher index than female on all four groups. CRFI will be influenced by order of obesity group, seeming obesity group, and abdominal obesity group on male, and obesity group, abdominal obesity group, and seeming obesity group on female according to the result of multiple regression between obesity type and CRFI. Conclusion: According to the result from our research, we have to have keen attention to not only seeming obesity group and obesity group, but also abdominal obesity group which has normal waist circumference influence to CRFI. So, those kinds of indexes have to be controled by controling their weight. Also, we believe that health behaviour can improve and CRF can be prevented by the early health care and early health education to those with no abnormal indication on clinical indicator but with abnormal BMI and waist circumference.

Comparison of Face-to-Face Interview Questionnaires and Medical Records Data for Smoking Habits in Lung Cancer Patients (폐암 환자들의 일대일 설문조사와 의무기록의 흡연 습관 비교)

  • Lee, Eui-Cheol;Ryu, Jeong-Seon;Kim, Hyun-Jung;Cho, Jae-Hwa;Kwak, Seoung-Min;Lee, Hong-Lyeol
    • Tuberculosis and Respiratory Diseases
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    • v.62 no.1
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    • pp.27-32
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    • 2007
  • Background: This study evaluated the accuracy of smoking habit from the data obtained from the medical records of lung cancer patients against the data obtained form face-to-face interview questionnaires Methods: The smoking habits of 225 lung cancer patients were categorized into never smoked, ex-smoker and current smoker in face-to-face interview questionnaire and medical record taken at the time of admission for a diagnosis. The overall agreement between two sources was evaluated. The factors affecting the disagreement between two sources and the level of data omission of the smoking habits in medical records were analyzed suing multiple logistic regression. Results: The smoking habit between two sources showed moderate overall agreement(Kappa $({\kappa})=0.60$). The lowest agreement was observed in the ex-smokers(${\kappa}=0.49$). Multivariate analysis revealed an age of 65 or older to be a statistically significant factor associated with the increasing disagreement risk compared with those 64 or younger (OR 3.02; 95% CI 1.58-5.80). The omission rate of smoking habits in the medical records was 18.2%. Adenocarcinoma was shown to be a statistically significant factor of associated with an increasing omission rate compared with squamous cell carcinoma (OR 3.00; 95% CI 1.19-7.59). Conclusion: The smoking habits obtained from medical record moderately reflect their true behavior. However, the smoking habit data from medical record should be used with caution when being used in a clinical study or cohort study of lung cancer.

Latent Profile Analysis on Smart Phone Dependence of Elementary School Students (초등학생의 스마트폰 의존도에 관한 잠재프로파일분석)

  • Yeum, Dong Moon
    • Journal of rehabilitation welfare engineering & assistive technology
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    • v.11 no.2
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    • pp.107-114
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    • 2017
  • Results of the analysis have revealed that the students were basically divided into three groups depending on goodness-of-fit index and latent class division factor. Type 1 was regarded as a low dependence group (50.1%) with all low indexes while Type 2 was classified as a high dependence group (10.7%) with all high indexes. As for Type 3, it was titled intermediate dependence group (39.2%) for the indexes showed a low-to-moderate movement. A multinomial logistic regression analysis was carried out to forecast smart phone dependence characteristics and as a consequence, when the high dependence group was compared to the intermediate dependence group, as self-esteem and peer attachment increased and deceased respectively, a chance of one being classified into the intermediate dependence group rose. In an investigation to compare the high dependence group with the low dependence group, it was confirmed that the greater the self-esteem, the shorter the peer socializing time, the lower the neglect degree and the lower the peer attachment, a chance for one belonging to the low dependence group increased. This study also offered implications, limits and directions in follow-up research.

Relationship among Sociodemographic Characteristics, General Health Behaviors, and Toothbrushing in Daejeon, South Korea (대전 시민의 인구사회학적 특성, 일반건강행위, 칫솔질행위의 관련성)

  • Oh, Sang-Hwan;Hwang, Soo-Jeong
    • Journal of dental hygiene science
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    • v.16 no.2
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    • pp.165-175
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    • 2016
  • Health behavior is one component of life style and is defined as behaviors performed by a person to protect, promote, or maintain the their health. General health behavior habits include not smoking, weight management, moderate drinking, regular exercise. The aim of this study was to analyze the relationship between toothbrushing and general health behaviors in 1,013 adults using data from the 2008 Daejeon Health Promotion Survey. Results showed no significant difference by region in general health behavior and toothbrushing. Smoking, alcohol consumption and toothbrushing frequency were related to sex, age, monthly income, occupation, and the degree of obesity. The predictoers of toothbrushing more than a day by losistic regression were female sex (vs. male, OR 1.88, 95% CI 1.20~2.95), age ${\geq}65$ years (vs. twenties, OR 0.51, 95% CI 0.26~0.99), monthly income 2 miillions Korean Won (KRW) to 3 millions KRW (vs. <2 million won, OR 1.58, 95% CI 1.04~2.42), white collar (vs. self-employment, OR 2.74, 95% CI 1.62~4.64), and regular exercise (vs. never, OR 1.60, 95% CI 1.21~2.11). We recommend the independent administration of oral health promotion programs focusing on aged and vulnerable social group because general health behaviors except regular exercise were not related to toothbrushing frequency.

Factors Influencing Dementia Attitude and Recognition of Dementia Policy of Nursing Students (간호대학생의 치매정책인식과 치매태도에 미치는 영향요인)

  • Choi, HeeJung;Kwon, YoungChae
    • The Journal of the Convergence on Culture Technology
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    • v.6 no.2
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    • pp.161-168
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    • 2020
  • The purpose of this study was to identify the factors that influence the dementia and recognition of dementia policy of nursing students. The participants were 184, 1~2 grad of nursing students of K university in G city. The data were collected from May 1 to May 31, 2017, and analyzed using the SPSS/WIN 21.0 program with one-way ANOVA, t-test, Pearson correlation coefficients and multiple stepwise regression. The general characteristics, such as dementia attention and dementia ward intent to work had a significant influence on dementia attitudes. The level of dementia attitudes, recognition of dementia policy, dementia knowledge and attitudes toward older adults were more than moderate. The correlations among recognition of dementia policy, dementia knowledge, attitudes toward older adults and dementia attitudes were significant. These variables showed an explanation rate 23.4% and recognition of dementia policy(β=.22, p=.004), dementia attention(no)(β=-.20, p=.006), dementia ward intent to work(no)(β=-.16, p=.021), dementia knowledge(β=.15, p=.027) were statistically significant among the variables that influenced dementia attitudes. It is necessary to develop a systematic dementia education program that can raise dementia knowledge, positive attitude, and recognition of dementia policy of nursing college students.

Effects of Service Quality and Perceived Value of Regional Festivals on Intention of Word-of-Mouth in the trend of Convergence (융복합트렌드에 따른 지역문화축제의 서비스품질과 지각된 가치가 구전의도에 미치는 영향)

  • Cho, Bong-Seok;Heo, Chul-Moo
    • Journal of Digital Convergence
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    • v.15 no.2
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    • pp.99-113
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    • 2017
  • The purpose of study was to test the effects of service quality of regional festivals showing the characteristics of convergence service and perceived value of visitors on intention of word-of-mouth, and the moderating role of perceived value between service quality and intention of word-of-mouth. For this empirical study, the data were collected and selected from 320 residents in Wonju province and visitors for Wonju Hanji Cultural Festival from all around from the South Korea by using structured questionnaires. The data were analyzed by hierarchical regression technique. The results showed that both of 7 factors of service quality of regional festivals and 2 factors of perceived value had a positive effect on visitors' intention of word-of-mouth. And also found out the only one out of two perceived value factors, namely 'non-monetary value' had the moderate roles between service reliability out of 7 service quality factors and intention of word-of-mouth. The results of study was summarized and theoretical implications of the findings with practical applications were discussed. After then, the directions for further study were presented based on the limitation of this one.

The Factors Influencing Health-Related Quality of Life in the Elderly - Focused on the General Characteristics, Health Habits, Mental Health, Chronic Diseases, and Nutrient Intake Status: Data from the Fifth Korea National Health and Nutrition Examination Survey (KNHANES V), 2010~2012 (우리나라 노인의 건강관련 삶의 질에 영향을 주는 요인 - 일반 특성, 생활습관, 정신건강, 만성질환, 영양섭취상태를 중심으로: 제5기 국민건강영양조사자료, 2010~2012)

  • Lee, Hye-Sang
    • Korean Journal of Community Nutrition
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    • v.19 no.5
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    • pp.479-489
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    • 2014
  • Objectives: This study intended to determine significant factors that influence the health-related quality of life ("HRQoL"; EuroQol 5 Dimension health-related quality of life (EQ_5D) & EuroQol visual analogue scale (EQ_VAS)) of the elderly in Korea. Methods: This study was based on 3,903 subjects aged 65 years or more who participated in the Fifth Korea National Health and Nutrition Examination Survey (KNHANES V), 2010~2012. The HRQoL was analyzed by various factors (general characteristics, health habits, mental health, chronic diseases, nutrient intakes). SPSS statistics for complex samples (Windows ver. 21.0) was used. Results: The HRQoL was higher in the males, those with higher educational level or higher income level while it was lower in those belong to single households. In particular, the EQ_5D was significantly higher in the group who reported walking practice, moderate physical activity (male), and the group who reported no vigorous physical activity (female). The EQ_VAS was significantly higher in the group who reported walking practice. Both EQ_5D and EQ_VAS were significantly lower in the group with stress, melancholy, suicidal thinking, and osteoarthritis. EQ_5D was significantly lower in the group with < 75% Estimated Energy Requirements (EER) in energy intake, and with < Estimated Average Requirements (EAR) in iron or niacin intake. A stepwise regression analysis revealed that i) higher educational level (male), and good self-rated health status significantly increased the EQ_5D, ii) age, alcohol intake (male), melancholy (female), suicidal thinking, osteoarthritis, and niacin intake deficiency (male) significantly decreased the EQ_5D, iii) higher income level (male) and good self-rated health status significantly increased the EQ_VAS, and iv) age (male), stress, suicidal thinking (female) and osteoarthritis significantly decreased the EQ_VAS. Conclusions: This study suggested that general characteristics, mental health, osteoarthritis, and niacin intake were associated with the HRQoL. Prospective research of long-term control is needed to establish the causal relationship between factors and the HRQoL.