• Title/Summary/Keyword: hierarchical regression analysis

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Quantitative Descriptive Analysis and Acceptance Test of Low-salted Sauerkraut (fermented cabbage) (저염 Sauerkraut (fermented cabbage)의 정량적 묘사분석 및 기호도 연구)

  • Ji, Hye-In;Kim, Da-Mee
    • Journal of the Korean Society of Food Culture
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    • v.37 no.3
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    • pp.239-247
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    • 2022
  • This study evaluated the sensory characteristics of sauerkraut prepared by adding 0.5, 1.0, 1.5, 2.0, and 2.5% (w/w) sea salt to cabbage. The quantitative descriptive analysis (QDA) and acceptance test of sauerkraut were determined for each salt concentration, and the principal component analysis (PCA) and partial least square regression (PLSR) analysis were performed to confirm the correlation between each factor. Results of the QDA determined 14 descriptive terms; furthermore, brightness and yellowness of appearance and the sour, salty, and bitter flavors differed significantly according to the salt concentration. Results from the PCA explained 22.56% PC1 and 65.34% PC2 of the total variation obtained. Sauerkraut prepared using 0.5, 1.0, and 1.5% sea salt had high brightness, moistness, sour odor, green odor, sour flavor, carbonation, hardness, chewiness, and crispness, whereas sauerkraut prepared with 2.0 and 2.5% sea salt had high yellowness, glossiness, salty flavor, sweet flavor, and bitter flavor. Hierarchical cluster analysis classified the products into two clusters: sauerkraut of 0.5, 1.0, and 1.5%, and sauerkraut of 2.0 and 2.5%. Results of PLSR determined that sauerkraut of 1.0 and 1.5% were the closest to texture, taste, and overall acceptance. We, therefore, conclude that sauerkrauts prepared using 1.0 and 1.5% sea salt have excellent characteristics in appearance, taste, and texture.

Analysis of multi-center bladder cancer survival data using variable-selection method of multi-level frailty models (다수준 프레일티모형 변수선택법을 이용한 다기관 방광암 생존자료분석)

  • Kim, Bohyeon;Ha, Il Do;Lee, Donghwan
    • Journal of the Korean Data and Information Science Society
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    • v.27 no.2
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    • pp.499-510
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    • 2016
  • It is very important to select relevant variables in regression models for survival analysis. In this paper, we introduce a penalized variable-selection procedure in multi-level frailty models based on the "frailtyHL" R package (Ha et al., 2012). Here, the estimation procedure of models is based on the penalized hierarchical likelihood, and three penalty functions (LASSO, SCAD and HL) are considered. The proposed methods are illustrated with multi-country/multi-center bladder cancer survival data from the EORTC in Belgium. We compare the results of three variable-selection methods and discuss their advantages and disadvantages. In particular, the results of data analysis showed that the SCAD and HL methods select well important variables than in the LASSO method.

Effects of Psychological, Parenting and Relational Characteristics of Mothers of Preschool Children on Their Depression Levels (학령전기 아동 어머니의 심리, 양육 및 관계적 특성이 우울 수준에 미치는 영향)

  • Song, Hye Young;Ju, Won Jin;Pang, Yanghee
    • Research in Community and Public Health Nursing
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    • v.29 no.4
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    • pp.393-403
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    • 2018
  • Purpose: The purpose of this study is to examine depression levels of some Korean mothers of preschool children and to find out how much influence their psychological, parenting and relational characteristics have on their depression. Methods: This study has been conducted to analyze depression-related and -influencing factors of the Korean mothers of preschool children [7th Panel Study of Korean Children (2014)]. Correlation analysis has been used to examine the relationship between the mothers' psychological, parenting and relational factors and their depression. Hierarchical analysis has been employed to clarify the factors associated with depression. Results: Hierarchical regression analysis has found out that the significant predictors of the depression of the Korean mothers of preschool children include age, educational and employment status, monthly income, smoking status in Model 1. The significant variable is self-esteem in Model 2, parenting stress in Model 3, and, lastly, marital conflict in Model 4. Conclusion: Through this study, it has been discovered that the psychological characteristics of the Korean mothers of preschool children are the most influential factor affecting their depression. The results suggest that it is necessary to develop a community program for improving self-esteem and reducing parenting stress of Korean mothers of preschool children in their parenting.

The Infants' Media Usage Perceived By Parents and Media Indulgence Solutions (부모가 지각한 유아의 미디어 사용실태와 미디어 과몰입 해결방안)

  • PARK, Suk-Kyu
    • Journal of Fisheries and Marine Sciences Education
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    • v.27 no.5
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    • pp.1273-1289
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    • 2015
  • The purpose of this study was to use the parent of the infant status and their media perception (3-7 five years) the infants' media use by examining the situation looking at the parents' use of media that cause impact on infants' media use parents will be validated accordingly to seek the solutions for the media and the involvement of infants perception. U City and 14 practitioners in preschool infants aged 5-7 target parents from 1307 people based in September 2014, a survey was conducted two months until October. This study was a mixed Methods for quantitative analysis of all the results and qualitative analysis of the results. Results for media use quantitative analysis of the results and impact parents have on infants' media use their media usage status of the parents and the media use of infants by their perceived status has been subjected to frequency analysis and hierarchical multiple regression analysis, parents perception results. Analysis of the solution for the immersion of the media and the infants unit of analysis was used for componential analysis. Through this study, parents would like to establish a plan to take advantage of essential educational content in the media and sought ways for the correct use of infants in the media and practice at home.

Influence of perception of organization politics of social welfare facility employee to job attitudes - Focusing on mediator effect of leader trust-

  • Kweon, Seong-Ok
    • Journal of the Korea Society of Computer and Information
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    • v.23 no.1
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    • pp.131-137
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    • 2018
  • This study conducted empirical analysis on the influence of perception of organization politics of social welfare facility employee to job attitude, and based on the analysis result, it aims to suggest theoretic and political implications. For this, the study conducted survey targeting social workers working at social welfare facilities in Gwangju. 350 copies of survey were distributed,. 197 copies were retrieved and 176 copies were used in analysis after excluding 21 copies with insincere reponses. The collected data was processed through SPSS 20.0 for reliability analysis, frequency analysis, T-test, and hierarchical regression analysis. The study results are as below. This study analyzed the job exhaustion, turn over intention and causal relationship as the result variables and perception of organization politics of social workers, and analyzed the leader trust as mediating effect among the previous researches related to perception of organization politics. As for the analysis result, the perception of organization politics of social workers improve job exhaustion and turn over intention, and leader trust was confirmed to have mediating effect on relationship among the variables.

Determinants of employee's wage using hierarchical linear model (위계적 선형모형을 이용한 대졸 신규취업자 임금 결정요인 분석)

  • Park, Sungik;Cho, Jangsik
    • Journal of the Korean Data and Information Science Society
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    • v.26 no.1
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    • pp.65-75
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    • 2015
  • This paper analyzes the determinants of wage for the college and university graduates utilizing both individual-level and industry-level variables. We note that wage determination has multi-level structure in the sense that individual wage is influenced by individual-level variables (level-1) and industry-level (level-2) variables. Then, the assumption that individual wage is independent in the classical regression is violated. Therefore, this paper utilizes the hierarchical linear model (HLM). The major results are the followings. First, the multiple correspondence analysis including level-1 and 2 variables reveals that both level 1 and level 2 variables affects individual wages judging from the fact that the values of level 1 and level 2 variables differ across the different level of individual wage groups. Second, the decision tree analysis including level-1 and 2 variables shows that the most influential variable in wage determination is industry-level wage and the next is industry-level working hour, ages and sex in the decling order in. This suggests that the utilization of the HLM is appropriate since the characteristics of industry is important in determining the individual wage. Third, it is shown that the HLM model is the best compared to the other models which do not take level-1 and level-2 variables simultaneously into account.

The Influence of Organizational Characteristics and Workers Characteristics of Family Business Organizations on Business Performance (가족사업기관의 조직특성 및 종사자특성이 사업성과에 미치는 영향)

  • Seo, Jongsu;Cho, Hee-keum
    • Journal of Families and Better Life
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    • v.33 no.4
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    • pp.19-32
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    • 2015
  • The purpose of this study is to examine the influence of the organizational characteristic and workers characteristics of Family Business Organization on its Business Performance. The subjects of this study were workers of healthy family support centers and multicultural family support centers. A survey was conducted from July 30th to September 30th. A total 372 materials were used for analysis of final data and SPSS(Statistical Package for the Social Sciences) WIN 18.0 program was employed in analyzing the collected data. As the result of analysing the effect of organizational characteristics and culture and characteristics of workers on business performance through hierarchical regression analysis, higher performance was achieved when the agency's organizational culture has the characteristics of a developed culture, and when the operating body is a school principal corporation rather than a non-profit corporation, and in the city rather than farming town, having enough information and external resources at the center, and when the job satisfaction of workers are high, and when organizational culture is more hierarchical. There were difference in the result of analysing the effect of organizational characteristic and culture and characteristic of workers on business performance. The level of service and business value of Family Service Organization was higher when the agency's organizational culture has the characteristics of a developed culture, hierarchical culture and agreement culture, and when operating body is a school principal corporation rather than a non-profit corporation, having enough information and external resources at the center, and the administrative skills of workers are higher. Business volume is increased when the operating body is a school principal corporation rather than a non-profit corporation, and in the city rather than farming town, and when the agency's organizational culture has the characteristics of hierarchical culture and agreement culture, having enough external resources at the center, and the practicing ability of workers are higher. When it comes to business efficiency, it is increased when the agency's organizational culture has the characteristics of developed culture and the job satisfaction of workers are high, having enough external and financial resources at the center. Therefore we will need to enhance business performance through improved management and job satisfaction of employees in organizational culture.

The Hierarchical Linear Relationship of Individual and Organizational Variables with the Receptivity to Organizational Change of Professors in Junior Colleges (전문대학 교수의 조직변화 수용성과 개인 및 조직 변인의 위계적 관계)

  • Seok, Young-Mi;Na, Seung-Il
    • Journal of vocational education research
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    • v.36 no.2
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    • pp.23-50
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    • 2017
  • The purpose of this study was to determine the hierarchical linear relationship among receptivity to organizational change, individual variables of professors and organizational variables in junior colleges. The population for this study was 12,920 professors in 139 junior colleges. Using random sampling method considering subject, 800 professors in 40 colleges were sampled for this study. The data were collected from May 26 to June 13. A total of 445 out of 800 questionnaires were returned of which 441 of 40 junior colleges were used for analysis after data cleaning. These data were analyzed by both descriptive statistics and One-way ANOVA with Random Effects, Ranmdom-Coefficients Regression Model, and Intercepts-and Slopes-as-Outcomes Model of hierarchical linear model(HLM). All data analysis was accomplished using the SPSS 20.0 for windows program and the HLM 6.0 for windows program. An alpha level of 0.05 was established priori for determining the significance. The findings of the study were as follows: First, the level of receptivity to organizational change of professions in junior college was 3.94. Second, 56.5% of total variance in receptivity to organizational change was individual level variance. 43.5% of total variance in receptivity to organizational change was organizational level variance. Third, personal valence about organizational change, psychological ownership, experience of assignment, years of service and job security had positive effects on receptivity to organizational change while years of service had negative effects on receptivity to organizational change. The effect of personal valence about organizational change was highest, and the effect of job security was lowest. Fourth, degree of organizational change, participative decision-making, group culture and accessibility of information related to organizational change had positive effects on receptivity to organizational change. The effect of degree of organizational change was highest, and the effect of accessibility of information related to organizational change was lowest.

The Relationship between Organizational Culture, Job Characteristics and Job Continuance among Police Officers (경찰공무원의 조직문화와 직무특성 및 직무지속의지의 관계)

  • Kim, Chan sun;Park, Young Man
    • Convergence Security Journal
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    • v.14 no.6_2
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    • pp.63-72
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    • 2014
  • The purpose of this study is to investigate the relationship between organizational culture, job characteristics and job continuance will among police officers. This study targets the police officers dispatched in the Seoul metropolitan area in 2012, and it uses judgment sampling method to analyze 187 samples. This study conducted the statistical analysis, including frequency analysis, factor analysis, reliability analysis and multiple regression analysis, by using SPSS WIN 18.0. The result is as follows. First, the organizational culture among police officers has effects on job characteristics. That is, the feedback increases as the organizational culture becomes more mutual development- or agreement-oriented, or as it becomes more hierarchical; on the other hand, the job importance increases as more hierarchical and rational a culture becomes. Also, self-determination increases as an organization becomes more mutual development- or agreement-oriented. Second, the organizational culture among police officers has effects on the job continuance will. That is, the expected satisfaction increases but intentional insincerity decreases as the organizational culture becomes more mutual development- or agreement-oriented. Also, risk-perceiving behavior increases as an organizational culture becomes more hierarchical. Third, police officers' job characteristics have effects on the job continuance will. That is, the feedback and job importance increases the expected satisfaction while reducing functional diversity. The feedback also reduces the contraction factor. The job importance increases intentional insincerity while reducing functional diversity. The functional diversity not only increase alternative expectation but also increases risk-perceiving factors.

Analysis of the Energy Consumption of Tourism Hotels in Relation to Individual and Locational Characteristics (관광호텔의 호텔특성 및 입지특성에 따른 에너지사용량 분석)

  • Park, Hyeran;Kim, Hyunsoo;Choi, Yeol
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.42 no.4
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    • pp.571-579
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    • 2022
  • This research empirically analyzed the factors associated with the energy consumption of tourism hotels in Busan, Ulsan, and the Kyoungnam region of Korea based on their individual and locational characteristics. The study adopted a comprehensive modeling approach involving multi-level regression analyses that allowed for improved accuracy by considering the hierarchical structures of the hotels and their locational characteristics. The results indicated that the majority of energy consumption can be explained by the hotels'individual characteristics, including the size of building structure and the services, while their effects vary by region with statistical significance. Furthermore, the proximity to central commercial districts and hotel clusters had a significant influence on the variability in their energy consumption, indicating that locational factors are also important determinants. The findings here suggest the need for regional energy policies and solutions at various urban scales along with conventional energy policies at the building level and highlight regional responsibilities when attempting to create sustainable tourism industries.