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Design of Fuzzy k-Nearest Neighbors Classifiers based on Feature Extraction by using Stacked Autoencoder (Stacked Autoencoder를 이용한 특징 추출 기반 Fuzzy k-Nearest Neighbors 패턴 분류기 설계)

  • Rho, Suck-Bum;Oh, Sung-Kwun
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.64 no.1
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    • pp.113-120
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    • 2015
  • In this paper, we propose a feature extraction method using the stacked autoencoders which consist of restricted Boltzmann machines. The stacked autoencoders is a sort of deep networks. Restricted Boltzmann machines (RBMs) are probabilistic graphical models that can be interpreted as stochastic neural networks. In terms of pattern classification problem, the feature extraction is a key issue. We use the stacked autoencoders networks to extract new features which have a good influence on the improvement of the classification performance. After feature extraction, fuzzy k-nearest neighbors algorithm is used for a classifier which classifies the new extracted data set. To evaluate the classification ability of the proposed pattern classifier, we make some experiments with several machine learning data sets.

Investigating Role of Knowledge-Based People for Practicing Effective Knowledge-Based Management (효율적인 지식경영을 실천하기 위한 지식인의 역할에 대한 고찰)

  • 김영천
    • The Journal of Information Technology
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    • v.2 no.2
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    • pp.217-233
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    • 1999
  • I have tried to find a concept among different perspectives on knowledge management. A practical framework of the enhancement of firm's competence through knowledge accumulations was developed as follows: First, All human factors should be armed with information based knowledge and leaded by chief knowledge officer. Second, Learning organization is necessary to develope knowledge creation. Third, Organization has to be controlled by information based control system for the effective linkage of several sort of information. Fourth, Shared culture of knowledge internalized by all members must help organization generate and articulate a new form of knowledge. Finally, Several information technologies and instrumental system may faster creation of knowledge. Especially, in this paper, focused on role of knowledge-based people. It is new view of knowledge-based management studies.

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Estimation of the Heat Budget Parameter in the Atmospheric Boundary Layer considering the Characteristics of Soil Surface (지표면의 특성을 고려한 대기경계층내의 열수지 parameter 추정 -열수지 parameter를 이용한 중규모 순환의 수치예측-)

  • 이화운;정유근
    • Journal of Environmental Science International
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    • v.5 no.6
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    • pp.727-738
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    • 1996
  • An one dimensional atmosphere-canopy-soil interaction model is developed to estimate of the heat budget parameter in the atmospheric boundary layer. The canopy model is composed of the three balance equations of energy, temperature, moisture at ground surface and canopy layer with three independent variables of Tf(foliage temperature), Tg(ground temperature), and qg(ground specific humidity). The model was verilied by comparative study with OSUID(Oregon State University One Dimensional Model) proved in HAPEX-MOBILHY experiment. Also we applied this model in two dimensional land-sea breeze circulation. According to the results of this study, surface characteristics considering canopy acted importantly upon the simulation of meso-scale circulation. The factors which used in the numerical experiment are as follows ; the change for a sort of soil(sand and peat), the change for shielding factor, and the change for a kind of vegetation.

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A Study on the Characteristics of Articles in Survey Methodology (《조사방법론》에 게재된 논문들의 성격과 경향)

  • 김규성;이기재
    • Proceedings of the Korean Association for Survey Research Conference
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    • 2001.04a
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    • pp.17-26
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    • 2001
  • We broadly review the whole articles in Survey Methodology published by Statistics Canada. By the classification of subject and application area as well as years, we find some features, of the articles. In addition, we classify them according to the sort of data analyzed in the article and investigate how does it use data.

A Study on the Characteristics of Articles in Survey Methodology ($\ll$조사방법론$\gg$에 게재된 논문들의 성격과 경향)

  • 김규성;이기재
    • Survey Research
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    • v.2 no.2
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    • pp.17-26
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    • 2001
  • We broadly review the whole articles in Survey Methodology published by Statistics Canada. By the classification of subject and application area as well as years. we find some features the articles. In addition. we classify them according to the sort of data analyzed in the article and investigate how does use data.

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A Study on the Metastabel Phenomena and its Improvement Method in the Synchronizer (Synchronizer의 Metastable 현상 및 그의 개선 방법에 관한 연구)

  • 정연만;이종각
    • Journal of the Korean Institute of Telematics and Electronics
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    • v.14 no.5
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    • pp.1-6
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    • 1977
  • When the input of synchronizer which is used for the purpose of synchronizing the master clock of computer with the interrupt system, a sort of random variable device, is gated with asynchronous intersection of the fall time of the master clock and the risetime oi the interrupt request, synchronizer is drived in Metastable region. This paper is presented circuit analysis of Metastable phenomena and analysis for transient process from metastable point to stable state, and also realities the collect logic with Inverter and open collector methods with a view to improving logic failure caused by the mishappen phenomena.

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Study on the Sewability of Special Fabrics (특수직물의 봉제에 관한 연구)

  • 장지혜
    • Journal of the Korean Home Economics Association
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    • v.11 no.1
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    • pp.26-43
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    • 1973
  • This study was carried out on the Sewbility of Urethane Foam usually used as coldproof lining. The Sewability was estimated with the Puckering Grade and Seam Efficiency according to the thicknes of urethane foam, fineness and material of sewing thread, and the sort of covering fabric. The result shows the following ; 1. The thick foam proportinally shows the low Puckering Grade. 2. Effect on the sewability is small in fineness of sewing thread but large in material. Especially silk thread shows the greatest sewability in foam sewing. When the material of covering fabric is same as that of sewing thread (for example ; p/c fabric and p/c thread) the sewability is excellent in special. 3. Taffeta in covering foam is not suitable to foam sewing, satin and twill show superior sewability without reagrd to the thickness of foam. 4. In case of sewing foam covered with tricot, optimum thickness of foam and fineness of sewing thread through pretest must determine. 5. The thicker foam is the better seam efficiency tends, and Seam Efficiency largely effects to the strength of the sewing thread itself. 6. The seam Efficiency can heighten with the strength of sewing thread in proportion to that of covering fabric.

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The Well Traveled Yet Rough Road: Korean Housewives' Everyday Life Experiences and Strategies for Identity

  • Kim, Seon-Mi;Oum, Young-Rae;Lee, Ki-Young
    • International Journal of Human Ecology
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    • v.8 no.2
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    • pp.1-16
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    • 2007
  • The authors examined how Korean housewives manage family resources, make decisions, handle pressures, and negotiate the constraints of everyday life in a society that places unrealistic expectations upon them. The authors approached housewives by imagining them as thinking, strategizing, and problem-solving individuals, who are capable of speaking for themselves and making choices within situational and personal limits. Eleven full-time housewives were interviewed on how they experience their marriages, children, families, and society. Their narratives were then analyzed to sort out the strategies the women employed to maintain their identities. The narratives showed women's will and agency as they worked to resolve the contradictions in their daily life, and revealed individual differences within this group of women who are often seen as homogenous.

Inference System for Complex Mechanical Design Knowledge (복합적 설계 지식을 위한 추론시스템)

  • Cha, Ju-Heon;Lee, In-Ho;Park, Myeon-Ung;Kim, Jae-Jeong
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.26 no.9
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    • pp.1772-1778
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    • 2002
  • This paper describes inference architecture of an intelligent CAD system that is to be used for design tasks in which complex and large amount of knowledge is used. In order to investigate the issue of handling huge and complex knowledge, design knowledge is categorized into four types and inference methods for them are identified respectively: original design problems are decomposed into several modules of design processes and finally into sub-problems with the four types of knowledge as basic elements in a top-down manner. We demonstrate the implementation of the architecture with the result of the machining center - a sort of machine tools - design.

A study on speckle size and measurable limitations in laser speckle interferometry method (레이저 스페클간섭법에 있어서 스페클크기와 측정 한계에 관한 연구)

  • 윤성운
    • Journal of the Korean Society of Manufacturing Technology Engineers
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    • v.5 no.1
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    • pp.33-42
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    • 1996
  • The high coherence of laser beam has made it possible to observe interference effects even in the light scattered from rough surfaces. That's why, when object with a scattering surface is illuminated with laser light, we do see a speckled appearance due to random interference. This sort of unique property of laser speckle has bruht into existence the new noncontaciting techniques such as speckle metrology method of measuring deformation, displacement, and vibration etc of objects with high optical sensitivity. The measurable range of speckle metrology especially used to measure in -plane information, however, is limited by some factors, the so-called strain, rotation tilt of surface and out of displacement perpendicular to the plane of analysis This restrictions severly limits the measurable range of speckle metrology by causing the decorrelation of speckle patterns. It is the purpose of this paper to give a survey on the measurable limitation of speckle photography method that is one of speckle metrology. Namely we will discuss the mutual relationships and problems of each limitations adding the restriction on the largest and smallest displacement measurable with speckle methods.

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