• 제목/요약/키워드: technology Stock

검색결과 889건 처리시간 0.028초

Predicting Stock Liquidity by Using Ensemble Data Mining Methods

  • Bae, Eun Chan;Lee, Kun Chang
    • 한국컴퓨터정보학회논문지
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    • 제21권6호
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    • pp.9-19
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    • 2016
  • In finance literature, stock liquidity showing how stocks can be cashed out in the market has received rich attentions from both academicians and practitioners. The reasons are plenty. First, it is known that stock liquidity affects significantly asset pricing. Second, macroeconomic announcements influence liquidity in the stock market. Therefore, stock liquidity itself affects investors' decision and managers' decision as well. Though there exist a great deal of literature about stock liquidity in finance literature, it is quite clear that there are no studies attempting to investigate the stock liquidity issue as one of decision making problems. In finance literature, most of stock liquidity studies had dealt with limited views such as how much it influences stock price, which variables are associated with describing the stock liquidity significantly, etc. However, this paper posits that stock liquidity issue may become a serious decision-making problem, and then be handled by using data mining techniques to estimate its future extent with statistical validity. In this sense, we collected financial data set from a number of manufacturing companies listed in KRX (Korea Exchange) during the period of 2010 to 2013. The reason why we selected dataset from 2010 was to avoid the after-shocks of financial crisis that occurred in 2008. We used Fn-GuidPro system to gather total 5,700 financial data set. Stock liquidity measure was computed by the procedures proposed by Amihud (2002) which is known to show best metrics for showing relationship with daily return. We applied five data mining techniques (or classifiers) such as Bayesian network, support vector machine (SVM), decision tree, neural network, and ensemble method. Bayesian networks include GBN (General Bayesian Network), NBN (Naive BN), TAN (Tree Augmented NBN). Decision tree uses CART and C4.5. Regression result was used as a benchmarking performance. Ensemble method uses two types-integration of two classifiers, and three classifiers. Ensemble method is based on voting for the sake of integrating classifiers. Among the single classifiers, CART showed best performance with 48.2%, compared with 37.18% by regression. Among the ensemble methods, the result from integrating TAN, CART, and SVM was best with 49.25%. Through the additional analysis in individual industries, those relatively stabilized industries like electronic appliances, wholesale & retailing, woods, leather-bags-shoes showed better performance over 50%.

특허의 질적 가치가 기업의 시장가치에 미치는 영향에 관한 연구 (A Study on the Impact of Patent Quality on the Firm's Market Value)

  • 정재관;김병근
    • 기술혁신연구
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    • 제25권3호
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    • pp.265-297
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    • 2017
  • 본 연구는 연구개발스톡과 6개의 지식스톡(특허의 질적 가치)이 기업의 시장가치에 미치는 영향을 포함하는 연구모형을 설정하여 기업의 시장가치와의 상관관계를 분석하였다. 구체적으로 토빈Q 모형을 사용하여 우리나라 402개 기업의 미국특허등록 108,851건(연도관측치 2,795건)의 특허를 분석하였다. Hall모형의 확장 모형 분석결과, 연구개발스톡/자산, 청구항스톡/특허스톡, 인용스톡/특허스톡 등이 기업의 시장가치에 긍정적인 영향을 미치는 것으로 나타났으며, 유의수준이 높진 않지만 피인용스톡/특허스톡, 발명자스톡/특허스톡 등도 기업의 시장가치에 긍정적인 영향을 미칠 수 있는 것으로 분석되었다. 이러한 결과에 따라 특허경영시대에 특허의 질적 수준 고도화와 특허의 가치 제고를 위한 정책 방안이 마련되어야 할 것으로 보인다.

Modeling of Hydrodynamic Processes at a Large Leak of Water into Sodium in the Fast Reactor Coolant Circuit

  • Perevoznikov, Sergey;Shvetsov, Yuriy;Kamayev, Aleksey;Pakhomov, Ilia;Borisov, Viacheslav;Pazin, Gennadiy;Mirzeabasov, Oleg;Korzun, Olga
    • Nuclear Engineering and Technology
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    • 제48권5호
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    • pp.1162-1173
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    • 2016
  • In this paper, we describe a physicomathematical model of the processes that occur in a sodium circuit with a variable flow cross-section in the case of a water leak into sodium. The application area for this technique includes the possibility of analyzing consequences of this leak as applied to sodium-water steam generators in fast neutron reactors. Hydrodynamic processes that occur in sodium circuits in the event of a water leak are described within the framework of a one-dimensional thermally nonequilibrium three-component gas-liquid flow model (sodium-hydrogen-sodium hydroxide). Consideration is given to the results of a mathematical modeling of experiments involving steam injection into the sodium loop of a circulation test facility. That was done by means of the computer code in which the proposed model had been implemented.

중국 A주 시장의 대외개방이 주가에 미친 영향 (Impact of the Opening Policy of China's A-Share Market on the Stock Market)

  • 김부용;신선희
    • 문화기술의 융합
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    • 제10권4호
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    • pp.711-719
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    • 2024
  • 본 연구는 기관투자자 제도, 해외 증시와의 교차거래 제도, A주의 글로벌 지수 편입, 신규 보드 개설 등의 네 가지 측면에서 중국 A주 시장의 대외개방 정책 및 그 성과에 대해 살펴보았으며, 아울러 이러한 A주 시장의 대외개방 정책이 상하이종합주가지수와 선전종합주가지수에 미치는 영향에 대해 1994년 1월 3일부터 2024년 5월 30일까지의 시계열 자료를 이용하여 실증적으로 분석하였다. 분석 결과 QFII·RQFII와 같은 기관투자자 제도, 후강퉁·선강퉁과 같은 해외 증시와의 교차거래 제도, A주의 MSCI EM 지수나 FTSE Russell 지수와 같은 글로벌 지수에의 편입, 과학혁신보드와 같은 신규 보드 개설 등의 모든 대외개방 정책이 주가지수에 통계적으로 유의미한 양의 영향을 미침이 확인되었다. 이러한 분석 결과를 토대로 우리는 중국이 향후 주식시장 대외개방을 더욱 확대해야 하고, 특히 개인투자자들의 중국 주식시장에 대한 접근성을 더욱 확대해야 하며, 외국과 정치적 갈등을 완화하고 이해를 증진시키기 위한 상호 노력이 필요하며, 부동산을 비롯한 산업규제 완화가 중국의 경기회복과 외국인의 A주 시장 투자에 긍정적인 영향을 미칠 것이라는 결론을 도출하였다.

시뮬레이션 기법을 활용한 열차 차량기지의 중정비 검수 용량 평가 (Evaluation of Train Overhaul Maintenance Capacity for Rolling Stock Depot Using Computer Simulation Method)

  • 장성용;전병학;이원영;유재균
    • 한국철도학회논문집
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    • 제10권2호
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    • pp.231-242
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    • 2007
  • As railroad industry faces the new Renaissance era, effective and efficient maintenance methods for rolling stock operation are required with advanced railroad technology. All kinds of railroad systems such as high-speed long-distance train, metropolitan mass transit and light rail require systematic maintenance technology in order to maintain the safe railroad operation. Simulation models for regular operations of the example maintenance center are developed. In this study, standard maintenance procedures, layout, equipments, and number of workers of Siheung Metropolitan Railroad Maintenance Rolling Stock Depot are considered. The proposed simulation models are developed using simulation package ARENA. After simulation, four types of observations are analyzed. First, the bottleneck operation is identified. Second, the relationship between maintenance center size, number of workers and cycle time is analyzed. Third, the scheduling performances between PERT/CPM and Critical Chain Project Management(CCPM) are compared. Lastly, the simulation results according to worker's working coverage shows expanding the worker's coverage decreases the cycle time and increases throughput per train. However, workers are to be fully trained to do multiple skill work.

현금배당정보와 주식배당정보가 기업가치평가에 미치는 차별적 영향 -배당세 영향을 중심으로- (The Differential Effects of Cash Dividend and Stock Dividends on the Firm Valuation)

  • 유성용;김동출
    • 정보학연구
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    • 제4권3호
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    • pp.19-34
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    • 2001
  • 본 연구는 배당의 형태에 따라 개인투자자들이 배당세를 인식하여 투자가치를 평가하는가를 검증하는 것이 목적이다. 현금배당의 경우에는 기업의 현금유출이 발생하지만 주식배당의 경우에는 기업의 순장부가치에 변동을 초래하지 않는다. 개인투자자들이 배당에 대해 배당세를 인식하고 투자가치를 평가한다면 순장부가치에서 납입자본과 이익잉여금의 가치를 다르게 인식하게 된다. 검증결과 현금배당의 경우에는 배당세를 인식하여 순장부가치를 평가하지만 주식배당의 경우에는 배당세를 인식하는 뚜렷한 증거를 발견할 수 없었다. 또한 순이익에 대해서는 배당의 형태에 관계없이 배당세를 인식하지 않는 것으로 나타났다. 본 연구의 결과로 볼 때 공평한 과세를 달성하기 위해서는 배당에 대한 과세뿐만 아니라 자본이득세를 부과함으로써 소득의 형태에 관계없이 동일한 기준으로 과세하는 것이 바람직 할 것으로 보인다.

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Factors Affecting Capital Structure of Listed Construction Companies on Hanoi Stock Exchange

  • NGUYEN, Nguyet Minh;TRAN, Kien Trung
    • The Journal of Asian Finance, Economics and Business
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    • 제7권11호
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    • pp.689-698
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    • 2020
  • The aim of this article is to determine the influence of factors on the capital structure of construction companies listed on the Hanoi Stock Exchange. The data of the article were collected and calculated from the financial statements of 54 construction companies listed on Hanoi Stock Exchange from 2012 to 2019. With the application of E-view software in quantitative analysis to build panel data regression model (panel data), the article has built a regression model to determine the relationship of intrinsic factors affecting the capital structure of construction companies listed on Hanoi Stock Exchange. In the study, dependent variable is capital structure, determined by the debt-to-equity ratio. Profitability, coefficient of solvency, size, loan interest rate, structure of tangible assets, and growth are independent variables. The results showed that the two factors of growth and firm size positively affect the capital structure, the profitability factor has the opposite effect on capital structure. Factors of short-term debt solvency, average loan interest rate and tangible asset structure have no correlation with capital structure. The findings of this article are useful for business administrators, helping business managers make the right financial decisions to make capital structure decisions in their own conditions.

서해 어획대상 잠재생산량 추정을 위한 자원평가모델의 비교 분석 (Comparative analysis of stock assessment models for analyzing potential yield of fishery resources in the West Sea, Korea)

  • 최민제;김도훈;최지훈
    • 수산해양기술연구
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    • 제55권3호
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    • pp.206-216
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    • 2019
  • This study is aimed to compare stock assessment models depending on how the models fit to observed data. Process-error model, Observation-error model, and Bayesian state-space model for the Korean Western coast fisheries were applied for comparison. Analytical results show that there is the least error between the estimated CPUE and the observed CPUE with the Bayesian state-space model; consequently, results of the Bayesian state-space model are the most reliable. According to the Bayesian State-space model, potential yield of fishery resources in the West Sea of Korea is estimated to be 231,949 tons per year. However, the results show that the fishery resources of West Sea have been decreasing since 1967. In addition, the amounts of stock in 2013 are assessed to be only 36% of the stock biomass at MSY level. Therefore, policy efforts are needed to recover the fishery resources of West Sea of Korea.

The Effects of ESG on Returns : Focusing on Chinese IT Companies

  • Jun-Chen Lin;Ji-Young Kwak
    • International Journal of Advanced Culture Technology
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    • 제11권2호
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    • pp.389-396
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    • 2023
  • This paper selects 100 IT companies listed on the Shenzhen Stock Exchange from 2016 to 2020, and the public announcement in Hwajung collects ESG integrated ratings and grades for each sector and empirically verifies the relationship between ESG ratings and stock returns. Huazheng ESG level data and QIANZHAN database Using corporate financial data, a total of 500 samples were selected through correlation analysis and linear regression analysis with SPSS23 to analyze the effect of ESG on Return. As a result of the analysis, first, the impact on stock returns was found to be a significant positive (+) value for ESG integrated ratings and ratings by E (environment), S (social), and G (governance) sectors, confirming that ESG ratings have a positive mold of corporate stock returns. Currently, the world's major economies have proposed sustainable development strategies and "carbon neutral" goals. Development strategies are very consistent with ESG concepts, and companies that agree and execute ESG concepts may have higher ratings than other companies in the same industry, resulting in certain evaluation premiums. In addition, capital market performance in recent years shows that companies with ESG concepts or "carbon neutrality" concepts are generally considered to have higher growth potential and stronger anti-risk capabilities in the market. For listed companies, they should focus on ESG investment, improve ESG performance, and actively disclose related information to investors. Improving ESG performance should deliver positive information to society, enhance corporate image, increase market confidence in the future development of listed companies, and positively improve corporate value to actively increase financial, financial, trading, and other aspects of negotiation.

근로자 자본참가의 생산성효과 (The Productivity Effects of Worker Participation in Capital)

  • 남상섭;안병룡
    • 정보학연구
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    • 제8권1호
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    • pp.63-81
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    • 2005
  • The purpose of this study is primarily to analyse empirically the productivity effects of worker participation in capital by Korean employee stock ownership plan that had taken newly effect on and after January 1,2002, and secondarily to examine the impact of unionization on productivity. The analysis data are those of 150 firms that listed or registered on the stock market, and introduced ESOP. The result of this study can be summarized as follows. First, the worker participation in capitia have significantly a positive effect on productivity, but the magnitude of those effects vary according to estimation models and sectors. The elasticity of stock share owned by employees on productivity is from 0.03 to 0.24. Second, there is no unitary relationship between unionization and productivity. The coefficients of union dummy variable are positive or negative according to models and sectors as well as insignificant.

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