• Title/Summary/Keyword: the multiple regression analysis

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A study on the forecasting of instant messinger's users choice using neural network (인공신경망을 이용한 인스턴트 메신저 선택 예측에 관한 연구)

  • Kim Dong Sung;Kim Gye Soo
    • Proceedings of the Korean Society for Quality Management Conference
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    • 2004.04a
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    • pp.597-602
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    • 2004
  • This study examined the forecasting of instant messinger's users choice using neural network. We used the statistical methods which were Logistic Regression, MDA(Multiple Discriminant Analysis), and ANN(Artificial Neural Network). In the result, the forecasting performance of the ANN was better than conventional model(Logistic Regression, MDA).

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A Regression Equation of Tank Model Parameters for Daily Runoff Estimation in a Region with Insufficient Hydrological Data (미계측유역의 일유출량 추정을 위한 탱크모형 매개변수의 회귀식 산정(수공))

  • 김선주;김필식;윤찬영
    • Proceedings of the Korean Society of Agricultural Engineers Conference
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    • 2000.10a
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    • pp.412-418
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    • 2000
  • The purpose of this study is estimation of daily runoff in the watershed with insufficient hydrological data using tank model. In order to estimate, twentysix watersheds were selected to calibrate tank model parameters that were defined by a trial and error method. Results were correlated with characteristics of watershed. Relationships between the parameters and the watershed characteristics were derived by a multiple regression analysis. The simulation results were in agreement with the observed data.

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Mathematical Model of the Edge Sealing Parameters for Vacuum Glazing Panel Using Multiple Regression Method (다중회귀분석법을 이용한 진공유리패널 모서리 접합부와 공정변수간의 수학적 모델 개발)

  • Kim, Young-Shin;Jeon, Euy-Sik
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.3
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    • pp.961-966
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    • 2012
  • The concern about vacuum glass is enhanced as society gets greener and becomes more concerned about energy savings due to the rising cost of oil. The glass edge sealing process needs the high reliability among the main process for the vacuum glass development in order to maintain between the two glass by the vacuum. In this paper, the process of the edge sealing was performed by using the hydrogen mixture gas which is the high density heat source unlike the traditional method glass edge sealing by using the frit as the soldering process. The ambient temperature in the electric furnace was set in the edge sealing to prevents the thermal impact and transformation of the glasses and the temperature distribution uniformity was measured. The parameter of the edge sealing was set through the basic test and the mathematical relation with the area of the glass edge parts according to the parameter was drawn using the multiple regression analysis method.

Examination of the Gap between Customer's Perception and Foodservice Provider's Perception of Service Quality in Restaurants (외식엽체에서 제공하는 서비스 품질에 대한 고객과 서비스 제공자의 인식의 차이점 분석)

  • 양일선;김성혜;김동훈
    • Korean Journal of Community Nutrition
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    • v.4 no.3
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    • pp.466-478
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    • 1999
  • A significant gap can exist between what customers expect in foodservice and what service providers deliver to customers. Reducing the gap and enhancing service quality plays a key role in increasing customer satisfaction and repurchase intentions. The purpose of this study was to investigate the personal and operational characteristics that affect the customer perceptions of service quality, to analyze the overall satisfaction and repurchase intention of customers, and to study the service quality gap between customer and foodservice provides. 427 customers and 278 foodservice providers in 82 fast food and family restaurants were surveyed. T-test, ANOVA, Correlation Analysis, and Multiple Regression were used for statistical analysis, The results of this study were as follows: 1) Among the personal characteristics of customers, sex affected the preception of 'General Management' and 'Reputation', and the expense per person showed a correlation with service quality. 2) Among the operational characteristics, the type of restaurant, months since opening, and the number of seats had a significant impact on service quality, while the seat turnover rate showed a negative correlation with service quality. 3) Among the human resource characteristics, the proportion of part-time employees had a negative correlation with service quality, and in general, the training program for full-time employees led to a higher degree of customer perception of service quality. 4) Six dimensions of service quality accounted for 38.39% of customer satisfaction in Multiple Regression. 5) The overall satisfaction of customers willing to repurchase was significantly higher than that of the non-repurchase customers. 6) The operational characteristics explained over 35% for the service quality gap among the customers and the service providers in Multiple Regression.

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A Study of Depression and Quality of Life in Family Care Givers of the Stroke Elderly Patient (뇌혈관질환 노인을 돌보는 가족원의 우울과 삶의 질에 영향을 미치는 요인에 관한 연구)

  • Roh Kuk hee
    • Journal of Korean Public Health Nursing
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    • v.14 no.1
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    • pp.41-60
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    • 2000
  • This study was designed and undertaken to identify the related factors of family caregivers' depression & quality of life with stroke elderly patient. The data was collected from August 16th to September 5th. 1999. The subjects in this study were 70 caregivers and 70 patients with stroke who were hospitalized in 2 oriental medicine hospitals and 3 hospitals located in Junla-buk do. The data was analized using percentage. means. t-test. ANOVA and pearson's correlation coefficients, step-wise multiple regression done with the SAS program. The results of this study are as follows; 1. The score for family caregivers' depression was 45.2 when total score was 80. The family caregivers who got more than 50 scores belongs to highly depression group amount to $29\%$. 2. The score for family caregivers' quality of life was 37.04 when total score was 56. 3. In the significant relationship between family caregivers' depression and general characteristics of the family caregivers ; age. sex, income. In the significant relationship between family caregivers' quality of life and general characteristics of family caregivers: age, education, income. In the significant relationship between family caregivers' depression and quality of life and general characteristics of stroke elderly patient ; sex. 4. The depression degree showed significant differences in the variables of family caregiver's physical health(r=-0.307, p=0.011), stress(r=0.463. p=0.011). social support (r=-0.241. p=0.046) and elderly stroke patient's ADL(r=-0.313, p=0.009). The quality of life degree showed significant differences in the variables of family caregivers' depression(r=-0.564, p=0.001), stress(r=-0.322, p=0.008), social support (r=0.353. p=0.003). 5. The most important variable affecting family caregiver's depression was caregivers' physical symptom which accounted for $32.0\%$ of the total variance in which multiple regression analysis. Total variance affecting the family caregivers' depression was $49\%$. The most important variable affecting family caregivers' quality of life was caregivers' depression which accounted for $48\%$ of the total variance in which multiple regression analysis. Total variance affecting the family caregivers' quality of life was $61\%$.

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A Study of Factors Influencing Health Promoting Behavior and Quality of Life in the Nursing Students (간호학생의 건강증진 행위 및 삶의 질에 영향을 미치는 요인)

  • Choi Hee Chung
    • Journal of Korean Public Health Nursing
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    • v.14 no.1
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    • pp.161-171
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    • 2000
  • The purpose of this study was to investigate the factors influencing health promoting behavior and quality of life in the nursing students, to provide the basic data for health promoting intervention in order to improve quality of life. The subjects of this study were 199 nursing students, living in M city, during the period from May 18 to 25, 1999. The instruments for this study were the health promoting behavior scale developed by Walker et al.(1987), the quality of life scale by Ro(1988), the self efficacy scale by Sherer(1982), the health locus of control scale by Wallston et al. (1978) and the self esteem scale by Rogenberg(1965). The data were analyzed using descriptive statistics, Pearson correlation coefficients, stepwise multiple regression, t-test, ANOVA. The results of this study are as follows; 1. The health promoting behavior showed significant positive correlation with self efficacy, self esteem, internal health locus of control and quality of life. 2. The quality of life showed significant positive correlation with self efficacy, self esteem, internal health locus of control. 3. Stepwise multiple regression analysis revealed that the most powerful predictor of health promoting behavior was self efficacy. A combination of self efficacy, self esteem, health locus of control and quality of life accounted for $41\%$ of the variance in health promoting behavior. 4. Stepwise multiple regression analysis revealed that the most powerful predictor of quality of life was self esteem. A combination of self esteem, self efficacy and health promoting behavior accounted for $40\%$ of the variance in quality of life. Based on the above findings, it is suggested to develop nursing intervention to improve Self Efficacy, Self Esteem of nursing students enhance health promoting lifestyle.

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A Study of the Relation between Quality of Life and Family Burden of Home-based Hospice Patient Families (재가 호스피스환자 가족의 삶의 질과 가족부담과의 관계)

  • Lee, Eun-Ju;Kim, Hyang-Dong
    • Korean Journal of Hospice Care
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    • v.6 no.2
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    • pp.69-78
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    • 2006
  • Purpose: This study was conducted to analysis relationship about quality of life and family burden of the home-based hospice patient families. Method: The subjects consisted of 94 families with home-based hospice patient. The ages of the subjects were 17-73 years with hospice patient who receivedhome visiting care and registered at 4 hospitals in Daegu and Kyung-Buk. The data was collected from March to November 2004. The instruments used for the study were Quality of Life Scale (GLS) and Family Burden Questionnaire (FBQ). The analysis was done using frequency, mean, standard deviation, correlation and stepwise multiple regression with SPSS WIN 11.0. Results: The results were as follows: 1. The mean score of family burden was 3.36 ($\pm0.55$). The highest mean score of family burden 6 factors were wellness of future 3.85($\pm1.10$), and the second was economic family burden 3.63($\pm0.97$). 2. The mean score of quality of life was 3.09 ($\pm0.48$). The lowest score of quality of life 6 factors were economic status 2.86($\pm0.54$), and the second was physical state and function 3.01($\pm0.62$). 3. In the home-based hospice patient families, family burden had significant negative correlation with quality of life(r=-0.25, p=0.012). 4. Emotional status accounted for 11% of family burden in the home-based hospice patient families by means of stepwise multiple regression. 5. Economical status accounted for 18 and age accounted for an additional 11% of quality of life in the home-based hospice patient families by means of stepwise multiple regression. Conclusion: The finding showed that family burden and quality of life of home-based hospice patient families were significantly negative correlation and the highest factor of family burden was wellness of future and the most important factor of quality of life was economic status.

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The Effect of Major satisfaction, Parents' career support on the Behavior of career preparation among University students (대학생의 전공만족도와 부모의 진로지지가 진로준비행동에 미치는 영향)

  • Kim, Hey-Kyoung
    • Journal of the Korean Applied Science and Technology
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    • v.38 no.3
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    • pp.708-719
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    • 2021
  • The purpose of this study was to investigate the effect of the major satisfaction and parents' career support on the behavior of career preparation among university students and to presents basic data for making active the behavior of career preparation. A survey was held to the university students in Seoul and Chungcheong cities from April 15 to May 14, 2021 195 copies were in the final analysis for data analysis, t-test, ANOVA, Pearson's Correlation Coefficient and Multiple regression was used. As a result, the factors of affecting on the behavior of career preparation were followed by Economic level, Major category, Motivation of the major, Grade, the major satisfaction and parents' career support. The multiple regression explanatory power was 50.5percent of the total changes in the behavior of career preparation. Therefore, this study could be used as a basic data for the development of education programs through increase the major satisfacton and enhance parents career support in order to the active behavior of career preparation.

The Effects of Mother's Anger and Depression on Young Children's Problem Behavior (어머니의 분노와 우울이 유아문제행동에 미치는 영향)

  • Song, Hyo-Suk;Park, So-Yun
    • The Journal of the Korea Contents Association
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    • v.21 no.7
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    • pp.609-618
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    • 2021
  • The purpose of this study was to investigate the effects of Mother's anger and depression on young children's problem behaviors. Data collection was from May 1, to July 1, 2019, and 244 Mother's entrusted infants and young children to three early childhood education institutions in Daejeon, Busan and Ulasn. The collected data were analyzed using descriptive statistics, t-test, ANOVA, Pearson correlation coefficient, and multiple liner regression analysis using SPSS/WIN 24.0. The results of this study showed that the young children's problem behavior had a statistically significant positive correlation with Mother's anger(r=.261, p=<.001), and depression(r=.435, p<.001). The multiple regression analysis showed that the factors that significantly affect the young children's problem behavior were depression(𝛽=16.57, p<.001) of the Mother's and the total explanatory power was 19.2%. Therefore, it provided implication for the need to develop parent education program to support the reduction of depression factors along with the emotional support Mother's.

The Effect of Character Strengths and Communication Types on the Interpersonal Relationship Satisfaction among University students (대학생의 성격강점과 의사소통유형이 대인관계만족도에 미치는 영향)

  • Kim, Hyang-Soo;Kim, Hey-Kyoung
    • Journal of the Korean Applied Science and Technology
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    • v.36 no.3
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    • pp.700-708
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    • 2019
  • The purpose of this study was to investigate the effect of character strengths and communication types on the interpersonal relationship satisfaction among university students and to presents basic data for helping healthy University Life. A survey was held to the university students in Seoul and Chungcheong cities from May 7 to 28, 2018. 204 copies were in the final analysis for data analysis, t-test, ANOVA, Pearson's Correlation Coefficient and Multiple regression was used. As a result, the factors of affecting on the interpersonal relationship satisfaction were followed by intellectual character strengths, emotional character strengths, communication types and the presence of a heterosexual friend. The multiple regression explanatory power was 45percent of the total changes in interpersonal satisfaction. Therefore, this study could be used as a basic for the development of communication education programs to increase interpersonal satisfaction among university students. It will also be useful as a basic data for the development of counseling programs that enhance self-awareness of character strengths.