• 제목/요약/키워드: multiple regression techniques

검색결과 258건 처리시간 0.019초

아동의 도덕규범과 친사회적 문제행동 상황에서 어머니의 아동역량 판단, 귀인 및 통제 (Mother's Attributions and Control Behavior for Child's Misbehavior of Moral Norm and Prosocial Behavior)

  • 신양재;유안진
    • 대한가정학회지
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    • 제38권6호
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    • pp.101-116
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    • 2000
  • This study integrated mother's control behavior of child's misbehavior within social domain analysis and the framework of attributional models of social cognition. The purpose of this study was to identify, compare and contrast maternal attributions and control responses according to child's age and domains of social behavior, and to investigate that mother's social cognition factors(authoritarian attitude and self competence perception) influence material inference and responses for their child's acts. Then this study was to find out whether mother's attribution would mediate their socialization techniques. For empirical research, 654 mothers with 5.6 year old and 8.9 year old children as subjects answered the structured questionnaire. The data were analyzed by frequencies, t-test, oneway ANOVA, and multiple regression. The major findings were as follows: First, according to child's two domains of misbehavior, there were differences in mothers'attribution and control behavior. Also mothers regarded older child's behavior as more dispositional cause and as more deserving of punishment than younger child's. Second, mother's authoritarian altitude of parenting, self-competence perception, and educational level were significantly related to mother's judgment. Third, the more authoritarian attitude mothers had, the more dispositional factor of children they attributed. And the lower self-competence mothers perceived. the more internal factor of child they attributed. Finally, maternal attributions and control responses are interrelated. When they attributed their children's misdeeds to internal dispositions, they respond with more stronger control behavior. The results suggested maternal social cognition mediate socialization behavior.

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온라인 무료 샘플 판촉의 효과적 활용을 위한 기계학습 기반 고객분류예측 모형 (A Machine Learning-based Customer Classification Model for Effective Online Free Sample Promotions)

  • 원하람;김무전;안현철
    • 한국정보시스템학회지:정보시스템연구
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    • 제27권3호
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    • pp.63-80
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    • 2018
  • Purpose The purpose of this study is to build a machine learning-based customer classification model to promote customer expansion effect of the free sample promotion. Specifically, the proposed model classifies potential target customers who are expected to purchase the products included in the free sample promotion after receiving the free samples. Design/methodology/approach This study proposes to build a customer classification model for determining customers suitable for providing free samples by using various machine learning techniques such as logistic regression, multiple discriminant analysis, case-based reasoning, decision tree, artificial neural network, and support vector machine. To validate the usefulness of the proposed model, we apply it to a real-world free sample-based target marketing case of a Korean major cosmetic retail company. Findings Experimental results show that a machine learning-based customer classification model presents satisfactory accuracy ranging from 70% to 75%. In particular, support vector machine is found to be the most effective machine learning technique for free sample-based target marketing model. Our study sheds a light on customer relationship management strategies using free sample promotions.

Linear Motor의 열변형 오차해석 및 실험 (Thermal Deformation Error Analysis and Experiment of a Linear Motor)

  • 최우혁;민경석;오준모;최우천;홍대희
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 1997년도 추계학술대회 논문집
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    • pp.286-289
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    • 1997
  • In the design of structure the forces acting on the structure are important parameter for noise and vibration control. However, in the complex structure, the forces at the injection pomt on the structure cannot be measured directly. Thus it is necessary to find out indirect force evaluation method. In thls paper forces have been measured with in-situ vibration responses and system information. Three existing techniques of indirect force measurement, viz. direct inverse, principal component analysis and regularization have been compared. It has been shown that multi-vibration responses are essential for the precise estimation of the forces. To satisfy those cond~tions, Rotary compressor is adopted as test sample, because it is very difficult to measurc the injection forces from internal excitat~on to shell. It has also been obtained that relatively higher force IS transmitted through three welding paths to the compressor shell. It shows a good agreement between direct and indirect force evaluation wlth curvature shell and plate and is investigated the possibility of force evaluation of rotary compressor as a complex structure.

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Gender Difference in Mediating Effects of Self-Efficacy for the Prevention of Sexually Transmitted Diseases (STD) among College Students' STD Knowledge, Susceptibility, and Sexual Autonomy

  • Park, Mijeong
    • 성인간호학회지
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    • 제28권4호
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    • pp.482-490
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    • 2016
  • Purpose: The purpose of the study was to examine the impact of self-efficacy in the prevention of sexually transmitted diseases (STD), knowledge of and susceptibility to STD, and the role of gender in sexual autonomy. Methods: Data were collected from 267 college students using self-report questionnaires during the period from the first to the twentieth of June 2015. Data were analyzed using $x^2$ test, Fisher's exact test, t-test, Pearson correlation coefficients, simple and multiple regression techniques with the PASW/WIN 20.0 program. Mediation analysis was performed according to the Baron and Kenny method and Sobel test. Results: In male students, self-efficacy for STD prevention showed a full mediating effect in the relationship between STD susceptibility and sexual autonomy (${\beta}$=-.08, p=.370). But in female students, it had a partial mediating effect (${\beta}$=-.25, p=.001). And self-efficacy for STD prevention showed partial mediating effects in the relationship between knowledge of STD and sexual autonomy in the both male (${\beta}$=.25, p=.005) and female students (${\beta}$=.33, p<.001). Conclusion: To enhance college students' sexual autonomy, it may be useful to build effective strategies enhancing students' knowledge about and susceptibility to STD and to develop a self-efficacy promotion program for college students.

기저유출 분리를 위한 강우와 감수곡선간의 상관해석 (An Analysis of the Relationship between Rainfall and Recession Hydrograph for Base Flow Separation)

  • 이원환;김재한
    • 물과 미래
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    • 제18권1호
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    • pp.85-94
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    • 1985
  • 수치해법와 경험적 방법을 합성함으로써 하천수문곡선의 기저유출을 분리하는 방법을 개발하였다. 기저유출 감수곡선에 대해서는 선형화된 Boussinesq 방정식과 저유함수를 적용하였으며, 또한 강우에 의하여 지하의 대수층에 침투된 량이 하천으로 유입되는 기저유출의 추정에는 Singh과 Stall의 도식적 방법을 이용하였다. 이들에대한 시간별 연속성은 다원적인 다항식 회귀론에 의하여 근사화시켰다. 본 연구과정은 자연하천에 성공적으로 적용할 수 있었으나, 감수곡선을 위한 동차선형2단상징분계의 직접적 수치해법은 부적합한 것으로 나타났으며, 손실이 발생되는 부분침투천의 기저유량은 본 연구방법에 의하여 추정할 수 없었다.

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The Effect of the Consumer Lifestyle on Wine Purchase Behavior

  • Oh, Chang-Il;Hwang, Yong-Cheol
    • 산경연구논집
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    • 제9권4호
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    • pp.7-17
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    • 2018
  • Purpose - This study aims to investigate domestic wine consumption behavior and make future sales strategies and marketing plans. Research design, data, and methodology - To achieve the purpose of the study, the surveys were conducted targeting 350 wine customers in Jeju and Seoul. 331 responses were collected, and out of them, 21 responses were deleted because they lacked the proper information fill in. A descriptive statistical analysis was applied to the remaining 310 responses. The statistical techniques used for carrying out hypothesis-testing are EFA_(exploratory factor analysis), multiple-regression analysis, and moderating effect in SPSS 18.0. Results - The results indicate that fashion oriented, sociality aspiration and rationality seeking lifestyles had significant influence upon internal attributes. However, well-being oriented and having enjoyment oriented lifestyle had no significant influence upon internal attributes. Furthermore, all the types of lifestyles except social aspiration lifestyles had a positive influence upon external attributes, whereas internal or external attributes had positive influence on customer satisfaction. Conclusions - The consumers who experienced wine purchases think wine selection attributes differ before and after experiencing wine drinking, and it shows that the circumstantial variables as purchase situations prove to be important predicted variables in the behavior field of wine consumers. It implies appropriate wine education according to the consuming trend about wine for wine consumers are needed.

아동의 기질과 문제행동과의 관계 (Relationships between child’s temperament and behavior problem)

  • 정현희;최경순
    • 가정과삶의질연구
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    • 제19권5호
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    • pp.1-14
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    • 2001
  • The purpose of this study was to examine the relationships between child’s temperament and behavior problem according to child’s sex. The subjects for this study were children’s mothers of 2nd grade selected from elementary schools in Busan. Han, Sae-Young’s questionnaires(1996) on child’s temperament and Kim, Min-Kyung’s questionnaires(1998) on child’s behavior problem were used. Statistical techniques such as t-test, Pearson’s correlation, multiple regression, canonical were used. The results were as follows : (1) According to sex, there were no significant differences in child’s temperament. But there were significant differences in child’s behavior problem. The boys got higher scores than girls in hyperactive/distractive behavior and in hostile/aggressive behavior. (2) There were significant correlations between child’s emotionality and hyperactive/distractive behavior, between child’s emotionality and anxious/fearful behavior, between child’s emotionality and hostile/ aggressive behavior, and between child’s activity and hyperactive/distractive behavior. (3) The predicted variables for child’s hyperactive/distractive behavior were emotionality and activity. The predicted variable for chid’s anxious/fearful behavior and hostile/aggressive behavior was emotionality. (4) Among three dimensions of boy’s temperament, the effective variable was emotionality. And among three dimensions of boy’s behavior problem were anxious/fearful behavior and hostile/aggressive behavior. Among three dimensions of girl’s temperament, the effective variable was emotionality. And among three dimensions of girl’s problem behavior was anxious/fearful behavior. Implications of this study were discussed in terms of child’s temperament and behavior problem.

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학동기 손자녀에 대한 조모의 역할수행: 취업모가족과 비취업모가족 비교 (A Comparative Study on the Grandmothers’ Role Performance Toward their School-Aged Grandchildren between Working and nonworking Mother Families)

  • 이미숙;조병은;강란혜
    • 대한가정학회지
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    • 제42권4호
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    • pp.69-84
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    • 2004
  • The purpose of this study was to compare the grandmothers' role performance toward their grandchildren in the elementary school between working and nonworking mother families. The subjects were 274 grandparent-grandchild pairs. The structured questionnaires, from both grandmothers and grandchildren were collected in 2001. Using statistical techniques such as factor analysis, t-test, Pearson's correlation, and multiple regression analysis, the major findings were as fellows: 1) The level of the grandmothers' role performance is moderate in general. However, the grandmothers in working mother families perform surrogate mother roles more strongly than the grandmothers in nonworking mother families.2) While contact between grandmother and grandchild is associated with the grandmother's role performance in working mother families, the grandmother's age and the closeness between grandmother and mother are related to the level of the grandmother's role performance in nonworking mother families. In conclusion, the grandmothers' role performance in working mother families was found to be more important in the supporting system than in nonworking mother families.

간호사가 인식한 간호관리자의 진정성 리더십이 조직몰입 및 직무만족에 미치는 영향: 임파워먼트의 매개효과를 중심으로 (Influence of Nurse Managers' Authentic Leadership on Nurses' Organizational Commitment and Job Satisfaction: Focused on the Mediating Effects of Empowerment)

  • 최한교;안성희
    • 대한간호학회지
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    • 제46권1호
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    • pp.100-108
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    • 2016
  • Purpose: The aim of this study was to examine the mediating effect of empowerment in the relationship of nurse managers' authentic leadership, with nurses' organizational commitment and job satisfaction. Methods: The participants in this study were 273 registered nurses working in five University hospitals located in Seoul and Gyeonggi Province. The measurements included the Authentic Leadership Questionnaire, Condition of Work Effectiveness Questionnaire-II, Organizational Commitment Questionnaire and Korea-Minnesota Satisfaction Questionnaire. Data were analyzed using t-test, ANOVA, $Scheff{\acute{e}}$ test, Pearson correlation coefficients, simple and multiple regression techniques with the SPSS 18.0 program. Mediation analysis was performed according to the Baron and Kenny method and Sobel test. Results: There were significant correlations among authentic leadership, empowerment, organizational commitment and job satisfaction. Empowerment showed perfect mediating effects in the relationship between authentic leadership and organizational commitment. It had partial mediating effects in the relationship between authentic leadership and job satisfaction. Conclusion: In this study, nurse managers' authentic leadership had significant influences on nurses organizational commitment and job satisfaction via empowerment. Therefore, to enhance nurses' organizational commitment and job satisfaction, it is necessary to build effective strategies to enhance nurse manager's authentic leadership and to develop empowering education programs for nurses.

유아교육 현장에서의 어머니의 부모교육 요구도에 관한 연구 (Need Assessment of Kindergarten Mother for Parent Education)

  • 정문자
    • 대한가정학회지
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    • 제30권1호
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    • pp.267-282
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    • 1992
  • This study investigated (1) present modes of parent education in the kindergartens, (2) mother's level of and need for knowledge about child development, child rearing and related areas, and (3) the variables that related to mothers' needs in these areas. The subjects of this study were 80 teachers and 674 mothers of 21 kindergartens in Seoul. The instruments were two questionnaires on a 4-point scale. The questionnair for mothers was composed of 86 items, and that for teachers was of 14 items. The data were analyzed with frequency, percentage, mean, standard deviation and multiple regression. The results showed that (1) The most common type of parent education was techer-parent conference and newsletter. The contents and methods of parent education was mainly decided by the directors in consulation with teachers. (2) Among the six general areas, mothers had most knowledge abut modification of child behavior, but their most felt needs was knowledge about child development (3) Need assessment based on item analysis revealed, in descending order, felt needs for knowledge about creative development, observation techniques, social developement, saftey and first-aid, and ways to stimulate educational motivation. (4) The variables that predicted mothers' felt needs were the birth order of the child, mother's experience in parent education, family cohesion, adaptability and communication.

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