• 제목/요약/키워드: Data Trading

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Smart Store in Smart City: 소비자 감성기반 상권분석 시스템 개발 (Smart Store in Smart City: The Development of Smart Trade Area Analysis System Based on Consumer Sentiments)

  • 유인진;서봉군;박도형
    • 지능정보연구
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    • 제24권1호
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    • pp.25-52
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    • 2018
  • 본 연구는 소비자들이 상권에 대하여 수행하는 웹 탐색 활동과 감성평가를 반영하는 데이터인 지역구 연관감성어휘를 기반으로 서울시 내 대형 상업 공간으로 정의할 수 있는 각 지역구 간의 연관 감성 네트워크에 대하여 소셜 네트워크 분석을 수행하였다. 나아가 도출한 소셜 네트워크 지표를 지역구 공공 데이터와 결합하여 보다 다각적 측면을 고려한 지역구 상권의 매출액에 영향을 미치는 요인들을 검증하였고 그 영향력의 변화 또한 확인해 보았다. 정적 데이터로 표현되는 공공 데이터만을 통해 구성된 모형으로도 높은 설명력을 가지는 것을 확인할 수 있었으나, 소셜 네트워크 분석 결과로 도출된 네트워크 지표와 결합된 모형에서는 그 설명력이 더욱 향상된 것이 확인되었다. 공공 데이터에 대한 회귀 분석 결과, 투입된 22개의 요인들 중 '골목 상권 수,' '1인당 거주면적,' '주거환경만족도,' '거래증감률,' '3년 이상 생존율'의 5개의 요인이 지역구 상권 매출액에 유의한 영향을 미치는 것이 확인되었다. 이후 공공 데이터와 네트워크 지표 결합 모형에서 투입된 지표들은 '에고 네트워크의 밀도,' '연결 중심성,' '근접 중심성,' '매개 중심성,' '아이겐벡터 중심성'이며, 이 중 '연결 중심성'과 '아이겐벡터 중심성'이 매출액에 유의한 영향을 미치며 모형 내에서 가장 높은 영향력을 보유한 것이 확인되었다. 본 연구는 각 상권이 소비자가 원하는 감성을 고려한 도시 전략 계획 수립과 이행의 실증적 근거로 활용될 수 있을 것이며, 상권에 진입하거나 재창업하는 자영업자나 잠재 창업자를 바탕으로 지역구 상권이 보유한 감성과 그 관계 구조를 고려한 상권 진입 방향성을 제공할 수 있을 것이다.

사이버 해운거래소 구축 방안 (Design of The Cyber Shipping Exchange)

  • 최형림;박남규;김현수;박영재;황성원;박용성
    • 한국항해항만학회:학술대회논문집
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    • 한국항해항만학회 2002년도 춘계학술대회논문집
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    • pp.39-51
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    • 2002
  • Online exchange is a cost-effective approach to trade goods and information among multiple sellers and buyers. Shipping industry includes lots of global entities such as shippers, liners, ship owners and shipping agents. Marine insurance companies and ship repairers and many other groups are also supporting the industry. However, international shipping exchanges are located on few cities in the world. Its our motivation that a shipping market can be online so that market participants do the dealing while sitting where they are with more efficient manner, preferable price and larger pool of candidates of trading partners. This paper presents Korean governmental project of building a cyber shipping exchange. The exchange covers ship sale and purchase, charter, insurance, freight futures, repairs, supplying of ships oil and database service. The workflows of each business were analyzed and designed to fit for online environment. The project includes design of trading mechanism, online documents, data flow, data storage and security. Online match making and trading mechanisms such as auction, reverse auction, bid are used. The whole trading process involves multiple organizations and business processes. So, this Paper focuses on how each organization would play their roles so that users can complete transactions with integrated and transparent view. The online exchange selves also as maritime portal site that links to other sites for cooperation vertically or horizontally, and serves database and information in global perspective. This paper also issues and discusses the justification of an online shipping exchange

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유전알고리즘 활용한 실시간 패턴 트레이딩 시스템 프레임워크 (Conceptual Framework for Pattern-Based Real-Time Trading System using Genetic Algorithm)

  • 이석준;정석재
    • 산업경영시스템학회지
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    • 제36권4호
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    • pp.123-129
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    • 2013
  • The aim of this study is to design an intelligent pattern-based real-time trading system (PRTS) using rough set analysis of technical indicators, dynamic time warping (DTW), and genetic algorithm in stock futures market. Rough set is well known as a data-mining tool for extracting trading rules from huge data sets such as real-time data sets, and a technical indicator is used for the construction of the data sets. To measure similarity of patterns, DTW is used over a given period. Through an empirical study, we identify the ideal performances that were profitable in various market conditions.

기계학습알고리즘을 이용한 위험회복지수의 개발과 활용 (Development and Application of Risk Recovery Index using Machine Learning Algorithms)

  • 김선웅
    • Journal of Information Technology Applications and Management
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    • 제23권4호
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    • pp.25-39
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    • 2016
  • Asset prices decline sharply and stock markets collapse when financial crisis happens. Recently we have encountered more frequent financial crises than ever. 1998 currency crisis and 2008 global financial crisis triggered academic researches on early warning systems that aim to detect the symptom of financial crisis in advance. This study proposes a risk recovery index for detection of good opportunities from financial market instability. We use SVM classifier algorithms to separate recovery period from unstable financial market data. Input variables are KOSPI index and V-KOSPI200 index. Our SVM algorithms show highly accurate forecasting results on testing data as well as training data. Risk recovery index is derived from our SVM-trained outputs. We develop a trading system that utilizes the suggested risk recovery index. The trading result records very high profit, that is, its annual return runs to 121%.

An Analysis of Virtual Economies in MMORPG(Massively Multi-players in Online Role Playing Game)

  • Jung, Gwang-Jae;Lee, Byung-Tae
    • 한국경영정보학회:학술대회논문집
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    • 한국경영정보학회 2007년도 International Conference
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    • pp.661-666
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    • 2007
  • MMORPG, massively multi-players in online role-playing game, is the most popular genre in online games. Because large number of players interacts with each other, virtual worlds in MMORPG are alike communities of real worlds. Moreover, players in virtual worlds trade game items with real money. This paper is to find impacts of real-money trading into real worlds, and game operators, by using two-period model between players of the game and the game operator. It was found that real-money trading benefits game operators, and there exists optimal supply of game items to maximize the profit of game operator. Moreover we found that the income disparity in real worlds could be decreased when real-money trading is allowed To support the analytical model, we used an empirical analysis using real-money trading data, and find the relationship among play time of MMORPG, transaction volume of real-money trading, and price of game items. In empirical analysis, it was found that real-money trading benefits game operators. Moreover, it was found that play time and price have positive relationship.

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A Study on Reversals after Stock Price Shock in the Korean Distribution Industry

  • Jeong-Hwan, LEE;Su-Kyu, PARK;Sam-Ho, SON
    • 유통과학연구
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    • 제21권3호
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    • pp.93-100
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    • 2023
  • Purpose: The purpose of this paper is to confirm whether stocks belonging to the distribution industry in Korea have reversals, following large daily stock price changes accompanied by large trading volumes. Research design, data, and methodology: We examined whether there were reversals after the event date when large-scale stock price changes appeared for the entire sample of distribution-related companies listed on the Korea Composite Stock Price Index from January 2004 to July 2022. In addition, we reviewed whether the reversals differed depending on abnormal trading volume on the event date. Using multiple regression analysis, we tested whether high trading volume had a significant effect on the cumulative rate of return after the event date. Results: Reversals were confirmed after the stock price shock in the Korean distribution industry and the return after the event date varied depending on the size of the trading volume on the event day. In addition, even after considering both company-specific and event-specific factors, the trading volume on the event day was found to have significant explanatory power on the cumulative rate of return after the event date. Conclusions: Reversals identified in this paper can be used as a useful tool for establishing a trading strategy.

신재생에너지의 R&D 생산성과 배출권거래제의 연관관계 분석: OECD 특허데이터를 중심으로 (The Analysis on the Relationship between R&D Productivity of Renewable Energy and Emission Trading Scheme; Using OECD Patent Data)

  • 김수이
    • 자원ㆍ환경경제연구
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    • 제22권1호
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    • pp.53-76
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    • 2013
  • 본 연구는 신재생에너지의 R&D 생산성과 배출권거래제의 연관관계를 OECD의 국가별 특허건수와 R&D 투입액 데이터를 사용하여 분석하였다. 즉 배출권거래제의 실시 전후하여 이러한 R&D 생산성이 실질적으로 향상되었는지를 살펴봄으로써 배출권거래제가 신재생에너지 연구개발 성과를 촉진하였는지를 계량경제학적으로 분석한 것이다. 본 연구에 사용한 분석 방법은 Hausman et al. (1984)가 제시한 Negative Binomial Models을 사용하였다. 분석결과에 의하면 배출권거래제가 신재생에너지의 R&D생산성을 향상시키는 것으로 나타났으며, 이는 99%의 신뢰구간에서 유의한 것으로 나타났다. 또한 부속서 I국가인가의 여부가 신재생에너지의 R&D생산성을 더욱 촉진하는 것으로 나타났다. 본 연구는 단순한 신재생에너지에 대한 연구개발투자의 상호 비교를 통하여 시사점을 도출하기 보다는 실질적인 R&D 생산성을 배출권거래제와 상호 연계하여 분석하였다는 점에서 의의가 있다.

An Empirical Approach to Evaluate Management Performance Using a Trading Area Analysis: Focus on Small and Medium-sized Retail Businesses

  • Bae, Jae-Ho
    • 유통과학연구
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    • 제10권12호
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    • pp.5-11
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    • 2012
  • Purpose - This paper proposes measurement models to evaluate the management performance of small and medium-sized retail businesses on the basis of a trading area analysis that compares their proposed revenue to actual revenue in the trading area. Research design, data, methodology - The study proposes measurement models consisting of five stages, namely: (1) district background survey, (2) customer survey, (3) competitor survey, (4) business district survey, and (5) business performance analysis. Results - To identify business districts easily, this study preferred a minor-adjusted method based on the Euclidean distance, as it is simple to employ for the small and medium-sized businesses. This model was applied to select coffee shops in Daejeon. Results indicated that although the targeted shop was not located in an appropriate location, actual sales were higher than expected. Conclusions - Small- or medium-sized retail businesses face difficulties regarding the economies of scale and brand recognition and must choose an appropriate location to ensure management stability. However, such businesses will find it difficult to evaluate their competitive edge accurately using a trading area analysis.

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선진 유통업체 전자 카탈로그 활용 사례 (Use of Electronic Catalog in Retail Industry)

  • 최문실
    • 한국전자거래학회:학술대회논문집
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    • 한국전자거래학회 2001년도 International Conference CALS/EC KOREA
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    • pp.439-448
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    • 2001
  • Data Alignment is achieved when all trading partners information systems are maintained automatically synchronising with the suppliers information systems on a continuing basis. Electronic catalogues facilitate the ongoing synchronisation of data between trading partners and large retailers in United States and Canada use electronic catalog in order to get rid of non-value added paperwork and manual reconciliation. Data Alignment will dramatically improve the effectiveness of E-Commerce and Supply Chain initiatives including electronic Marketplaces, Collaborative Planning and Forecasting and continuous replenishment processes.

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Eco-System: 클라우드 컴퓨팅환경에서 REC 가격예측 시뮬레이션 (Eco-System: REC Price Prediction Simulation in Cloud Computing Environment)

  • 조규철
    • 한국시뮬레이션학회논문지
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    • 제23권4호
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    • pp.1-8
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    • 2014
  • 클라우드 컴퓨팅은 정보의 다양성과 빅데이터를 IT자원을 이용하여 처리할 수 있는 컴퓨팅 개념이다. 정부는 신재생에너지를 활용한 전력생산을 장려하기 위해 RPS를 시행하였고 시스템을 구축하여 지리적으로 분산되어 있는 빅데이터를 수집하여 운영하고 있다. RPS제도를 이행하는 발전사업자들은 의무할당량 중 REC 부족분을 타 발전사업자들로부터 REC를 구매하여 조달해야 한다. REC는 자율시장에 근거하여 거래되고 있고, 매매가격의 편차가 크기 때문에 RPS 빅데이터를 통해 형평성있는 REC가격을 예측할 필요가 있다. 본 연구에서는 부정확한 가격추이와 규칙을 정량적으로 표현하여, 클라우드 환경에서 퍼지기반으로 REC가격을 예측하는 방법을 제안한다. 클라우드 환경에서 RPS 빅데이터를 통한 상호연관성과 가격결정에 영향을 주는 변수들에 대한 분석이 가능하고 시뮬레이션을 통해 REC 가격을 예측할 수 있다. 클라우드 환경에서 퍼지로직은 매물수량과 매매가격을 이용하여 투명성있는 REC 가격을 예측하고 장기적으로 수렴된 가격을 제시할 것이다.