• Title/Summary/Keyword: assessment support

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Study of Personal Credit Risk Assessment Based on SVM

  • LI, Xin;XIA, Han
    • The Journal of Industrial Distribution & Business
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    • v.13 no.10
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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.

Research on the Application of Sustainable Development Assessment System for Fishing Communities in Korea (어촌지역 지속가능 발전지표 적용 연구)

  • Byoung-Cheol Ahn;Jae-Su Lee
    • The Journal of Fisheries Business Administration
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    • v.53 no.4
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    • pp.27-49
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    • 2022
  • This study focused on diagnosing and analyzing the level of sustainable development for each fishing communities by applying the sustainable development index in the fishing communities to support the policy of revitalizing the fishing communities. In terms of methodology, diagnostic indicators for rural areas were used through previous studies and literature surveys, and three categories, five fields and 27 indicators were finally selected through collecting opinions from experts. After deriving the weight for each indicator in detail, the final sustainable development index of the fishing communities was applied to fishing village fraternity. Based on the results of the analysis of the application of sustainable development cases in fishing communities, policy support should be implemented differentially according to regional decline factors and potential growth factors. In the population and social sector, it is necessary to consider ways to reduce population and reduce aging. In the industrial and economic sectors, fishing activation and systematic support for fishing-related industries should be provided. In the marine and built environment sector, the government's active project execution and budget support are required. In addition, it is expected to be used in various ways in the process of developing fishing communities and establishing revitalization plans that reflect the characteristics of the region.

A Study on the Verification of Significance of Assessment Items for Selecting Start-ups: Focusing on Project Fostering Start-ups through Leading Universities (창업기업 선정평가지표 유의성 검증에 관한 연구: 창업선도대학육성사업을 중심으로)

  • Jung, Kyung Hee;Sung, Chang So
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.13 no.4
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    • pp.13-22
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    • 2018
  • In this study, we examined the accuracy of the assessment items for selecting start-ups used in the project to support start-ups and verified their validity in determining whether they are appropriate assessment items based on selection criteria. The results of 973 start-ups that applied for the project fostering startup leading universities were collected and logistic regression was performed using SPSS 18.0. The study results are summarized as follows. First, the differences in characteristics of start-ups were identified in terms of selection. Second, the impact of selection by assessment items was gender in 2015, capability of the founder, business establishment in 2016, performance and potential in the global market, and business startup in 2017. Third, the overall selection accuracy analysis for the last three years confirmed that the accuracy of the selection is lower each year and that the accuracy of the selection is lower than the accuracy of the non-selection. This means that the current assessment items for selecting start-ups are inaccurate for selection, and that changes in the items due to changes in the start-up environment each year have led to lower accuracy of selection. It is meaningful that this study raised the importance of assessment items and the need for improvement of assessment items for the screening functions of good start-ups to enhance efficiency of the policies for startup support.

Assessment of Nutritional Status before TPN Support of Hospitalized Patients (입원환자의 TPN 투여전 영양상태 평가)

  • Park, Hyoung-Sook;Lee, Soo-Kyeong;Ha, Mi-Jeong
    • Journal of Korean Academic Society of Home Health Care Nursing
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    • v.9 no.2
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    • pp.69-77
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    • 2002
  • The purpose of this study was to assessment of hospitalized patients. Nutritional assessment was performed on 353 hospitalized patients before TPN support by ideal body weight. albumin, total lymphocyte count, cholesterol. The data analysis were performed on frequency, percentage, means and standard deviation. The major findings as follows: 1. Everage NPO duration was $6.77\pm5.39$day and $\geq5$days 48.9%, >5days 51.1%. NPO duration of 1M, NL, GS, Others prolonged. 2. %IBW was everge $94.86\pm17.21%$ 43.1% normal. 37.8% low weight. There were low weight IM 44.8%. TS 47.8%, Others 44.0%. 3. Albumin was everage $2.93\pm0.51$g/dl. moderate malnutrition 45.4%, mild malnutrition 30.9%. All session were malnutrition status. 4. Total lymphocyte count was ever age $960.41\pm721.32cell/mm^2$. severe malnutrition 43.9%. moderate malnutrition 29.0%, mild malnutrition 24.4%, normal 2.7%. All session were malnutrition status. 5. Cholesterol was everage $123.02\pm45.67$mg/dl 58.4% low level. 41.2% normal. 0.4% high level. 1M, GS and TS were low level. NL, NS, DR, Others were normal. It was very poor nutritional status before TPN support of patients. The malnutrition decrease immunity, slowly cure injury, cause abnormality organs, increase the complication and obstruct the recovery. Therefore, Evaluating and correcting are very important.

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Assessment & implications of the business cessation support system for farmers: focus on the grape business

  • Han, Sukho;Youm, Jungwon;Jang, Heesoo;Koo, Seungmo
    • Korean Journal of Agricultural Science
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    • v.47 no.3
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    • pp.533-544
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    • 2020
  • In this paper, we conducted a dynamic ex-post assessment on the grape business cessation support System. Based on the analysis results, in the short term, there was an increase in grape price due to a decrease in production and accompanying increases in the prices of consumption substitution items. However, in the long run, grape prices fell again due to an increase in grape production because of the entry of new grape farmers and the growth of adult grape trees. In addition, the analysis showed that the balloon effect caused by the conversion of crops caused indirect damage such as an increase in the production volume of substitution crops and a decrease in prices. When analyzing the social welfare measurement, the results showed that the support system for business cessation increased the overall social welfare due to an increase in producer welfare because of a price increase in the short term, but in the long term, both producer and consumer welfare decreased. In the end, it is necessary to review the system because the government's intervention may cause market distortion and inefficient resource allocation. Above all, it is necessary to minimize the indirect effect of the industry's contraction and balloon effect due to excessive business cessation. For this, conditional support should be provided in parallel with post management rather than unconditional support. In addition, it is necessary to provide a strategic support system that considers substitution items in addition to those items to be supported.

Assessment of early nutritional state in critical patients with intoxication and the effect of nutritional status on prognosis (중독 중환자에서의 초기 영양상태평가와 예후와의 관계)

  • Ko, Dong-wan;Choi, Sangcheon;Min, Young-gi;Lee, Hyuk jin;Park, Eun Jung
    • Journal of The Korean Society of Clinical Toxicology
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    • v.19 no.2
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    • pp.93-99
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    • 2021
  • Purpose: Nutritional status and support in critically ill patients are important factors in determining patient recovery and prognosis. The aim of this study was to analyze the early nutritional status and the methods of nutritional support in critically ill patients with acute poisoning and to evaluate the effect of nutritional status on prognosis. Methods: A retrospective study was conducted in tertiary care teaching hospital from January 2018 to December 2020. in an emergency department of university hospital, 220 patients who were stayed more than 2 days of poisoning in intensive care unit were enrolled. Results: 155 (70.5%) of patients with acute poisoning had low-risk in nutritional risk screening (NRS). Patients with malignancy had higher NRS (low risk 5.2%, moderate risk 18.5%, high risk 13.2%, p=0.024). Patients of 91.4% supplied nutrition via oral route or enteral route. Parenteral route for starting method of nutritional support were higher in patients with acute poisoning of herbicide or pesticide (medicine 3.2%, herbicide 13.8%, pesticide 22.2%, p=0.000). In multivariate logistic regression analysis, herbicide or pesticide intoxication, higher risk in NRS and sequential organ failure assessment over 4.5 were affecting factor on poor recovery at discharge. Conclusion: NRS in patients intoxicated with herbicide or pesticide were higher than that in patients intoxicated with medicine intoxication. Enteral nutrition in patients intoxicated with herbicide or pesticide was less common. Initial NRS was correlated with recovery at discharge in patient with intoxication. It is expected to be helpful in finding patients with high-risk nutritional status in acute poisoning patients and establishing a treatment plan that can actively implement nutritional support.

A study of Middle School Teacher's recognition and the Present Situation About Mathematics Performance Assessment (수학과 수행평가에 대한 중학교 수학교사들의 인식 및 실시 현황)

  • 김영기;양승욱
    • School Mathematics
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    • v.2 no.2
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    • pp.509-543
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    • 2000
  • The purpose of this paper is to study the present situation of the performance assessment having been introduced for recent years as a new system to measure students' mathematical power as well as their achievement in mathematics by analyzing math teachers' recognition about the assessment. The specific research questions are as follows: (1) what is the difficulty in the administrative process of the assessment\ulcorner (2) what is mathematics teachers' recognition about the assessment with respect to its nature and purpose\ulcorner (3) what is the situation of the in-service program for the newly introduced assessment\ulcorner (4) what is the administrative procedure of the assessement\ulcorner (5) what is mathematics teachers' recognition about the effectiveness of the assessemtn\ulcorner (6) What support is requried to improve the assessemt?

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Impact of Self-esteem, Family Function and Social Support on Stress in Undergraduate Students (자아존중감, 가족기능 및 사회적 지지가 대학생의 스트레스에 미치는 영향)

  • Ha, Ju-Young
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.17 no.2
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    • pp.259-266
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    • 2010
  • Purpose: The purpose of this study was to investigate self-esteem, family function, and social support which might influence stress in college students. Method: Data were collected from October 15 to December 20, 2007 when 411 students completed a questionnaire which included Self-esteem scale, Family APGAR questionnaire, Multidimensional Scale of Perceived Social Support and Global Assessment of Recent Stress scale. The collected data was analyzed with the SPSS Win 14.0 statistics program. Results: The scores for stress showed significantly negative correlations with the scores for self-esteem (r= -.394, p<.001), family function (r= -.215, p<.001), and social support (r= -.249, p<.001). Self-esteem, family function and social support by friends were significant predictors and accounted for 18.5% of the variance in stress in undergraduate students. Conclusion: Future stress management programs for undergraduate students should be developed to reinforce self-esteem, family function and social support by friends.

Relationships between Perceived Stress, Mental Health, and Social Support in Community Residents (일 도시지역 주민의 스트레스 지각, 정신건강 및 사회적 지지)

  • Kim, Pan-Hee;Kim, Hee-Sook
    • Journal of Korean Public Health Nursing
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    • v.24 no.2
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    • pp.197-210
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    • 2010
  • Purpose: The study investigated the relationships among perceived stress, mental health, and social support in community residents. Method: A self-reporting questionnaire was completed by 302 community residents aged 19-64-years-of-age from October 7 to November 30, 2008. Assessment tools were an The established perceived stress scale, standardized mental health scale, and established social support scale. The data was analyzed by descriptive statistics, t-test, one-way ANOVA, Scheffe's test, and Pearson's correlation coefficient using the SPSS WIN 12.0 program. Result: Significantly negative correlations were evident between perceived stress and social support, and between social support and mental health. But, there was a significantly positive correlation between perceived stress and mental health. Conclusion: It is necessary to develop a strategy to decrease perceived stress, improve mental health, and increase social support for community residents.

Patient safety practices in Korean hospitals (우리나라 병원의 환자안전 향상을 위한 활동 현황)

  • Hwang, Soo-Hee;Kim, Myung-Hwa;Park, Choon-Seon
    • Quality Improvement in Health Care
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    • v.22 no.2
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    • pp.43-73
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    • 2016
  • Purpose: The aims of this study were to assess the presence of core patient safety practices in Korean hospitals and assess the differences in reporting and learning systems of patient safety, infrastructure, and safe practices by hospital characteristics. Methods: The authors developed a questionnaire including 39 items of patient safety staffing, health information system, reporting system, and event-specific prevention practices. The survey was conducted online or e-mail with 407 tertiary, general and specialty hospitals. Results: About 90% of hospitals answered the self-reporting system of patient safety related events is established. More than 90% of hospitals applied incidence monitoring or root cause analysis on healthcare-associated infection, in-facility pressure ulcers and falls, but only 60% did on surgery/procedure related events. More than 50% of the hospitals did not adopted present on admission (POA) indicators. One hundred (80.0%) hospitals had a department of patient safety and/or quality and only 52.8% of hospitals had a patient safety officer (PSO). While 82.4% of hospitals used electronic medical records (EMRs), only 53% of these hospitals adopted clinical decision support function. Infrastructure for patient safety except EMRs was well established in training, high-level and large hospitals. Most hospitals implemented prevention practices of adverse drug events, in-facility pressure ulcers and falls (94.4-100.0%). But prevention practices of surgery/procedure related events had relatively low adoption rate (59.2-92.8%). Majority of prevention practices for patient safety events were also implemented with a relatively modest increase in resources allocated. Conclusion: The hospital-based reporting and learning system, EMRs, and core evidence-based prevention practices were implemented well in high-level and large hospitals. But POA indicator and PSO were not adopted in more than half of surveyed hospitals and implementation of prevention practices for specific event had low. To support and monitor progress in hospital's patient safety effort, national-level safety practices set is needed.