• Title/Summary/Keyword: Data utilization

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Hadoop과 HBase 기반의 빅 데이터 처리 응용을 위한 가상 컴퓨팅 자원 이용률 분석 (An Analysis of Utilization on Virtualized Computing Resource for Hadoop and HBase based Big Data Processing Applications)

  • 조나연;구민오;김바울;;민덕기
    • 정보화연구
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    • 제11권4호
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    • pp.449-462
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    • 2014
  • 빅 데이터 시대에서 데이터를 획득하고 저장하며 실시간으로 유입되거나 저장 된 데이터를 분석하는 처리 시스템은 다양한 부분을 고려해야 한다. 기존의 데이터 처리 시스템들과는 상이하게 빅 데이터 처리 시스템들에서는 시스템 내에서 처리될 데이터들의 포맷, 유입 속도, 크기 등의 특성을 고려해야한다. 이러한 상황에서, 가상화된 컴퓨팅 플랫폼은 가상화 기술로써 컴퓨팅 자원들을 동적이고 신축적으로 관리할 수 있음에 따라, 빅 데이터를 효율적으로 처리하기 위해 급부상하고 있는 플랫폼 중 하나이다. 본 논문에서는 가상화 된 컴퓨팅 플랫폼 상에서 Apache Hadoop과 HBase 기반의 빅 데이터처리 미들웨어를 구동하기 위하여 적합한 배포 모델을 위한 가상 컴퓨팅 자원 이용률을 분석하였다. 본 연구 결과, Task Tracker 서비스는 처리 중 높은 CPU 자원 활용율과 중간 결과물 저장 시점에서는 비교적 높은 디스크 I/O 사용을 보였다. 또한 HRegion 서비스의 경우, DataNode와의 데이터 교환을 위한 네트워크 자원 활용 비율이 높았으며, DataNode 서비스는 I/O 집약적인 처리 패턴을 보였다.

Factors Determining Children's Private Health Insurance Enrolment and Healthcare Utilization Patterns: Evidence From the 2008 to 2011 Health Panel Data

  • Shin, Jawoon;Lee, Tae-Jin;Cho, Sung-il;Choe, Seung Ah
    • Journal of Preventive Medicine and Public Health
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    • 제48권6호
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    • pp.319-329
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    • 2015
  • Objectives: Parental socioeconomic status (SES) exerts a substantial influence on children's health. The purpose of this study was to examine factors determining children's private health insurance (PHI) enrolment and children's healthcare utilization according to PHI coverage. Methods: Korea Health Panel data from 2011 (n=3085) was used to explore the factors determining PHI enrolment in children younger than 15 years of age. A logit model contained health status and SES variables for both children and parents. A fixed effects model identified factors influencing healthcare utilization in children aged 10 years or younger, using 2008 to 2011 panel data (n=9084). Results: The factors determining children's PHI enrolment included children's age and sex and parents' educational status, employment status, and household income quintile. PHI exerted a significant effect on outpatient cost, inpatient cost, and number of admissions. Number of outpatient visits and total length of stay were not affected by PHI status. The interaction between PHI and age group increased outpatient cost significantly. Conclusions: Children's PHI enrolment was influenced by parents' SES, while healthcare utilization was affected by health and disability status. Therefore, the results of this study suggest disparities in healthcare utilization according to PHI enrollment.

일 병원 제2형 당뇨병환자의 자가혈당검사 수행 및 활용 실태 (A Study on the Performance and Utilization of Results of Self-monitoring of Blood Glucose in Type Ⅱ Diabetes)

  • 하정미;김동희
    • 한국간호교육학회지
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    • 제16권2호
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    • pp.330-338
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    • 2010
  • Purpose: This study was conducted to investigate performance of self-monitoring of blood glucose and the utilization of results for people with type II diabetes. Method: Data was collected from 177 patients with type II diabetes using a questionnaire from August to September, 2009. Result: Most participants performed self-monitoring of blood glucose in the correct way while some misused the lancet or test strips. In the utilization of results for self-monitoring blood glucose data, 62% of participants always recorded the data, 46% always understood the cause for hyperglycemia or hypoglycemia, 25% changed their diet, 23% regulated their exercise-amount, and 11% of participants adjusted the drug dosage. There were significant differences in the performance of self-monitoring of blood glucose and the utilization of results according to the characteristics in the self-monitoring subjects such as awareness of HbA1c, target fasting glucose level, target fasting glucose level 2 hours after meal etc. Conclusion: Systemic self-monitoring of blood glucose education which includes the utilization of self-monitoring of blood glucose needs to be developed for type II diabetic patients.

데이터 활용률 제고를 위한 기술 용어의 상호 네트워크 생성과 통제 (Generating and Controlling an Interlinking Network of Technical Terms to Enhance Data Utilization)

  • 정도헌
    • 정보관리학회지
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    • 제35권1호
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    • pp.157-182
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    • 2018
  • 빅 데이터 시대에 접어들면서 저장 기술과 처리 기술이 급속도로 발전함에 따라, 과거에는 간과되었던 롱테일(long tail) 데이터가 많은 기업과 연구자들에게 관심의 대상이 되고 있다. 본 연구는 롱테일 법칙의 영역에 존재하는 데이터의 활용률을 높이기 위해 텍스트 마이닝 기반의 기술 용어 네트워크 생성 및 통제 기법을 제안한다. 특히 텍스트 마이닝의 편집 거리(edit distance) 기법을 이용해 학문분야에서 사용되는 기술 용어의 상호 네트워크를 자동으로 생성하는 효과적인 방안을 제시하였다. 데이터의 활용률 향상 실험을 위한 데이터 수집을 위해 LOD(linked open data) 환경을 이용하였으며, 이 과정에서 효과적으로 LOD 시스템의 데이터를 활용하는 기법과 용어의 패턴 처리 알고리즘을 제안하였다. 마지막으로, 생성된 기술 용어 네트워크의 성능 측정을 통해 제안한 기법이 롱테일 데이터의 활용률 제고에 효과적이었음을 확인하였다.

Spectrum Hole Utilization in Cognitive Two-way Relaying Networks

  • Gao, Yuan;Zhu, Changping;Tang, Yibin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제8권3호
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    • pp.890-910
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    • 2014
  • This paper investigates the spectrum hole utilization of cooperative schemes for the two-way relaying model in order to improve the utilization efficiency of limited spectrum holes in cognitive radio networks with imperfect spectrum sensing. We propose two specific bidirectional secondary data transmission (BSDT) schemes with two-step and three-step two-way relaying models, i.e., two-BSDT and three-BSDT schemes, where the spectrum sensing and the secondary data transmission are jointly designed. In the proposed cooperative schemes, the best two-way relay channel between two secondary users is selected from a group of secondary users serving as cognitive relays and assists the bi-directional communication between the two secondary users without a direct link. The closed-form asymptotic expressions for outage probabilities of the two schemes are derived with a primary user protection constraint over Rayleigh fading channels. Based on the derived outage probabilities, the spectrum hole utilization is calculated to evaluate the percentage of spectrum holes used by the two secondary users for their successful information exchange without channel outage. Numerical results show that the spectrum hole utilization depends on the spectrum sensing overhead and the channel gain from a primary user to secondary users. Additionally, we compare the spectrum hole utilization of the two schemes as the varying of secondary signal to noise ratio, the number of cognitive relays, and symmetric and asymmetric channels.

산업장 근로자의 치과의료이용양상 및 관련요인 (Dental care utilization patterns and its related factors of industrial workers)

  • 장지언;이천희
    • 한국치위생학회지
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    • 제10권5호
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    • pp.841-849
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    • 2010
  • Objectives : This purpose of this study was to examine worker's Dental care utilization patterns and its related factors, to prepare basic data for oral health promotion of workers. Methods : The study subject were 1016 industrial workers from7 working places in Gyung-Sang-Buk Do and Daegu-City. Data for this study was obtained by self-administrated questionnaire. The questionnaire consists of general characteristics, yes or no of dental care utilization before six month, purpose of visit, yes or no of dental disease form the results of dental examination screening before one years, yes or no of and patterns dental care utilization of workers with dental disease, etc. The data was utilized using frequency test and $x^2-test$. Results : Rate of dental care utilization was 40% within six month last, among the general characteristics, it were statistically significant that higher age, married state, bad oral health state, high Work period. Rate of dental disease as a result of their dental examination last was 53.1% among the general characteristics, it were statistically significant that enough economic state, bad oral health state, blue collar work type. Dental care utilization's rate of dental disease as a result of their dental examination last was 48.6% among the general characteristics, it were statistically significant that Enough economic state, higher age, married state, high Work period. Conclusions : In order to promote workers of abnormal opinions to take the medical treatment on their dental diseases later dental examination, it is necessary to educate them consistently for the importance of early medical treatment.

농촌지역 진단을 위한 지표 선정과 공공데이터 활용 방안 - 사회·환경·문화를 중심으로 - (A Study on the Selection of Indicators and the Utilization of Public Data for the Diagnosis of Rural Areas - Focusing on Social, Environmental and Cultural Data -)

  • 도지윤;김상범;김수연
    • 농촌계획
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    • 제29권4호
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    • pp.153-163
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    • 2023
  • This study was conducted to review data utilization plans and suggest solutions based on the need for tools that can objectively diagnose problems in rural areas. The study extracted items through prior research and was carried out as a process of reviewing data capable of constructing spatial data. The results performed in the above manner are as follows. First, prior research and expert surveys were conducted to select diagnostic items to derive details of a total of three items that should be considered for rural space plans such as regional revitalization and regeneration using regional characteristics such as environment, society, and culture. Second, as a result of listing data available for regional diagnosis, 6 types of environment, 15 types of society, and 18 types of culture were selected out of a total of 529. Finally, it was suggested to establish a national standard spatial unit by grasping the limitations of public data such as omission of spatial data and accuracy. This study is significant in that it presented implications for data utilization as well as selection of items for rural diagnosis and reviewed data utilization based on rural specialized districts of "The Act on Support for Restructuring and Regeneration of Rural Spaces" to be implemented in 2024. This is considered to be valuable as a study for sustainable rural diagnosis if processes such as spatial data construction and weight setting are carried out in the future.

Effectiveness of Community-based Case Management for Patients with Hypertension

  • Yun, Soon-Nyoung;Lee, In-Sook;Kim, Jin Hyun;Ko, Young
    • 지역사회간호학회지
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    • 제25권3호
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    • pp.159-169
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    • 2014
  • Purpose: The purpose of this study was to evaluate the effectiveness of case management for patients with hypertension on their health status and medical service utilization. Methods: This study was a secondary analysis of data collected for a larger study of chronic disease management in 2008 using the National Health Insurance Corporation database. A total of 12,944 patients who received case management for hypertension were included in this analysis. The subjects of case management were classified into subgroups, namely, over-use, under-use, and non-use groups according to the amount of medical service utilization. To compare the medical service utilization, a control group was selected randomly. The data were analyzed through descriptive statistics, McNemar test, and ANOVA. Results: All the subgroups displayed significant differences in blood pressure, self-management, social support, and their characteristics of medical service utilization. The total medical expense of the under-use and non-use groups increased after case management. However, there was no decrease in the medical expense of the over-use group. Conclusion: This finding suggests that there is a need to re-examine why patients overuse medical services and to supplement specific strategies for encouraging appropriate medical service utilization, and enhancing case management efforts for the over-use group.

효율적인 정보 저장과 활용을 극대화하기 위한 IoE 서비스 프로세스 연구 (IoE Service Process Research to Maximize Efficient Information Storage and Utilization)

  • 장영현;오상엽;고창배
    • 한국인터넷방송통신학회논문지
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    • 제15권6호
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    • pp.31-35
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    • 2015
  • 효율적인 정보의 저장과 활용을 극대화하기 위한 IoE 서비스 프로세스를 상호연결, 데이터 수집, 저장, 체계화, 분석, 공유의 5단계로 분류한다. IoE 서비스 프로세스의 2가지 핵심 처리요소로서 유용한 지식을 안전하게 보호하는 것이 저장처리이고, 저장처리에서 유용한 지식을 이용하는 것을 활용처리라 한다. 이 처리과정에서 과거의 경험 자료를 기반으로 미래 활용을 대비할 수 있다는 중요한 사항을 선택할 수 있다. 과거의 경험은 체계화되고 보호된 처리자료이고 미래에 대비하는 것이 분석을 통한 공유된 활용처리다. 본 논문은 효율적인 정보 저장과 활용을 극대화하기 위하여 IoE 서비스 프로세스의 다양한 방안들을 제안하고 연구한다.

The Effect of UTAUT, Dynamic Capabilities, Utilization of Smart Factory on the Intention to Continue Using: Technology Perception Moderating Effect

  • Jin-Kwon KIM;Kyung-Soo LEE
    • 융합경영연구
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    • 제11권6호
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    • pp.43-55
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    • 2023
  • Purpose: The purpose of this study was to identify the relationship between smart factory utilization and continued use intention between UTAUT, dynamic capabilities of smart factory construction companies and present the company's strategic direction. Research design, data, and methodology: In this study, a structured research model was derived to confirm the relationship between UTAUT, dynamic capabilities, smart factory utilization and continued use intention and the difference according to Technology perception. For analysis a total of 223 valid questionnaires from e-commerce users were used. Confirmatory factor analysis, correlation analysis, and structural equations were conducted to verify. Results: Both UTAUT, dynamic capabilities had a significant effect on smart factory utilization as well as continued use intention. It was found that the relationship between UTAUT, dynamic capabilities, smart factory utilization, and continued use intention. differed depending on the technology perception. Conclusions: Organizational members utilize the smart factory in anticipation of effects such as work performance and various improvements. Smart factory data will be used continuously when it is useful for business processes and operations. It is necessary to establish strategies and provide training to improve the technical level and capabilities of organizational members. Through this, a strategy is needed that can be continuously used by utilizing the information obtained through smart factory to improve work efficiency, productivity and efficiency increase is needed