• 제목/요약/키워드: Personal Sample

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Study of Personal Credit Risk Assessment Based on SVM

  • LI, Xin;XIA, Han
    • 산경연구논집
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    • 제13권10호
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    • pp.1-8
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    • 2022
  • Purpose: Support vector machines (SVMs) ensemble has been proposed to improve classification performance of Credit risk recently. However, currently used fusion strategies do not evaluate the importance degree of the output of individual component SVM classifier when combining the component predictions to the final decision. To deal with this problem, this paper designs a support vector machines (SVMs) ensemble method based on fuzzy integral, which aggregates the outputs of separate component SVMs with importance of each component SVM. Research design, data, and methodology: This paper designs a personal credit risk evaluation index system including 16 indicators and discusses a support vector machines (SVMs) ensemble method based on fuzzy integral for designing a credit risk assessment system to discriminate good creditors from bad ones. This paper randomly selects 1500 sample data of personal loan customers of a commercial bank in China 2015-2020 for simulation experiments. Results: By comparing the experimental result SVMs ensemble with the single SVM, the neural network ensemble, the proposed method outperforms the single SVM, and neural network ensemble in terms of classification accuracy. Conclusions: The results show that the method proposed in this paper has higher classification accuracy than other classification methods, which confirms the feasibility and effectiveness of this method.

아동의 행복 상황 및 판단에 대한 조사 연구 : 문화적 특수성 접근 (A Study on the Situations of Happiness and Self-Judgment of Happiness Level among Children : A Culture-Specific Approach)

  • 정계숙;최은아;강인설
    • 아동학회지
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    • 제29권6호
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    • pp.207-223
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    • 2008
  • This study examined children's happy situations and their self-judgment of happiness level. Subjects were 831 children (7-13 years of age). Research findings were that : (1) There were three categories of happy situations : rewards, daily routine activities, non-daily activities/incidents. These categories were subcategorized into personal and relational experiences. Personal experiences gave them greater happiness than relational experiences. (2) The younger children felt happier through relational experiences than older children. (3) Sixty-two percent of the children reported they were happy most of the time. (4) Preschool children answered "I'm happy" more than older children. Sixth grade children answered "I'm happy" least among the entire sample. (5) Academics correlated positively with children's judgment of happiness level; free time correlated negatively with happiness.

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간호사우울에 대한 개인특성 및 직무특성요소들의 판별예측력 (Factors Discriminating Nurses′ Depression among Personal and Environmental Characteristics)

  • 이해정;어용숙;박남희;이길자
    • 대한간호학회지
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    • 제32권6호
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    • pp.867-877
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    • 2002
  • The purpose of this study was to examine the levels of depression experienced by Korean hospital nurses (N=198) and to identify discriminating factors of their depression experience among personal and environmental characteristics. Method: A cross-sectional survey design was used to answer the research questions. A sample consisted of 198 hospital nurses in Korea. The data were collected from May 1999 to March 2000. Descriptive and discriminant analyses were utilized. Result: Korean nurses experienced low levels of depression. Twenty nine percent of nurses in the study experienced depression based on the cut-point suggested by Radloff. Role ambiguity, working in the tertiary hospital, work satisfaction in autonomy, professional status and interaction within nurses were significant discriminating factors for nurses' depression. These factors correctly

미국 농촌지역 노인들의 주거에 대한 개인적인 혁신도 (Personal Innovativeness Toward Housing in American Rural Elderly)

  • 권오정
    • 한국주거학회논문집
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    • 제6권1호
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    • pp.1-8
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    • 1995
  • The major purpose of this study was to determine the factors which affect elderly individuals' innovativeness toward housing. The. study analyzed data from the Southern Regional Research Project. S-194. “Barriers and incentives to affordable Housing”. The sample consisted of 1.878 respondents over age 55 who resided in 28 communties in seven southern states in the U.S. Results describing demographic and housing characteristics of respondents were summarized. The following findings were revealed from two statistical techniques (the ANOVA and Multiple Regression): 1) Those age 55 to 64. previous residents of larger communities. and those with higher incomes possess higher personal innovativeness toward housing: and 2) Age was a significant predictor to explain elderly respondents' positive attitude to adopt new or unusual housing types and technologies in housing.

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Investigation and Analysis of Interruption Characteristics for Industrial Customers

  • Choi, Sang-Bong
    • 조명전기설비학회논문지
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    • 제21권4호
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    • pp.45-52
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    • 2007
  • Electric power is an important element in any modern economy. The availability of a reliable power supply at a reasonable cost is important for the economic growth and development of a country. Electric power utilities throughout the world therefore strive to meet customer demands economically with high quality and reliability. As the power industry moves towards open competition, therefore, there has been a call for a methodology by which to evaluate power system reliability through the use of customer interruption characteristics. This paper presents the results of an investigation and analysis of interruption characteristics of an industrial customer in Korea. This study used a direct visit survey to determine the investigation and analysis of electric service quality and the characteristics of industrial customers in Korea. A customer survey conducted throughout Korea via personal interviews of 660 sample customers is presented here. Variation according to characteristics of interruption such as duration, time of day, frequency and day of interruption was also investigated

개인$\cdot$가계$\cdot$환경변수가 가계의 재무영역별 재무관리행동에 미치는 영향 (Effects of Personal, Household, and Environmental Factors on Household Financial Management in Financial Dimensions)

  • 홍향숙;이종혜
    • 한국가정과학회지
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    • 제2권1호
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    • pp.12-24
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    • 1999
  • This study attempts to explore the effects of personal, household, and environmental factors on household financial management in financial dimensions. Financial management behaviors are constructed with 5 dimensions : income, expenditure, debt, investment and risk management. The specific objectives of this study are : 1) to examine the level of the financial management behavior to the sub-dimensions. 2) to investigate the factors which influence on the level of financial management behavior to the dimensions. The sample consisted of 792 married women living in Seoul. The statistical methods used for analysis included Reliability, Frequencies, Percent, Mean, Standard Deviation, Multiple Regression Analysis. The major results can be summarized as following 1) Among the sub-dimensions, the score of risk management is the most high, 39.00. 2) There are statistically significant differences in the levels and factors which influence on the financial management behavior to the 5 dimensions.(Korean J of Human Ecology 2(l) : 12-24, 1999)

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리스크관리에 의한 건설안전관리의 분석 및 발전방안 (Improvement Plan and Analysis of Construction Safety Management for Risk Management)

  • 정병화;김성득
    • 한국건축시공학회지
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    • 제6권4호
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    • pp.53-60
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    • 2006
  • Quality control and safety represent increasingly important concerns for project managers. In the worst case, failures may cause personal injuries or fatalities. Accidents during the construction process can similarly result in personal injuries and large costs. We present the results of a study designed to identify the tools that are most widely used and those that are associated with successful project management in general, and with effective project risk management in particular. The study is based on a questionnaire administered to a sample of project managers from construction enterprises. The response data was analyzed in order to find which tools are more likely to be used in the those organizations that report better project management performance and in those that value the contribution of risk management processes.

National Culture and Relational Selling: Antecedents, Outcomes and Boundary Conditions of ASB and Customer-Oriented Selling in Korea

  • Park, Jeong Eun;Deitz, George D.
    • Asia Marketing Journal
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    • 제18권1호
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    • pp.75-97
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    • 2016
  • Globalization and the emergence of new markets has placed increased emphasis on cross-cultural sales and marketing research. Despite considerable advances in the personal selling literature, little is known about the cross-cultural transferability of key constructs. Given the degree to which well-accepted relational sales behaviors such as ASB and customer oriented selling reflect Western values such as individualism and low uncertainty avoidance, the relative efficacy of such practices in alternative cultural context is less clear. Using a Korean sample, our results confirm the beneficial direct effects of these relational selling practices upon performance. However, we also find strong workgroup interdependence diminishes the effects of ASB and that performance fully mediates the relationship between both sales behaviors and job satisfaction. In contrast to prior results, we find female salespeople and those newer to their position demonstrate stronger ASB.

IoT Adoption by the Young Consumer: An Extended ASE Perspective

  • Arif Mahmud;Mohd Najwadi Yusoff;Mohd Heikal Husin
    • Asia pacific journal of information systems
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    • 제32권4호
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    • pp.857-889
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    • 2022
  • Home theft and burglary are prevalent in Dhaka city. Internet of things (IoT), in contrast, is commonly recognized as among the most advanced home security systems. However, the factors that attract young people to use IoT for household security have yet to be examined. Consequently, the purpose of this article is to validate the attitude-social influence-self-efficacy (ASE) model with personal innovativeness and perceived trust. We collected data from Dhaka citizens aged 15 to 24 using a purposive sample technique and 370 valid responses were chosen for the study. According to the analysis, all of our proposed hypotheses were found significant with a 73.6% variance. Furthermore, the effects of attitude and social influence were shown to be the highest and lowest, respectively, and trust and innovativeness were both nearly strong main predictors of ASE. Significantly, since this is one of the few studies in the technology adoption domain using this model, a solid foundation for IoT adoption for security purposes is established.

초등학생의 또래 칭찬활동 프로그램이 자아존중감 및 대인관계에 미치는 효과 (A Study on the effect of Friend-praise activity program of Elementary students for Self-esteem and Personal Relationship)

  • 오은주
    • 초등상담연구
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    • 제5권1호
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    • pp.159-184
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    • 2006
  • Lately, the rapid social and family system change, the entrance examination-centered circumstance in education have a negative influence not only on making up the affirmative self-esteem but also on building up the personal relationship through mutual communication with friends of the same age. Making children adapt well to school life and develop a good relationship in the class is an important subject in educational field. Thus, various school activities should offer lots of opportunities to increase their affirmative self-esteem and more specified performance-centered programs are required toform a harmonious relationship among parties of students. The purpose of this study is to improve an affirmative self-esteern and a desirable personal relationship of children through developing friend-praise program and adapting it to children. Based on the above purpose, the following subjects for this study 'are suggested. Firstly, is the friend-praise program effective in forming an affirmative self-esteem of elementary students? Secondly, is the friend-praise program successful in improving a desirable personal relationship in an elementary school? In addition, two hypotheses of study are decided on the basis of theoretical background and the former study. Hypothesis 1. The friend-praise program will have a meaningful effect on improving an affirmative self-esteem. Hypothesis 2. The friend-praise program will have a meaningful effect on improving a desirable personal relationship. In order to improve the above hypotheses, the experiment was carried out with two classes on the fourth grade in M elementary school in Wonju with being divided into one experimental group and the other comparative group. The friend-praise program which was adapted to the experimental group was composed with four steps as 'introduction', 'preparation', 'operation' and 'closing'. This program which has twelve categories was executed once or twice in a week and each class was continued for forty or sixty minutes. Contrastively, comparative group had no application of the main program. For the purpose of proving the hypotheses after adapting the program to students, I have executed both self-esteem test and personal relationship test. The tests were performed with using SPSS/Windows V10.0 and the statistic was conducted through independant sample t-test for the difference between groups and contrastive sample t-test for the individual difference in each group. The results of this study can be summarized like the followings: Firstly, from the result of previous and after tests, there was no meaningful change in the comparative group, but the experimental group showed meaningful difference in all categories of self-esteem(t=-4.496, p=.000). Especially, the general self-esteem(t=-3.216, p=.003), social self-esteem(t=-2.680, p=.012), homely self-esteem(t=-3.732, p=.001), and school self-esteem(t=-3.902, p=.000) showed a meaningful difference. At the same time, the experimental group also showed meaningful difference with the comparative group in self-esteem(t=-4.758, p=.000). Especially, the general self-esteem(t=2.581, p=.017), social self-esteem(t=3.160, p=.003), homely self-esteem(t=4.283, p=.000), and school self-esteem(t=4.110, p=.000) showed a meaningful difference. As a result of this experiment, the friend-praise program will have a meaningful effect on improving an affirmative self-esteem was proved. Secondly, there was no meaningful change in the comparative group, but the experimental group showed meaningful difference in all categories of personal relationship(t=-4.131, p=.000). Specifically, satisfaction(t=-2.113, p=.045), communication(t=-3.381, p=.002), confidence(t=-3.517, p=.001), intimacy(t=-3.958, p=.000), sensibility(t=-2.955, p=.006), openness(t=-4.318, p=.000) and interest(t=-2.941, p=.000) showed a meaningful difference. In the same instant, the experimental group also showed meaningful difference with the comparative group in all categories of personal relationship(t=3.897, p=.000). Especially, satisfaction(t=2.257, p=.003), communication(t=3.527, p=.001), confidence(t=3.704, p=.001), intimacy(t=3.904, p=.000), sensibility (t=4.382, p=.000), openness(t=2.648, p=.013) and interest(t=2.944, p=.006) showed a meaningful difference. Accordingly, the friend-praise program will have a meaningful effect on improving a desirable personal relationship was proved. Judging from all these results, we should provide primary students with various opportunities to take part in active programs which help them to set up their righteous sense of value, to solve their own problems and to develop their potentials. Consequently, many kinds of practice-centered program like the friend-praise program should be developed more systematically and teachers should apply all those programs to students according to their individual level and developmental stage.

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