• Title/Summary/Keyword: Term Relationship

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Radar Quantitative Precipitation Estimation using Long Short-Term Memory Networks

  • Thi, Linh Dinh;Yoon, Seong-Sim;Bae, Deg-Hyo
    • Proceedings of the Korea Water Resources Association Conference
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    • 2020.06a
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    • pp.183-183
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    • 2020
  • Accurate quantitative precipitation estimation plays an important role in hydrological modelling and prediction. Instantaneous quantitative precipitation estimation (QPE) by utilizing the weather radar data is a great applicability for operational hydrology in a catchment. Previously, regression technique performed between reflectivity (Z) and rain intensity (R) is used commonly to obtain radar QPEs. A novel, recent approaching method which might be applied in hydrological area for QPE is Long Short-Term Memory (LSTM) Networks. LSTM networks is a development and evolution of Recurrent Neuron Networks (RNNs) method that overcomes the limited memory capacity of RNNs and allows learning of long-term input-output dependencies. The advantages of LSTM compare to RNN technique is proven by previous works. In this study, LSTM networks is used to estimate the quantitative precipitation from weather radar for an urban catchment in South Korea. Radar information and rain-gauge data are used to evaluate and verify the estimation. The estimation results figure out that LSTM approaching method shows the accuracy and outperformance compared to Z-R relationship method. This study gives us the high potential of LSTM and its applications in urban hydrology.

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The Organizational Culture and related Factors of Organizational Commitment in Long-term Care Facilities (노인요양시설의 조직문화 유형과 조직몰입도 관련요인)

  • Chin, Young Ran;Lee, Kwang Soon
    • The Journal of the Korea Contents Association
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    • v.15 no.11
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    • pp.192-201
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    • 2015
  • The purposes of this study were to understand the organizational culture and to explore factors related to organizational commitment. The nationwide mailing survey was conducted using structured questionnaires from February 7th, 2013 to February 18th, 2013. With regard to the organizational culture, a relationship-oriented culture was predominant. The relationship-oriented culture(${\beta}=0.45,p<0.001$) and innovation-oriented culture(${\beta}=0.34,p<0.001$) had a positive influence on organizational commitment. This study has 56% of the explanatory power(F=14.83,p<0.001). The long-term care facilities with higher evaluation grades showed higher organizational commitment(F=7.18,p<0.001), which affected positively the evaluation of long-term care facilities (${\beta}=0.53,p<0.001$). On the basis of the above results, the conclusions were as follows: First, managers in the long-term care facilities should strive to build good relationships with staffs as to achieve greater organizational commitment and higher evaluation scores. Second, more researches are needed to find out how to improve the relationships among staffs.

Knowledge, Attitudes and Compliance Regarding Infection Preventive Behaviors for MERS among Staff in Long-term Care Hospitals (요양병원 종사자의 메르스에 대한 지식, 태도 및 감염예방행위 관계)

  • Chang, Soo Jung;Park, Jinhee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.6
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    • pp.334-344
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    • 2018
  • This study was conducted to identify the relationship between knowledge, attitude, and compliance regarding infection preventive behaviors among long-term care hospital staff during a Middle East Respiratory Syndrome (MERS) epidemic. The subjects were 211 staff members of a long-term care hospital in J province evaluated using a structured survey. Data were collected between June 15 and July 15, 2015 and analyzed using SPSS/WIN 24.0 based on an independent t-test, ANOVA, and Welch test, while post-hoc tests were conducted using the Scheffe test and the Grames-Hawell test. The MERS knowledge score of the staff at the long-term care hospital was high for nurses and nurse aids, who had experienced infection management when they received influenza vaccine in the previous year and were provided with easy access to hand sanitizers. Attitude towards MERS was more positive for nurses than nurse aids and caregivers. The degree of execution of infection preventive behaviors in terms of daily activity was high when influenza shots were received in the prior year; in terms of caring for patients, it was high when influenza shots were received in the previous year and they had easy access to hand sanitizers. The relationship between knowledge, attitude, and infection preventive behavior regarding MERS was such that high knowledge and positive attitude led to a higher degree of execution of infection preventive behavior. Therefore, during periods of high prevalence of newly infectious diseases such as MERS, it is important for the long-term care hospitals to conduct infection management education including the characteristics of the MERS disease, its transmission, and its prevention to enhance knowledge regarding MERS and induce positive change in attitude to improve the level of infection preventive behaviors.

A Study on the Concept and Improvement Plan of Long-Term Care Service Quality -The Voice of Service Field for 'Good Care'- (장기요양서비스의 질 개념 정립과 향상 방안 -현행 전략의 한계와 '좋은 돌봄'을 위한 현장의 목소리-)

  • Seok, Jaeeun
    • Korean Journal of Social Welfare
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    • v.66 no.1
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    • pp.221-249
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    • 2014
  • This paper has the objectives to define the concept of 'Good Care' which is the service goal we are aiming essentially for the improvement of long-term care service quality, to find out the components for 'Good Care', and to explore the conditions that create a good care. In addition, we tried to find the answer about what is the best way to measure the service quality. For this, I referred the advanced researches which explored the fundamental properties of care and tried to find the answer from the accumulated wisdom of service field through the 5-year long term care service experience. As a result of research, the good care can be defined as helping someone to be able to maintain his own life as maximum as possible with the goal to assure total quality life. The most important condition for good care is making 'a good care relationship'. Without damaging the relationship between care provider and care receiver, the individualized service focusing on the demand of care receiver based on mutual reliability, mutual respect and smooth communication should be provided. For the evaluation system, it is reasonable to set the standard according to the size of each institution for the core quality of facility service and establish the certification system of absolute standard to carry out the quantitative evaluation rather than the relative evaluation in the whole. For the part over the absolute certification standard, it is reasonable for each institution to characterize its own characteristics autonomously and carry out the qualitative evaluation for this. For the evaluation of home visit care service, it is recommended to contain the evaluation contents such as user satisfaction, satisfaction of care worker, how well the case management system of home care service center is operated etc.

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Short-Term Retrospective Clinical Study of Resorbable Blasting Media Surface Tapered Implants (RBM 표면 테이퍼형태 임프란트의 단기간 후향적 임상 평가)

  • Kim, Soo-Yeon;Kim, Young-Kyun
    • Maxillofacial Plastic and Reconstructive Surgery
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    • v.33 no.2
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    • pp.149-153
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    • 2011
  • Purpose: The aim of the present study was to evaluate the clinical outcome of resorbable blasting media surface tapered implant. Methods: 169 Osstem$^{(R)}$ GS III dental implants in 73 patients who received implant treatments at Seoul National University Bundang Hospital, were included in this study. The incidence of biological and prosthetical complications has been carefully analysed for each implant. Results: The short-term implant survival rate was 97.63%, success rate 94.7%. The prevalence of biological complications was 15.38% and the prevalence of prosthetic complications was 13.04%. The mean value of crestal bone loss was $0.28{\pm}0.57$ mm. The relationship between loading periods and marginal bone loss was small and not statistically significant. In mandible, marginal bone loss was larger than in maxilla, no statistically significant. Also, length and diameter of implant had no relationship with marginal bone loss. Conclusion: We suggest that this implant system could achieve successful and stable results.

Effective Scheme for Comparative Search of Clinical Terms from Standard Clinical Terminology (표준 의학용어 체계에서의 효과적인 용어 비교 검색 기법)

  • Ryu, Wooseok
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.19 no.3
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    • pp.537-542
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    • 2015
  • SNOMED CT, which is a standard clinical terminology, imposes an ambiguity problem of terminology selections caused by its huge expressive power and structural complexity. It is very difficult to distinguish similar terms and to select an appropriate term among them within short consultation hours. This paper analyzes the ambiguity problem and proposes a novel scheme for comparative search of similar terms. The proposed scheme provides a differential view of similar terms by defining a "is-not-a" relationship based on the hierarchical structure of the concepts. The result of this work improves the utilization of SNOMED CT such that medical officers can efficiently select an appropriate term among similar terms which represents patient's status adequately.

Business Cycle and Occupational Accidents in Korea

  • Kim, Dong Koo;Park, Sunyoung
    • Safety and Health at Work
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    • v.11 no.3
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    • pp.314-321
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    • 2020
  • Background: Occupational accidents occur for a variety of reasons, such as unsafe behaviors of workers and insufficient safety equipment at the workplace, but there are also various economic and social factors that can impact working conditions and working environment. This study analyzed the relationship between changes in economic factors and the occurrence of occupational accidents in Korea. Methods: Multilinear regression analysis was used as the analysis model. The general to specific method was also used, which consecutively removes statistically insignificant variables from a general model that includes dependent variables and lagged variables of dependent variables. Results: The frequency of occupational accidents was found to have a statistically significant relationship to economic indicators. The monthly number of cases of occupational injury and disease and fatal occupational injuries were found to be closely related to manufacturing capacity utilization, differences in the production index in the services sector, and commencements of building construction. The increase in equipment investment indicators was found to reduce fatal occupational injuries. Conclusion: The results of this study may be used to develop occupational accident trends or leading indicators, which in turn can be used by organizations that manage and monitor occupational accidents toward taking administrative action designed to reduce occupational accidents. The results also imply that short-term and mid- to long-term economic and social changes that can impact workers, workplaces and working conditions, and workplace organizations must be taken into account if more effective government policies are to be established and implemented toward further prevention of occupational accidents.

Internet customer life analysis by membership pattern using life table (생명표를 이용한 회원유형별 인터넷 고객 수명 분석)

  • Park, Hee-Chang
    • Journal of the Korean Data and Information Science Society
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    • v.20 no.1
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    • pp.109-115
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    • 2009
  • Many internet companies are holding marketing activity through customer relationship management to satisfy complicated and diversified consumer demands. Use of customer lifetime value as a marketing metric tends to place greater emphasis on customer service and long-term customer satisfaction, rather than on maximizing short term sales. And so many internet companies have been interested in customer lifetime value, which is a primary key for discovery customer values to promote the competitive power in their business fields. In this paper, we apply a life table technique to lifetime analysis of internet site customers by membership pattern and provide the opportunity using revised life tables in several kinds of internet companies.

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The Effects of Service Worker's Customer Orientation on Organizational Citizenship Behavior

  • Bae, Byung-Ryul;Urandelger, Gantulga;Darkhantuya, Sergelen
    • Journal of Service Research and Studies
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    • v.4 no.1
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    • pp.1-19
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    • 2014
  • Every organization needs to maintain its long-term effectiveness through the positive perceptions, attitudes, and behaviors of its members. Customer orientation, job satisfaction, and organizational citizenship behavior (OCB) are the important functioning aspects for the long-term organizational effectiveness. The purpose of this study is to investigate the impact of service-worker's customer orientation on OCB within Korean bank and insurance sector by analyzing the relationship of constructs in the conceptual model. To achieve research objectives, survey method is employed. Findings of this research reveal that both need and enjoyment dimension of CO are very important in predicting OCB. We sent 220 questionnaires to service workers of the bank and insurance then received 200 valid responses. The research was conducted in bank and insurance agency in J city. The choice of these two types of organizations was dictated by the fact that they have large number of service worker with diverse background at multiple levels in these industries. Results also indicated that the moderating effect of pay satisfaction on the relationship between their OCB and CO had a weak effect.

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An Analysis on the Relationship among Personality Traits, Empowerment and Customer Orientation of Nurses in a Teaching Hospital (대학병원 근무 간호사의 성격적 특성, 권한부여 및 고객지향성간의 관계분석)

  • Youn, Kyung-Il
    • Korea Journal of Hospital Management
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    • v.8 no.2
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    • pp.5-23
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    • 2003
  • To survive in the competitive environment, hospitals pay more attention to patient satisfaction than ever before. Nurses are the employee that have frequent interactions with patients in a hospital, and therefore, the effective management of nursing staff is crucial to maintain high level of patient satisfaction. Searching for a way to an effective human resource management in nursing, this study attempted to investigate the pre-dispositional factors of customer orientation of registered nurses in a hospital. The customer orientation concept is originated from marketing literature and defined as the attitude of employee that focus on establishing a long term relationship rather than short term gains in dealing with customers. The study hypothesized that the personal trait of individual and the perceived level of empowerment affect the level of customer orientation of nurses. We tested the hypothesis 10 a teaching hospital. Three-hundred seventy two nurses were surveyed and 235 responses were collected. Out of the 235 responses, 24 responses were discarded due to the incomplete answers to the questionnaire and 211 responses were analyzed. The data were analyzed using factor analysis and multiple regression analysis. The results showed that the enjoyment dimension of customer orientation was affected by the agreeableness, consciousness, and openness of personal traits and the need dimension of customer orientation was affected by the agreeableness and level of empowerment. Based on the results the research and nursing resources management implications were discussed.

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