• 제목/요약/키워드: 가격패턴

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Performance Evaluation of Price-based Input Features in Stock Price Prediction using Tensorflow (텐서플로우를 이용한 주가 예측에서 가격-기반 입력 피쳐의 예측 성능 평가)

  • Song, Yoojeong;Lee, Jae Won;Lee, Jongwoo
    • KIISE Transactions on Computing Practices
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    • v.23 no.11
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    • pp.625-631
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    • 2017
  • The stock price prediction for stock markets remains an unsolved problem. Although there have been various overtures and studies to predict the price of stocks scientifically, it is impossible to predict the future precisely. However, stock price predictions have been a subject of interest in a variety of related fields such as economics, mathematics, physics, and computer science. In this paper, we will study fluctuation patterns of stock prices and predict future trends using the Deep learning. Therefore, this study presents the three deep learning models using Tensorflow, an open source framework in which each learning model accepts different input features. We expand the previous study that used simple price data. We measured the performance of three predictive models increasing the number of priced-based input features. Through this experiment, we measured the performance change of the predictive model depending on the price-based input features. Finally, we compared and analyzed the experiment result to evaluate the impact of the price-based input features in stock price prediction.

Development on the Signal Generator for FGV Test of LCD Manufacturing Process (LCD 생산 공정의 FGV 테스트를 위한 신호발생 장치 개발)

  • Park, Hyoung-Keun;Kim, Sun-Youb;Yang, Myeong-Hun
    • Proceedings of the KAIS Fall Conference
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    • 2008.11a
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    • pp.197-200
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    • 2008
  • 현재 국내.외의 디스플레이 산업에서의 경쟁력은 사용자의 요구에 부응하는 제품을 얼마나 적시에 적절한 가격으로 출시하는가에 달려있다. 또한 국외, 특히 중국과 대만의 거센 추격을 받을 뿐만 아니라 시장조사기관에서는 지속적인 가격하락을 예상하고 있다. 이를 극복하고 국내업체가 세계시장에서 경쟁력을 확보하기 위해서는 수율의 극대화가 필수적이다. 따라서 본 연구개발에서는 정해진 환경에서 최대의 불량검출 능력을 발휘할 수 있도록 공정을 개선하기 위하여 Full Gate Visual 테스트에 필수적인 FGV 패턴발생 장치와 공정제어 장치를 개발하였다.

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A Study on the Pattern of Price Variation for the Remodeled Multi-Family Housing (리모델링 사업에 따른 공동주택의 가격변화에 관한 연구)

  • Kim, Jaesung;Cho, Kyuman;Kim, Taehoon
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2016.05a
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    • pp.257-258
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    • 2016
  • Construction of Multi-Family Housing(MFH) was rapidly spread in the 1990s, it has been mostly passed more than 20 years and it is faced to aging time. Remodeling has emerged a major issue in the construction industry as an alternative of improvement and recovery the initial performance of the deteriorated MFH. But, Many decision-makers are struggling to determine whether to conduct a remodeling because of profitability. In this context, this research was conducted as the following steps to achieve this research goal, i) remodeled MFH cases and comparative cases were collected, ii) the price information based on three time frames (i.e., before remodeling, after remodeling, and present) was collected, and iii) the relative price variation of the remodeled cases was analyzed and finally it is revealed that there are four patterns of price variation.

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Imprint를 이용한 Stamp 제작방법

  • Gwak, Jeong-Bok;Lee, Sang-Mun;Na, Seung-Hyeon
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2007.06a
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    • pp.206-206
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    • 2007
  • PCB기판 제작에 있어서 미세패턴을 형성하기 위한 차세대 공법으로 imprint공법을 이용하여 PCB기판제작에 대한 내용입니다. imprinting을 하기 위해서 미세때턴이 형성된 Tool-foil을 이용하여 imprinting시 Via hole을 동시 가공을 함으로서, 공정 비용 절감과 공정 프로세스 단축의 효과를 볼수 있다. 하지만 대면적(405*510size) imprint용 N-stamp제작이 쉽지 않으며, Ni-stamp가격 또한 만만치 않으며, 대면적 size일수록 이형처리 또한 쉽지 않다. 이형문제와 Stamp제작 비용을 줄이기 Cu-stamp를 제작 하여, Imprint후 이형처리 하지 않으며, Stamp제작 또한 쉬우며, 가격도 싸기 때문에 그에 따른 기대효과를 간략하게 소개 하고자 한다.

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Performance improvement on mobile devices using MVC+Prefetch Controller Pattern (MVC+Prefetch Controller 패턴을 사용한 모바일 기기의 성능향상 기법)

  • Im, Byung-Jai;Lee, Eun-Seok
    • The KIPS Transactions:PartD
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    • v.18D no.3
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    • pp.179-184
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    • 2011
  • Current mobile devices have surpassed its boundaries as a more communication tool to a smart device which provides additional features. These features have supported the smart life of its users, but have reached its limit from low-performance processors and short-battery time. These issues can be resolved b implementing higher performing hardware, but they come with a burden of high cost. This paper introduces a new way of managing computing resources in a mobile device by enhancing the quality of human-computer interaction. The real-speed felt by users are mainly influenced by the time it takes form a user's input to the device to display the completed result on the screen. Since the size of the screen for mobile devices are small, if the processor only fetch data to be used for displaying on screen, the time can be significantly reduced. MVC+Prefetch Controller pattern accomplished this goal by using the minimum amount of data from DB to fetch display and still manages to support high-speed data transfer to achieve seamless display. This idea has been realized by practice using Samsung mobile phone S8500, which demonstrated the superior performance on user's perspective.

Comparison of Environmental Efficiencies and Shadow Prices of Pollutants in Korean Cities (한국 도시의 환경효율성과 오염물 잠재가격 비교)

  • Kang, Sang-Mok
    • Journal of the Economic Geographical Society of Korea
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    • v.13 no.3
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    • pp.398-415
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    • 2010
  • The purpose of this paper is to grasp levels of cost burden in pollution treatment by measuring efficiencies and shadow prices by pollutants in Korean cities. The efficiencies and shadow prices of pollutants will be compared for cities divided by Seoul metropolitan area and non-Seoul metropolitan area. Annual shadow prices of NOx, SOx, and PM10 emissions in the cities of Seoul metropolitan area are 0.846, 0.318, 0.816, respectively for 1999-2005. The annual shadow prices in the cities of Non-Seoul metropolitan area are 0.848, 0.272, and 0.789, respectively over the same periods. The shadow prices of SOx showed similar levels between two areas but those of NOx and PM10 of cities in Seoul metropolitan area were higher. NOx emission quantities of both areas have similar increasing patterns because the NOx has mainly increased with augmentation of transportation regardless of Seoul metropolitan and non-Seoul metropolitan areas. It seems that the reason the shadow prices of two pollutants for the cities of Seoul metropolitan area are higher, is because environmental regulation is stronger in the cities of Seoul metropolitan area, the cities of Seoul metropolitan relatively show higher quantities of pollution reduction under given desirable outputs, and generally have industrial sectors with small pollution emission. In the future we need to reduce pollutants in the various respects such as adjustment of overall industry structure, energy consumption pattern, and reviews of arrangement of living space for the cities located on the downward-sloping segment of production frontier.

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Research on Power Consumption Scenario Design for DC-Based Green Smart Home (가정용 직류배전 시스템의 전력사용 시나리오 구성에 대한 연구)

  • Pak, Cheol-Woo;Baek, Jongbok;Seo, Gab-su;Bae, Hyunsu;Cho, Bohyung
    • Proceedings of the KIPE Conference
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    • 2010.11a
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    • pp.48-49
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    • 2010
  • 전기에너지의 가격상승과 에너지 소비량 증가, 이산화탄소 배출 문제의 해결방안으로 직류 배전 시스템에 대한 연구가 진행되고 있다. 직류배전 시스템은 각 부하에서 발생되는 AC/DC 변환 손실을 줄이기 위해 각 기기의 AC/DC 컨버터를 통합하여 부하에 직류를 공급하여 효율 및 신뢰도의 향상을 얻는다. 설계된 직류배전 시스템의 효용성을 입증하기 위해서는 실제 사용 패턴에 근접한 부하의 사용정보가 요구된다. 본 논문에서는 전력사용통계에 근거한 계절별, 가구별 전력소비 패턴을 분석하고, 세대별 연중 부하사용 시나리오를 구성한다. 또한 작성된 시나리오를 직류 배전 전력계 시스템 설계 툴에 적용하여 직류 기반 시스템의 효용성을 검증한다.

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The Relationship Between Educational Environment and Housing Prices And Its Implication For Socio-spatial Inequality: The Case of Seoul, Korea (교육환경과 주택가격 간 관계와 사회공간적 격차에 대한 함의 -서울시의 사례연구-)

  • Ha, Youngjoo;Lee, Wonho
    • Journal of the Economic Geographical Society of Korea
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    • v.16 no.1
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    • pp.86-98
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    • 2013
  • This study began with the fact that the relationship between eductional environments and housing price needs to be understood in the context of the structuring of socio-spatial disparity. In other words, this paper focuses on the fact that the eduction with public features and functions plays a role of housing price determination and the rising price is privatized only to cause socio-spatial inequality. The study first examines how the education factors determine the housing price and cause increasing social inequality in Seoul at the macro level. It also carried out more detailed quantitative analysis on the relationship between educational environment factors and housing price with the case study of Yangcheon-gu, Seoul. This study found out that the close relationship between educational environment, housing price and social disparity at various spatial scales. It also figured out the the educational environment factors play an important role of housing price determination as much as material features per se. This means that the relationship between education, housing price and inequality needs to be dealt with not just socially but also in spatial perspective. In addition, the housing price determination is not just technical research but an social science issue in the context of rising socio-spatial disparity. This study is of only significance as a starting point of promising related researches in the future and much more efforts will be needed.

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Conjoint Analysis of the Korean Floriculture Market for the Main Cut Flowers to Predict the Demand for Floriculture Plants (Conjoint 분석을 통한 주요 절화류의 소비 예측 분석)

  • Lim, Jin Hee;Shim, Myung Syun;Seo, Ji Yeon;Baek, Yi Hwa
    • Horticultural Science & Technology
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    • v.32 no.5
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    • pp.721-729
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    • 2014
  • This study was conducted to improve the consumption of floriculture plants by researching preferences of consumers for the main types of cut flowers. We analyzed the results of surveys, carried out by a company, that were largely about roses, chrysanthemums, and lilies. After departmentalizing consumers into groups and analyzing the results through conjoint and cluster analysis, we found that consumers showed a higher rate of use based on price and vase life than on flower color and flower shape in roses. The groups of rose consumers preferred a price of 1000 won, spray type flower shape, vase life of 7-8 days, and red flower color. In chrysanthemums, consumers showed higher rate of use for flower color than for vase life, flower shape, and price. The groups of chrysanthemum consumers preferred a price of 1000 won, standard flower shape, 16-20 days vase life, and yellow flower color. In lilies, consumers showed higher use rate for flower shape than vase life, price, and flower color. Lily consumers preferred a price of 2000 won, large flower shape, 4-7 days vase life, and yellow flower color. Thus, the major cut flowers (rose, chrysanthemum, and lily) all showed highest use rates in for vase life. These results highlight the importance of understanding the characteristics of consumer interests. They also emphasize that we should plan and create market-oriented and consumer-oriented products to improve the consumption of floriculture plants.

Printing 기법을 이용한 MCPCB 방열기판의 구조 및 특성분석

  • Lee, Jong-U;Son, Seong-Su;Ha, Hyeong-Seok;Kim, Min-Seon;Jo, Hyeon-Min
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2009.11a
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    • pp.182-182
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    • 2009
  • 일반적으로 스크린 프린팅 공정은 실비가 간단하고 공정이 쉬우며 가격이 저렴한 특성을 가지고 있다. 본 연구에서는 스크린 프린팅 방법들 이용하여 절연층을 코팅하고 도체 패턴을 형성하여 MCPCB(Metal-Core Printed Circuit Board) 기판을 제작하였다. 또한, 이 방법으로 제작된 MCPCB 기판의 방열 특성을 기존 상용 MCPCB와 비교 평가하였다.

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