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A Method for Optimizing the Structure of Neural Networks Based on Information Entropy

  • Yuan Hongchun;Xiong Fanlnu;Kei, Bai-Shi
    • 한국지능정보시스템학회:학술대회논문집
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    • 한국지능정보시스템학회 2001년도 The Pacific Aisan Confrence On Intelligent Systems 2001
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    • pp.30-33
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    • 2001
  • The number of hidden neurons of the feed-forward neural networks is generally decided on the basis of experience. The method usually results in the lack or redundancy of hidden neurons, and causes the shortage of capacity for storing information of learning overmuch. This research proposes a new method for optimizing the number of hidden neurons bases on information entropy, Firstly, an initial neural network with enough hidden neurons should be trained by a set of training samples. Second, the activation values of hidden neurons should be calculated by inputting the training samples that can be identified correctly by the trained neural network. Third, all kinds of partitions should be tried and its information gain should be calculated, and then a decision-tree correctly dividing the whole sample space can be constructed. Finally, the important and related hidden neurons that are included in the tree can be found by searching the whole tree, and other redundant hidden neurons can be deleted. Thus, the number of hidden neurons can be decided. In the case of building a neural network with the best number of hidden units for tea quality evaluation, the proposed method is applied. And the result shows that the method is effective

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피터 아이젠만 건축의 색채사용특성에 관한 연구 (A Study on the Characteristics of Color for Peter Eisenman Architecture)

  • 이선민;유연숙
    • 한국실내디자인학회논문집
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    • 제18권2호
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    • pp.61-70
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    • 2009
  • Architectural color would be understood as a essential tool to be reflected the architect's value criteria, thinking process and the specific methodology. This study was established the characteristics of color use correlated with Eisenman's architectural features based on his point of view. At first, it could be organized with data and use the color in view points with the becomming process. Especially it would be expressed the color as a trace of unsynchronized formation. Second, it was introduced the color by graphics engaged with form, to be expressed the dividing, folding, reiteration for deliver of escape from graphic thinking process. Third, it was analyzed to be imported the color to have a multi-lateral space experience in center of user's space recognition and behavior by introduction of color. Finally, it could be inducted the consistent color by viewpoint of interfacial between interior and exterior environment, communicated with strong meaning by conversion from interior elements to color from these processes. A characteristics of Eisenman's architecture color is reflected his thinking process in architecture color as it is and can be understand of 'becomming process use of color' as a tool that is corresponded in form creation. Specially, it would be kept continuous viewpoint of interior and exterior space, giving user color as a viewpoint of linking space, enable many-sidedness experiences through space.

정신신체의학의 현재와 미래의 전망 (Psychosomatic Medicine : Present and Future Prospects)

  • 고경봉
    • 정신신체의학
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    • 제1권1호
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    • pp.14-24
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    • 1993
  • The author discussed present problems and future prospects of psychosomatic medicine in clinical, educational, research, and social aspects. In general, psychosomatic field. particularly. consultation-liaison(C-L) psychiatry in Korea seems to remain on early developmental phase. However, positive change in the general publics' and societal view of psychiatry, specialization of medicine and development of medical technology, implementation of delivery system in medical care could contribute to development of this field. In future, clinically, liaison activity will be more activated. and this field will be developed as main subspecialty of psychiatry. In addition. C-L psychiatry will be subspecialized. and prevention and humanization of medical care could be more emphasized. In education. the main place of education for medical students and psychiatric residents will be changed from closed ward to general ward in which consultation-liaison activity can be performed. In research. consultation liaison model suitable for Koreans will be developed and studies on disease mechanism will be more promoted. In social aspects, this field could influence the general publics' view of psychiatry and change the whole areas of medicine and society toward integration. In order to achieve these goals, medical insurance system and cost relevant to C-L activity should be essentially improved.

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신용장상 서류비지정조건의 취급에 관한 소고 (A Study on Non-documentary Condition in L/C Transactions)

  • 김기선;김영훈
    • 무역상무연구
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    • 제42권
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    • pp.109-132
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    • 2009
  • The purpose of the introduction of this article is as follows. It was frequent to put a condition on the letter of credit without stating corresponding document. But these attempts are very dangerous to the letter of credit operation. That is, if these types of conditions would be permitted in letter of credit, the independence principle must be collapsed. So these conditions must be disregarded in order to safeguard the independence principle. It is why UCP600 article 14(h) writes that if a Credit contains a condition without stating the document(s) to be presented in compliance therewith, banks will deem such conditions as not stated and will disregard it. But scope of this article 14 should not be limited by the conditions which do not state the document to be presented in compliance therewith. That is, the purpose of this article is to preserve the independence principle, so, if it is impossible to ascertain satisfaction with a condition, it should be disregarded as the non-documentary condition, even if the condition is included in the letter of credit together with document to be presented. Conclusively, whether or not a condition would be regarded as the non documentary condition depends on whether compliance of such condition is ascertained by presented documents stipulated in the letter of credit.

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예비유아교사의 긍정심리와 리더십과의 관계 (The Relation between the Positive Psychology of Would-be Child Teachers and Leadership)

  • 장정백;이미나
    • 한국지역사회생활과학회지
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    • 제23권4호
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    • pp.491-499
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    • 2012
  • This research is looking for the relation between the positive psychology of would-be child teachers and leadership and that's influence. The researchers examined positive psychology and leadership with 330 would-be teachers(13 boys, 317 girls) located in Gwang-Ju and the Jeonnam Region. Questionnaire was used to measure would-be teachers. The collected data analyzed the positive psychology of would-be teachers and leaders, including sub-factors for mean(M), standard deviation(SD) and Pearson product-moment correlation according to subject for inquiry. Then regression analysis through SPSS WIN 17.0 for checking the effects of the would-be child teachers's positive psychology with their leadership skill was used. The result of the research was that the positive psychology of would-be child teachers and leadership of the product-moment correlated in all areas. Especially the most influence on positive psychology is the ability of human relationship among leadership sub-variables, and the relation between positive psychology and leadership are very important for making positive changes in society. This implies that there is a need for more educational sponsorship regarding positive psychology and leadership for would-be child teachers.

댐주변 범람지의 환경친화적 활용방안에 관한 이론고찰 (Theoretical Consideration of the Plan for Environmental-Friendly Applications of Flood Plain around Dam)

  • Shin, Byung-Chuel;Lee, Eun-Yeob
    • 한국환경과학회지
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    • 제12권2호
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    • pp.185-193
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    • 2003
  • The purpose of this study was attempted to establish concepts of environmental-friendly applications of flood plain and to suggest the application plans. The results of this study can be summarized as follows; 1. Roles of flood plain as biotop (restoration, preservation, and creation of stream corridor ecosystem) should be considered. 2. Application methods considering environmental and scenic values should be reviewed. 3. Application methods reflecting values as regional ecological resources should be planned. 4. Preservation and application should be considered together, and obtaining a means of living for regional residents and creation of economic profits should be considered together. 5. Land application and approach method by usages (integrated management model) should be applied to utilize and manage flood plain efficiently. 6. Flood plain application programs should be designed reflecting opinions of regional residents. 7. With respect to space planning of flood plain, introduction of facilities focused on ecosystem preservation/ecosystem restoration/experiences/observation/learning/culture/ recreation/water purification could be reviewed positively.

큐비즘에서의 투명성 개념에 의한 전시환경디자인 연구 (A Study on the Exhibit Environmental Design through the Transparency of the Cubism)

  • 김호연
    • 한국실내디자인학회논문집
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    • 제13권5호
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    • pp.154-161
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    • 2004
  • When people visit other countries, the first place to go would be either a museum or an art gallery because it might be the most effective way that people could understand culture and history of the place in a short time. It can be alleged that a museum must be an important cultural space because people can experience their life, history and art there. According to these cultural importance, the purpose of this study is to suggest the environmental design of $\boxDr$Design Museum$\boxUl$ through the Transparency of the Cubism. The Transparency means a capability of transmitting light so that objects on the other side can be seen clearly. The Concept of the Transparency could be taken effects in architecture by overlapping facets or space. By understanding formative properties of the Cubism, which especially focused on Transparency, 1 would like to propose the environment as an art and the exhibition-environment as a way of communication. As it were, the study can be valued as a new approach on condition that formative feature is interpreted with modern terms and the ‘Digital technology’ is not used a tool of representation but a tool of thought in terms of design. Moreover, it has a great significance that formative language of the Cubism will be able to be applied to the environmental design through the experimental and creative design process.

복식산업발전을 위한 패션 전문 교육에 관한 연구

  • 도규희;최경순;이정옥;조차
    • 복식
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    • 제23권
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    • pp.225-248
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    • 1994
  • The purpose of this study is to find an effective curriculum of the future in the fashion design and the clothing construction area by comparing the curricula of the fashion -related departments in domestic college. The research finding are as follows : 1. Clear objectives of fashion education need to be defined based upon the characteristics of the field. 2. Following education methods are suggested for the fashion design area. 1) Basic core courses need to be offered to support the fashion design courses. 2) More design -practice courses need to be included to educate creative designers and the curriculum need to reflect also the needs of the Apparel Industry practioners. 3) Major concentration systems need to be introduced. 4) Intership which is a kind of the Academy and Industry cooperation needs to be introduced. 3. Following education methods are suggested for the clothing construction area. 1) Major concentration systems need to be introduced. 2) Workshops which are similar to the actual production systems of the clothing Apparel Industry, are required. 3) Internship is required. 4) Course required for both the fashion design area and the clothing construction area need to be offered effectively. The suggestion made in the research can be applied with some modifications or adjustments considering the situation of each college. Since each college has different characteristics in terms of the tradition , faculty ,size, facility etc., it is difficult to make a general statement regarding professional fashion education , however, professional fashion education should be reformed in order to achieve individuality of each college.

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한의학 미래예측(2000년~2010년) 문헌 분야 실현 최종 평가 (Final Assessment Year of Realized on Forecasting Studies of the Literature Sector on Traditional Korean Medicine (2000-2010))

  • 신현규;김용진
    • 대한한의학원전학회지
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    • 제26권1호
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    • pp.85-98
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    • 2013
  • Objectives : Final assessment of realized on forecasting studies of the literature sector on traditional Korean medicine (2000-2010) revealed results as follows. Methods : We investigated the related peer-reviewed papers and research project reports through Oriental Medicine Advanced Searching Integrated System(OASIS) of Korea Institute of Oriental Medicine(KIOM) and several publishers. Results : Of total five projects, two were realized and three were partially done. The projects 'It wil be standardized by establishing the concept of traditional Korean medical terms' and 'CDs containing traditional medicine books from China, Japan and Korea wiil be released' were decided to be realized. In addition to those, the projects 'Systematic database will be build up for TKM books', 'translation and annotation versions on TKM old books will be completed', and 'A wide range of literature related to traditional medicine of each Asian countries' were concluded to be partially realized. Five projects on predicting TKM in the year 2006-2007 analyzed in 1996 were evaluated as realized or partially realized. Likewise, the five predictions should be reviewed whether it will be necessary in the future after assessment on their realization. Conclusion : Furthermore, it should be studies if the new projects are needed for the future in addition to the existing challenges.

처짐과 무게를 고려한 주물 프레임의 다중목적 근사최적설계 (Approximate Multi-Objective Optimization of Robot Casting Considering Deflection and Weight)

  • 최하영;이종수;박준오
    • 한국생산제조학회지
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    • 제21권6호
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    • pp.954-960
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    • 2012
  • Nowadays, rapidly changing and unstable global economic environments request a lot of roles to engineers. In this situation, product should be designed to make more profit by cost down and to satisfy distinguished performance comparing to other competitive ones. In this research, the optimization design of the industrial robot casting will be done. The weight and deflection have to be reduced as objective functions and stress has to be constrained under some constant value. To reduce time cost, CCD (Central Composite Design) will be used to make experimental design. And RSM (Response Surface Methodology) will be taken to make regression model for objective functions and constraint function. Finally, optimization will be done with Genetic Algorithm. In this problem, the objective functions are multiple, so NSGA-II which is brilliant and efficient for such a problem will be used. For the solution quality check, the diversity between Pareto solutions will be also checked.