• Journal of Multimedia Information System
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• 제3권3호
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• pp.97-102
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• 2016

Deep learning enables machines to have perception and can potentially outperform humans in the medical field. It can save a lot of time and reduce human error by detecting certain patterns from medical images without being trained. The main goal of this paper is to build the optimal model for breast mass classification by applying various methods that influence the performance of Convolutional Neural Network (CNN). Google's newly developed software library Tensorflow was used to build CNN and the mammogram dataset used in this study was obtained from 340 breast cancer cases. The best classification performance we achieved was an accuracy of 0.887, sensitivity of 0.903, and specificity of 0.869 for normal tissue versus malignant mass classification with augmented data, more convolutional filters, and ADAM optimizer. A limitation of this method, however, was that it only considered malignant masses which are relatively easier to classify than benign masses. Therefore, further studies are required in order to properly classify any given data for medical uses.

• Journal of Applied Biological Chemistry
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• 제64권1호
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• pp.49-55
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• 2021

The diet plays a fundamental role in the formation of the gut microbiota, determining the interrelationship between the gut microbiota and the host. The current study investigated the effect of Chlorella vulgaris on the gut microbiota by using simulated in vitro digestion and colonic fermentation. Bioaccessibility was measured after in vitro digestion, and SCFAs and microbial profiling were analyzed after colonic fermentation. The bioaccessibility of C. vulgaris was 0.24 g/g. The three major SCFAs (acetate, propionate, and butyrate) increased significantly when compared to the control group. In microbial profiling analysis, microorganisms such as Faecalibacterium, Dialister, Megasphaera, Dorea, Odoribacter, Roseburia, Bifidobacterium, Butyricmonas, and Veillonella were high in C. vulgaris group. Among them, Faecalibacterium, Dialister, Megasphaera, Roseburia, and Veillonella were thought to be closely associated with the increased level of SCFAs. Finally, it can be expected to help improve gut microbiota and health through ingestion of C. vulgaris. However, further studies are vital to confirm the changes in the gut microbiota in in vivo, when C. vulgaris is ingested.

• 한국인터넷방송통신학회논문지
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• 제19권6호
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• pp.15-20
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• 2019

초반의 디지털 수사가 형성될 무렵, 디스크 이미징과 같은 디지털 포렌식 수사의 기초적인 과정이 개발되었다. 디지털 포렌식 수사의 과정과 절차가 점점 발달함에 따라, 수사의 데이터 처리 및 분석 단계를 도와주는 기본적인 툴들은 초반과 동일하게 유지되었다. 본 연구는 현대 디지털 포렌식 이미징 소프트웨어 툴에 대한 연구이다. 그 중에서도, 기본적인 툴 개발 패턴을 이해하기 위해 현대 디지털 포렌식 이미징 툴의 특징과 개발 및 출시 주기와 개발 패턴에 집중하였다. 해당 설문 조사를 바탕으로 현재의 디지털 수사의 기본 소프트웨어 개발 및 유지 보수의 취약점을 보여준다. 또한 기본 툴들을 개선할 수 있는 방안을 제시한다.

• 정보교육학회논문지
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• 제16권1호
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• pp.41-49
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• 2012

정보사회에 적응하기 위한 정보기술의 습득은 전문지식인을 양성하는 대학에서도 필수적이다. 따라서 각 대학의 교양교육에서 효율적인 정보교육을 위해 IT 유창성을 기를 필요가 있다. 본 연구는 미국 과학원 NRC99에서 정의하고 있는 IT 유창성의 관점에서 국내 대학들의 다양한 정보 교양교육과정 분석을 목적으로 한다. 2010년 9월부터 2011년 6월까지 대학정보공시 내용을 분석한 결과, 201개 대학 중 84개교가 교양필수 과정으로 정보교육을 실시하고 있었다. 그 중 29개 대학에 대해 구체적인 교육과정 내용 분석 결과, IT 유창성 영역 중 현대기술 영역에서는 응용 소프트웨어 활용교육에 집중되어 있었다. 기초개념 영역은 일부 다루어지고 있었으나, 지적능력에서 요구되는 학습내용은 거의 다루어지지 않고 있었다. 이상과 같이 본 연구는 그 동안 초중등 교육에서만 집중되었던 정보교육을 고등교육에서 이루어져야 할 학습내용과 현황을 분석했다는 데 그 의미가 있다.

• 대한한의진단학회지
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• 제11권1호
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• pp.25-47
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• 2007

Background and Purpose: There was seldom study about method that diagnose 8 Constitution beside method of pulse diagnosis in 8 Constitution Medicine. Objectives: This study is to make out check list for 8 Constitution Medicine Diagnosis Expert System Development used CBR(Case based Reasoning). Methods: Review of literatures about special quality element of 8 Constitution and supplement learning advice of 8 Constitution Medicine Experts constructed knowledge base. And then, knowledge base divided through AHP(Analytic Hierarchy Process), and made out check list with this. Results: Knowledge base based on special quality element of 8 Constitution was divided by 5 greate classification and 25 bisection kind, and check list consisted of 251 item was made out through this. Conclusion: Based on this research, cases necessary to make 8 Constitution Medicine Diagnosis Expert System can be gathered through check list, and further study for 8 Constitution Medicine Diagnosis Expert System Development used CBR(Case based Reasoning) is needed to supplement this research.

• 한국IT서비스학회지
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• 제14권2호
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• pp.337-354
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• 2015

In a day and age when contemporary businesses are transformed, driven by a service-dominance logic and dependent upon IT, we need to understand how firms cope with technological adaptations and how such technological adaptations can lead to service adaptations. Drawing on a framework on technological transitions and an interpretive longitudinal case study of the services provided by a team within a large public IT firm, this article addresses the following questions : How do service transitions come about? Can we distinguish particular patterns in service transition processes? This research unveils how technological and social dimensions mutually constitute each other within development and implementation of service provisioning. The findings show how：(a) IT plays a fundamental role in service provisioning; (b) technological transitions are the necessary but insufficient preconditions for service transitions; and (c) there are attenuation effects when it comes to the move from technology transition to service transition.

• Journal of applied mathematics & informatics
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• 제26권3_4호
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• pp.679-688
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• 2008

In multivariate regression analysis there exist many influence measures on the regression estimates. However it seems to be few of influence diagnostics on test statistics in hypothesis testing. Case-deletion approach is fundamental for investigating influence of observations on estimates or statistics. Tang and Fung (1997) derived single case-deletion of the Wilks' ratio, Lawley-Hotelling trace, Pillai's trace for testing a general linear hypothesis of the regression coefficients in multivariate regression. In this paper we derived more extended form of those measures to deal with joint influence among observations. A numerical example is given to illustrate the effect of joint influence on the test statistics.

• Journal of the Korean Data and Information Science Society
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• 제14권4호
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• pp.1083-1090
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• 2003

Web-based learning is currently an active area of research and a considerable number of studies have been conducted on its application in the learning environment. However, in spite of many advances in the research and development of the educational contents, questions about how the environment affects learning remains largely unanswered. In this article, we propose a Web-based learning environment to improve the educational effect. The goal of this article is not to provide a complete system to support Web-based learning but rather to describe some meaningful strategies and fundamental design concepts that utilize information technologies to support teaching and learning.

• Bulletin of the Korean Chemical Society
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• 제24권6호
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• pp.805-808
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• 2003

Fundamental ideas of the free energy gradient method are briefly reviewed with three applications: the stable structures of glycine and ammonia-water molecule pair in aqueous solution and the transition state (TS) structure of a Menshutkin reaction $NH_3 + CH_3Cl → CH_3NH_3^+ + Cl^-$ in aqueous solution, which is the first example of full TS optimization of all internal degrees of freedom.

• Journal of applied mathematics & informatics
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• 제22권1_2호
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• pp.549-555
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• 2006

Using a t-norm, the notion of T-fuzzy subalgebras of right K(G)-algebras is introduced, and fundamental properties are investigated. The fact that T-fuzzy subalgebras of a right K(G)-algebra form a complete lattice is proved.