• 제목/요약/키워드: Scientific data analysis & development methodology

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빅데이터 분석 프로젝트 수행 방법론 (Bigdata Analysis Project Development Methodology)

  • 김형래;전도홍;지승현
    • 한국컴퓨터정보학회논문지
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    • 제19권3호
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    • pp.73-85
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    • 2014
  • 기업 경쟁력 제고를 위해 빅데이터 분석의 중요성이 대두됨에 따라, 기업의 문제점을 체계적으로 파악하고 이를 해결하여 사업적 가치로 재평가하기 위해서는 통합적 빅데이터 프로젝트 수행 방법이 필요하다. 이에 따라 실무적 활용 용이성을 높이도록 소프트웨어 개발과 프로젝트 관리가 융합된 "과학적 데이터 분석 방법론(SDAD)"를 제안한다. SDAD는 프로젝트 수행 과정을 문제정의, 데이터준비, 모델설계, 모델구현, 결과평가, 서비스구현의 6단계를 구성한 후, 단계별 과업을 공정별(47개)로 세분화하고 산출물(93개)을 도출한다. SDAD 는 기존의 ISP, DW, SW 개발 방법론에서 빅데이터 분석과 관련된 부분을 통합하고 쉽게 결과물을 연동할 수 있도록 하였다. 또한, 다양한 분야의 전문가로 구성된 참여자 간에 의사소통의 효율성을 높이기 위해 RACI 챠트를 통해 공정별 책임자를 할당하는 방법과 표준화된 의사소통 절차를 제시한다. SDAD 방법론은 한국고용정보원에서 수행한 빅데이터 프로젝트에 적용하여 감리의 평가를 받은 결과 적정한 것으로 나타났다.

전통한의학 연구방법론의 현대화에 대한 소고(小考) - 역사적 근거중심의학에 대한 제언 - (A Proposal for Use in Research Methodology of Traditional Medicine in East Asia - Historical Evidence-Based Medicine -)

  • 엄석기;김세현;최원철
    • 대한한의학원전학회지
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    • 제23권2호
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    • pp.89-105
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    • 2010
  • Research methodology on Traditional Medicine in East Asia refers to logical thinking system, empirical positivism system and methodology of developing these knowledge systems. Logical thinking system of abstract concepts such as analogy or abduction and positivism system of reasonable explanation such as the five elements and their characteristic theory have been used in various ways empirically or in the form of humanities and knowledge system was developed through parallel structure of empirical positivism and exegetical studies. After the 16th century, evidence was required along with the tradition of putting emphasis on rationality, logicality and empirical positivism and characteristics of medical humanities can be found in emphasizing on medical ethics. Data that can be considered as structural review paper or meta analysis from original data of research on Traditional East Asian Medicine should be evaluated as historical evidence which is equivalent to specialist opinion, descriptive disease research, single case report or case series. Historical evidence based medicine is a research method using Historical evidence to selectively support data that are faithful to traditional theory with higher possibility to be used in future traditional east Asian medicine that links between traditional knowledge and scientific research methodology. Moreover, historical evidence based medicine tries to re-evaluate the value of traditional knowledge and ultimately, guides the direction of development of traditional medicine through scientific rationality based on history and culture.

Analysis of the Input of Education and Innovation on Economic Growth in Kazakhstan

  • KIREYEVA, Anel A.;KUANDYK, Zhassulan;KREDINA, Anna A.;KANGALAKOVA, Dana;DOSZHAN, Raigul
    • 유통과학연구
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    • 제21권1호
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    • pp.23-31
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    • 2023
  • Purpose: this study is aimed at assessing the contribution of education and innovation to the economic growth of Kazakhstan, the correlation between them is checked based on two levels on a national scale and a regional scale. Based on the literature review, it was revealed that in the vastness of the scientific community, there are many views concerning the influence of educational and innovative factors on economic growth. Research design, data and methodology: the research methodology is divided into two levels, at the first level, a correlation analysis is carried out between key factors and the economic growth of the country (GDP), at the second level, the same factors are analyzed, but the impact on the economic growth of the region (GRP) is estimated. Statistical data on educational and innovation potential is taken from the Bureau of National Statistics for the period 2003-2021. Results: in this study, it was revealed that the economic development of regions could be influenced by such indicators that cannot affect the entire state in aggregate and vice versa. In addition, the correlation analysis results showed that investments in innovations affect economic growth at the country and the regional level. Conclusions: based on the results of the assessment of educational and innovative potential, policy recommendations and further research in this area were proposed.

군(軍) 내 민간인력 적정 규모 및 임금 분석을 위한 정량적 방법론 - 육군 교리업무조직을 중심으로 - (Quantitative Methodology for Analyzing Propriety of Complement and Salary on Military Organization - Concentrating on Army Doctrine Research Institution -)

  • 백병호;김익현;이용복;민승희;지용훈
    • 산업경영시스템학회지
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    • 제43권1호
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    • pp.34-41
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    • 2020
  • There has not been any scientific analysis on appropriate size of workforce and salary for civilian workers in military so far. Thus, this paper conducted analysis on propriety in employment size of military doctrine researchers using system dynamic methodology based on annual military doctrine workload. Vensim software was mainly used to measure complement of the research group based on data from job analysis. Secondly, a multiple regression analysis was performed to study an appropriate wage for researchers based on their expertise and working condition. The data from twenty public research institutions and twenty eight job positions that are performing similar duty with military doctrine researchers was obtained and utilized to create a salary-estimation regression equation in the analysis. Finally, with cost-benefit analysis method this paper studied financial effectiveness of hiring military doctrine researchers. Contingent valuation method, which has been recognized as one of the most effective methodologies in cost-benefit analysis on intangible value, was utilized to measure benefit of hiring the researchers. The methodology presented in this paper can be applied to measure and improve the efficiency of military organization not only in military doctrine research area but also in several military functional area (military training, logistics, administration, combat development, and combat support).

Identification of Authors and ethics of Research based on KODISA Case

  • ZHANG, Fan;SU, Shuai;YOUN, Myoung-KIl
    • 연구윤리
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    • 제1권2호
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    • pp.11-13
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    • 2020
  • Purpose: The author wants to specify scope of research, identify without giving burden, prevent unfair identification of the author, admit of production of the outcome, enact rules of identification, and build up foundation of development. Also, this study defines scope of publication of outcome of research to prevent unfair identification of authors and admit of them. Research design, data and methodology: The study described literary research, standard research, phenomenon research, and empirical result without methodologies, statistical analysis and scientific test and investigated operation system of KODISA cases. Results: At publication of findings of the research, researchers shall identify the ones of production of the finding to allocate help of the research. Conclusions: Scientific journals shall be controlled to develop ability and to grow up and have a system. Researchers shall give direction of other scientific journals. The study made efforts to be a model. KODISA Edition Team shall make an effort to keep and develop. So far, no regulation of identification of authors has produced disturbance so terminologies should be uniformed. Researchers shall keep rules of identification of authors to uniform and regulate identification of authors, conditions of authors, and order and correspondent authors. KODISA enacted rules of identification of authors for the first time in Korea to develop science.

Interactive Visualization for Patient-to-Patient Comparison

  • Nguyen, Quang Vinh;Nelmes, Guy;Huang, Mao Lin;Simoff, Simeon;Catchpoole, Daniel
    • Genomics & Informatics
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    • 제12권1호
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    • pp.21-34
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    • 2014
  • A visual analysis approach and the developed supporting technology provide a comprehensive solution for analyzing large and complex integrated genomic and biomedical data. This paper presents a methodology that is implemented as an interactive visual analysis technology for extracting knowledge from complex genetic and clinical data and then visualizing it in a meaningful and interpretable way. By synergizing the domain knowledge into development and analysis processes, we have developed a comprehensive tool that supports a seamless patient-to-patient analysis, from an overview of the patient population in the similarity space to the detailed views of genes. The system consists of multiple components enabling the complete analysis process, including data mining, interactive visualization, analytical views, and gene comparison. We demonstrate our approach with medical scientists on a case study of childhood cancer patients on how they use the tool to confirm existing hypotheses and to discover new scientific insights.

The Human Capital as a Factor of Competitiveness and Economic Development

  • Chulanova, Zaure K.
    • Asian Journal of Business Environment
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    • 제7권3호
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    • pp.23-31
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    • 2017
  • Purpose - The purpose of this paper is to rationale the new approach to analysis of the human capital as a factor of effective development of a national economy and increase the level of country's competitiveness. Research design, data, and methodology - This research aims the furthest development of the conception in human capital formation. The study made on the base of the methods with scientific classification and systematization, that is, comparative, statistical analysis, economic-mathematic method, and expert assessment and ratings. Results - This research attempted to measure the correlation between the human capital elements and the level of country's competitiveness. The study revealed that formation of the competitive human capital cannot be considered in separation from the development and modernization of education system, the improvement of employment sphere, and the creation of effective interaction between them through the system of professional skills. Conclusions - The competitive human capital formation is one of the most important goals in the innovative economy construction and modern development, and it is also indispensable subject. Especially in the condition of economic crises, the necessity of formation and development of the effective human capital is considerably increasing. Realization of this task requires the development and stimulation of all the factors influencing the growing human potential.

의약품 설계 기반 품질 고도화(QbD)를 위한 QbD 6시그마 체계 구축에 관한 연구 (A Study on the Build of a QbD Six Sigma System to Promote Quality Improvement(QbD) Based on Drug Design)

  • 김강희;김현정
    • 품질경영학회지
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    • 제50권3호
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    • pp.373-386
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    • 2022
  • Purpose: This study proposes the application of Six Sigma management innovation method for more systematically enhanced execution of Quality by Design (QbD) activities. QbD requires a deeper understanding of the product and process at the design and development stage of the drug, and it is very important to ensure that no fault is fundamentally generated through thorough process control. Methods: Analyzing the background and specific procedures of quality improvement based on the drug design basis, and analyzing the key contents of each step, we have differentated and common points from the 6 Sigma methodology. We propose a new model of Six Sigma management innovation method suitable for pharmaceutical industry. Results: Regulatory agencies are demanding results from statistical analysis as a scientific basis in developing medicines to treat human life through quality improvement activities based on drug design. By utilizing the education system to improve the statistical analysis capacity in the Six Sigma activities and operating the 6 Sigma Belt system in conjunction, it helped systematically strengthen the execution power of quality improvement activities based on pharmaceutical design based on the members of the pharmaceutical industry. Conclusion: By using QbD Six Sigma, which combines quality enhancement based on pharmaceutical design basis and Six Sigma methodology suitable for pharmaceutical industry, it is possible to obtain satisfactory results both by pharmaceutical companies and regulators by using appropriate statistical analysis methods for preparing scientific evidence data required by regulatory.

Exploring Factors Affecting on the Pharmaceutical Distribution Industry: the Case of Kazakhstan

  • KIREYEVA, Anel A.;ABILKAYIR, Nazerke A.;ORYNBET, Perizat Zh.;SATYBALDIN, Azimkhan A.;SATPAYEVA, Zaira T.
    • 유통과학연구
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    • 제19권8호
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    • pp.13-24
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    • 2021
  • Purpose: This research is aimed to explore factors affecting on Kazakhstan's pharmaceutical distribution industry, selection of various factors and assessment of the level of their influence. Based on the literature review it was defined that there is a great variety of scientific works relating to pharmaceutical distribution industry competitiveness and management improvement. Research design, data and methodology: There is very little research, which to determine the issues of pharmaceutical industry distribution in developing countries, in particular EAEU countries. The algorithm was chosen for research provision: statistical and comparative analysis, correlation, and regression analysis. The data of 1993-2020 obtained from the World Bank, Bureau of National Statistics, National Bank of Kazakhstan, which is expressed by 19 factors as macroeconomic indicators. Results: The chosen variables were selected non-randomly, these economic indicators had the most reliable, unique, and utmost for the whole research period complete information. Conclusions: There could be made adequate conclusions of the research, there is a strong positive relationship for six factors: population, GDP per capita, average annual US dollar exchange rate, the minimum pension, average assigned monthly pension, minimum wage. Pension and wage are the most significant factors affecting on the pharmaceutical distribution industry in Kazakhstan.

실내디자인 프로세스와 6시그마 적용 사례 연구 - 백화점내 연출 공간 디자인 개선을 중심으로 - (A Study of interior design process and 6sigma application - Focused on display space design improvement in department store -)

  • 염대건
    • 한국실내디자인학회논문집
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    • 제16권2호
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    • pp.322-330
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    • 2007
  • Because 6sigma is doing innovative success In management whole, estimate that can exert direct effect in interior Design management. Therefore, this study did by purpose that 6sigma that is scientific method that do customers satisfaction by ultimate purpose acts as basic study that can heighten practical use Possibility and result of interior Design management and value by interior design standardization process. Need to use marketing data that is scientific design component at schematic design step for successful interior design that can improve result. Hereupon, this study is doing to big dimension that utilizes 6sigma and makes standard process of only Interior Design, and did to dimension that present study phase verifies if '6sigma' is practical use possibility by intoner design process. Did by method that verification method of 6sigma practical use possibility analyzes "Information transmission efficiency improvement of department store display space" 6sigma project example. When see that example project is analyzed on Improvement constituent that "Design improvement" out of Vital few Xs of statistical analysis item must heighten the customers satisfaction rate conclusively, target process might be established because design becomes center of gravity if did design improvement very first time. Finally, possibility that 6sigma can utilize in process of interior design is verified, and it is scientific methodology that can utilize to all business members that there are not any special category of business even if is in practical use. Such scientific 6sigma method need persistent study that make standard process analyzing a lot of problems that is expected to be beaconed and happens substantially in here after to management development of interior design.