• Title/Summary/Keyword: 지식의 영역

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Explanation-based Data Mining in Data Warehouse (데이터 웨어하우스 환경에서의 설명기반 데이터 마이닝)

  • 김현수;이창호
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 1999.03a
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    • pp.115-123
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    • 1999
  • 산업계 전반에 걸친 오랜 정보시스템 운용의 결과로 대용량의 데이터들이 축적되고 있다. 이러한 데이터로부터 유용한 지식을 추출하기 위해 여러 가지 데이터 마이닝 기법들이 연구되어왔다. 특히 데이터 웨어하우스의 등장은 이러한 데이터 마이닝에 있어 필요한 데이터 제공 환경을 제공해 주고 있다. 그러나 전문가의 적절한 판단과 해석을 거치지 않은 데이터 마이닝의 결과는 당연한 사실이거나, 사실과 다른 가짜이거나 또는 관련성 없는(trivial, spurious and irrelevant)내용만 무수히 쏟아낼 수 있다. 그러므로 데이터 마이닝의 결과가 비록 통계적 유의성을 가진다 하더라도 그 정당성과 유용성에 대한 검증과정과 방법론의 정립이 필요하다. 데이터 마이닝의 가장 어려운 점은 귀납적 오류를 없애기 위해 사람이 직접 그 결과를 해석하고 판단하며 아울러 새로운 탐색 방향을 제시해야 한다는 것이다. 본 논문에서는 데이터 마이닝 기법 중 연관규칙탐사로 얻어진 결과를 설명가능성 여부의 판단을 통해 검증하는 기법을 제안하며, 이를 통해 얻어진 검증된 지식을 토대로 일반화를 통한 새로운 가설을 생성하여 데이터 웨어하우스로부터 연관규칙을 검증하는 일련의 아텍쳐(architecture)를 제시하고다 한다. 먼저 데이터 마이닝 결과에 대한 설명의 필요성을 제시하고, 데이터 웨어하우스와 데이터 마이닝 기법들에 대한 간략한 설명과 연관규칙탐사에 대한 정의 및 방법을 보이고, 대상 영역에 대한 데이터 웨어하우스으 스키마를 보였다. 다음으로 도메인 지식(domain knowledge)과 연관규칙탐사를 통해 얻어진 결과를 표현하기위한 지식표현 방법으로 Relational Predicate Logic을 제안하였다. 연관규칙탐사로 얻어진 결과를 설명하기 위한 방법으로는 연관규칙탐사로 얻어진 연관규칙에 대해 Relational Predicate Logic으로 표현된 도메인 지식으로서 설명됨을 보이게 한다. 또한 이러한 설명(explanation)을 토대로 검증된 지식을 일반화하여 새로운 가설을 연역적으로 생성하고 이를 연관규칙탐사를 통해 검증한 후 새로운 지식을 얻는 반복적인 Explanation-based Data Mining Architecture를 제시하였다. 본 연구의 의의로는 데이터 마이닝을 통한 귀납적 지식생성에 있어 귀납적 오류의 발생을 도메인 지식을 통해 설명가능 함을 보임으로 검증하고 아울러 이러한 설명을 통해 연역적으로 새로운 가설지식을 생성시켜 이를 가설검증방식으로 검증함으로써 귀납적 접근과 연역적 접근의 통합 데이터 마이닝 접근을 제시하였다는데 있다.

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The Stream of Uncertainty in Scientific Knowledge using Topic Modeling (토픽 모델링 기반 과학적 지식의 불확실성의 흐름에 관한 연구)

  • Heo, Go Eun
    • Journal of the Korean Society for information Management
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    • v.36 no.1
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    • pp.191-213
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    • 2019
  • The process of obtaining scientific knowledge is conducted through research. Researchers deal with the uncertainty of science and establish certainty of scientific knowledge. In other words, in order to obtain scientific knowledge, uncertainty is an essential step that must be performed. The existing studies were predominantly performed through a hedging study of linguistic approaches and constructed corpus with uncertainty word manually in computational linguistics. They have only been able to identify characteristics of uncertainty in a particular research field based on the simple frequency. Therefore, in this study, we examine pattern of scientific knowledge based on uncertainty word according to the passage of time in biomedical literature where biomedical claims in sentences play an important role. For this purpose, biomedical propositions are analyzed based on semantic predications provided by UMLS and DMR topic modeling which is useful method to identify patterns in disciplines is applied to understand the trend of entity based topic with uncertainty. As time goes by, the development of research has been confirmed that uncertainty in scientific knowledge is moving toward a decreasing pattern.

Learning-Related Changes on the Brain Activation Patterns in Classification of Knowledge-Generation and -Understanding (분류 지식의 생성과 이해 형태 학습을 통한 학생들의 두뇌활성 변화)

  • Kwon, Yong-Ju;Lee, Jun-Ki
    • Journal of The Korean Association For Science Education
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    • v.30 no.4
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    • pp.487-497
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    • 2010
  • The purpose of this study was to investigate how a teaching approach influences student's ability of classification at the brain level. Twenty four healthy and right-handed college students participated in this study, which investigated a brain plasticity associated with category-generation and -understanding in classification learning. The participants were divided into one of two groups, one each for category-generation and -understanding learning programs, which were composed of twelve topics taught over a twelve-week period. To measure the change in student competence and brain activations, a paper and pencil test and an fMRI scanning session were administered before and after the training programs. Unlike the understanding group, the generation group showed significant changes in classification ability quotients and learning-related brain activations (cerebral cortex and basal ganglia were increased and prefrontal cortex and parahippocampal gyrus were decreased). Nevertheless, the understanding group showed an increased activation in the cerebral cortex and parahippocampal gyrus and a decreased activation in the right prefrontal cortex and cerebellum. Therefore, it can be concluded that teaching styles could influence students' brain activation patterns and classification ability. The results might also be used to develop a brain-compatible science education curriculum.

A Study on the Relationships among Perception about Patient Safety Culture, Patient Safety Competence, and Safety Nursing Activities of Emergency Room Nurses (응급실 간호사의 환자안전문화에 대한 인식, 환자안전역량, 안전간호활동 관계)

  • Kim, Mi Jung;Kim, Jong Kyung
    • The Journal of the Korea Contents Association
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    • v.17 no.10
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    • pp.268-279
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    • 2017
  • The purpose of this study was to investigate the relationship between recognition about patient safety culture, patient safety competence, and safety nursing activities for emergency room nurses. The subjects of this study were 121 nurses working in the emergency room among the nurses with more than one year working in 9 general hospitals. The research tools were structured questionnaires of patient safety culture, patient safety competence, and safety nursing activities. As a result of this study, the perception of the patient safety culture was 3.51 out of 5, and the patient safety knowledge / attitude at the individual level was the highest. Patient safety competence was 3.60 points out of 5, and sub-domain showed 3.91 for attitude, 3.47 for skill, 3.24 for knowledge. Safety nursing activities showed 3.85 points out of 5 points and sub-area showed the highest level of medication. There was a positive correlation between safety nursing activities and patient safety culture(r=.40, p<.001), patient safety competence, and safety nursing activities(r=.70, p<.001), patient safety competence and patient safety culture(r=.40, p<.001). Especially, it was found that among the characteristics showing differences in the perception of the safety culture, patient safety competence, and safety nursing activities, the safety education within the last one year was influential. The lowest score in the knowledge domain was found to be the lowest among sub-scales of patient safety competence, and it was found that efforts to increase the knowledge level of patient safety were needed.

Pre-Service Biology Teachers' Views of the Nature of Science and the Origins of Human Beings: Focusing on Religions (예비 생물교사의 과학의 본성과 인간의 기원에 대한 인식 조사: 종교배경을 중심으로)

  • Kang, Kyunglee
    • Journal of Science Education
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    • v.34 no.2
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    • pp.246-259
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    • 2010
  • The purpose of this study was to investigate pre-service biology teachers' perception of the evolution. This study was to compare the views of pre-service biology teachers with no religion with those of christian preservice teachers. Subjects were 77 pre-service biology teachers who enrolled in an university and graduate school of education located in Seoul. The instrument of this study was a questionnaire which consisted of 14 items on 2 domains: the nature of science, the origins of human beings. The key results are as follows. Most pre-service teachers showed highly understanding of the characteristics of science. However pre-service biology teachers still possessed naive views on the distinction of law and theory. In terms of the methods of science, many of the pre-service biology teachers considered scientific theories to progress through the accumulation of observation and experiments or through changes and modifications in existing theories. Compared with the pre-service teachers with no religion, christian pre-service teachers had conflicting views and misconceptions about the origins of human beings. The factors of religion were found to be one of the important barriers which prevent them from understanding the origins of human beings. The results suggested that the education program for pre-service biology teachers integrating the concepts and development process of the scientific knowledges should be effective for understanding the nature of science. For pre-service biology teachers, It is important to understand conflicting views of the christian pre-service teachers who understand creationism as a science.

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Gutenberg Galaxy and Music (구텐베르크 은하계와 음악)

  • KIM, Hyokyung
    • Trans-
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    • v.5
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    • pp.49-64
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    • 2018
  • Marshall Mcluhan, a media scholar, created the word Gutenberg Gaaxy meaning the new environment formulated by printing technic and he insisted that it changed human life entirely. In the history of human, the media evolved into printing technic through oral and transcription. This evolution of media and the environment created by the media are the most important point of Mcluhan's theory. He sees the world as the result of media evolution. In mcluhan's sight, Gutenberg Galaxy is the first environment composed by the media. Based on the mcluhan's theory, this study focused on the environment created by the media and applied it into the western music history. The link of the Gutenberg Galaxy and the western music, especially in romantic era, will be the main subject of the study. The Book is the most representative media of the printing technic. In the era of oral and transcription, the communication was limited by the spatial restriction. However, the book was free to spatial condition and this character of the book made the knowledge free. The knowledges delivered by the oral and transcription were mostly the matter of mundane world because they are so close to the human life, even though they are narrating about the God's world. The book, free to expanding the knowledge beyond the world, made the knowledge transcendent and expanded the sight of the humans into the transcendent world. The modern western world is the product of the expanded knowledge by the book and so does the music. In the time of printing technic, the music begun to gain the population by the printed sheet music. As delivering the music through the printed sheet, the music received transcendence and mystery as meeting the spirit of the times. This link formed by the time of Gutenberg Galaxy will be the main focus of the study and it will prove the link between the media and the western music.

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The actual type of domestic safety accident of children and the safety knowledge according to variables of parents (가정내 유아의 안전사고 유형과 부모의 변인에 따른 안전지식)

  • Kim, Ji-Young;Kim, Na-Rim
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.10
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    • pp.454-461
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    • 2017
  • The purpose of this study is to investigate the types of domestic safety accidents involving children and to verify the difference of safety knowledge according to variables of parents. Subjects include 226 parents who have 3-5 year old infants enrolled in kindergartens and day care centers in I-city, Jeollabuk-do. The study tools are modified and complemented questionnaire for the study purpose referred to the preceding research data and the literature. For the processing of collected data, frequency analysis, descriptive statistics, one-way ANOVA, and the Duncan post-test were utilized using the SPSS program. The results of this study are as follows: First, safety accidents occurred at the majority of homes which have infant children. On average, the occurrence frequency was 1.78 times per six months. The accidents involving infants occurred in the order of drop or slip, crash or impact, stricture or jamming, fall, stab or cut, burn, swallow or inhalation. Second, both parents had an average level of safety knowledge. There was a distinction in the areas of 'fall' and 'first aid' according the mother's age. In addition, stay-at-home mothers had the higher level of safety knowledge compared with working mothers in the areas of 'general safety knowledge' and 'fire'. There was a distinction in the area of 'fire' according to the father's age. Given these findings, safety training programs for parents to improve safety knowledge needs to be developed.

Ontology Knowledge-Driven Context-awere U-Healthcare Service Application Service Framework using Secure Health Information Exchange (보안 헬스 정보 교환을 이용한 온톨로지 지식기반 상황인식 U-헬스케어 어플리케이션 서비스 프레임워크 설계)

  • Kim, Donghyun;Kim, Seoksoo;Choi, E-Jung
    • Convergence Security Journal
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    • v.14 no.7
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    • pp.75-84
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    • 2014
  • The advancement in ubiquitous healthcare specifically in preventive healthcare can lead to longer life expectancy especially for the elderly patients. To aid in preventing premature loss of lives as well as lengthening life span, this research aims to implement the use of mobile and wireless sensor technology to improve the quality of life and lengthen life expectancy. The threats to privacy and security have received increasing attention as ubiquitous healthcare applications over the Internet become more prevalent, mobile and universal. Therefore, we propose Context-aware Service of U-Healthcare Application based Knowledge using Ontology in secure health information exchange. This research also applies ontology in secure information exchange to support knowledge base, context modeling, and context reasoning by applying the general application areas for ontologies to the domain of context in ubiquitous computing environments. This paper also demonstrates how knowledge base, context technologies, and mobile web services can help enhance the quality of services in preventive ubiquitous healthcare to elderly patients.

Effect of Online Social Network to build virtual Human Capital (온라인 모임이 사회적 자원 형성에 미치는 영향)

  • Yun, Ho-Seong;Park, Jung-Hee;Lee, Ki-Dong
    • Journal of Digital Convergence
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    • v.8 no.1
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    • pp.71-79
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    • 2010
  • Impact of online social network to cyber community has increased much attention recently. The biggest challenge in fostering a social network is to the extent whether it helps to build human capital network or social community. We propose what critical factors influence the formation of online capital network. The study uses three independent factors as motivation, self disclosure, and interactivity and two dependent factors as knowledge sharing and strengthening relationships to create virtual capital connection. Data collected from 256 university students to test the proposed model. The results of the study shows that all hypothesis are supported except one with strengthening relationship. Implications and limitations of this research are discussed.

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Comparison of the Science Curriculum of Korea and Singapore: Focus on the Chemistry (한국과 싱가포르의 과학 교육과정 비교 분석: 화학 영역을 중심으로)

  • Hong, Jeehye;Kim, Hyunjung;Hong, Hun-Gi
    • Journal of the Korean Chemical Society
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    • v.65 no.5
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    • pp.370-381
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    • 2021
  • This study compared and analyzed the chemistry curriculum of South Korea and Singapore. The analysis revealed that Korea's achievement standards in the chemistry subject comprised knowledge and skills, whereas Singapore's achievement standards comprised knowledge, skills, values, and attitudes. The scope of knowledge and skills of the Singaporean achievement standards-wherein each element was explicitly presented-were more extensive than that of Korea. The elementary school curriculum in both countries was structured to help students qualitatively understand materials in real life, whereas the middle school content was structured such that students could understand the topic of particles. Additionally, several differences were found in specific content elements; for example, the periodic tables were included only in the Singaporean content, whereas changes in the volume of gas according to temperature and pressure were included only in the Korean content. The Singaporean academic achievement standards, integrating knowledge, skills, values, and attitudes in science curriculum, can be used as a reference for adjusting and restructuring the Korean curriculum.