• 제목/요약/키워드: ratio data

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데이터마이닝을 활용한 한국프로야구 승패예측모형 수립에 관한 연구 (Using Data Mining Techniques to Predict Win-Loss in Korean Professional Baseball Games)

  • 오윤학;김한;윤재섭;이종석
    • 대한산업공학회지
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    • 제40권1호
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    • pp.8-17
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    • 2014
  • In this research, we employed various data mining techniques to build predictive models for win-loss prediction in Korean professional baseball games. The historical data containing information about players and teams was obtained from the official materials that are provided by the KBO website. Using the collected raw data, we additionally prepared two more types of dataset, which are in ratio and binary format respectively. Dividing away-team's records by the records of the corresponding home-team generated the ratio dataset, while the binary dataset was obtained by comparing the record values. We applied seven classification techniques to three (raw, ratio, and binary) datasets. The employed data mining techniques are decision tree, random forest, logistic regression, neural network, support vector machine, linear discriminant analysis, and quadratic discriminant analysis. Among 21(= 3 datasets${\times}$7 techniques) prediction scenarios, the most accurate model was obtained from the random forest technique based on the binary dataset, which prediction accuracy was 84.14%. It was also observed that using the ratio and the binary dataset helped to build better prediction models than using the raw data. From the capability of variable selection in decision tree, random forest, and stepwise logistic regression, we found that annual salary, earned run, strikeout, pitcher's winning percentage, and four balls are important winning factors of a game. This research is distinct from existing studies in that we used three different types of data and various data mining techniques for win-loss prediction in Korean professional baseball games.

기업의 소유구조가 주식수익률에 미치는 영향 (The Effects of Corporate Owner Structure on Stock Returns)

  • 이해영
    • 한국산학기술학회논문지
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    • 제13권7호
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    • pp.2930-2936
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    • 2012
  • 본 연구에서는 2001년 1월부터 2010년 3월까지 한국증권시장에 상장된 365개 표본기업을 대상으로 기업의 소유구조가 주식수익률에 미치는 영향을 패널자료 분석방법을 이용하여 종합적으로 분석하였다. 실증분석결과, 주가수익률에 유의한 영향을 미치는 기업의 소유구조 변수는 기관투자자 지분율, 외국인 지분율인 것으로 나타났다. 기관투자자 지분율은 주식수익률과 양(+)의 유의한 영향을, 외국인지분율은 음(-)의 유의한 영향을 미치는 것으로 확인되었다. 이는 기관투자자들이 경영자를 효율적으로 감시 통제함으로써 대리인비용을 감소시켜 주식수익률을 높인 것으로 볼 수 있다. 한편 외국인투자자들은 기관투자자들과 달리 효율적 감시 통제를 하지 못하는 것으로 보인다. 본 연구에서 제시된 통제변수와 관련하여 기업규모가 커질수록, 장부가치/시장가치비율이 낮을수록, 순이익/주가비율이 높을수록 주식수익률이 높아지는 것으로 분석되었다.

Dynamic Response of Dependency Ratio on Government Expenditures in Indonesia

  • ZULKARNAIN, Teuku;HAZMI, Yusri;NASIR, Muhammad;FAISAL, Faisal;HUSIN, Dasmi
    • The Journal of Asian Finance, Economics and Business
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    • 제9권2호
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    • pp.71-79
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    • 2022
  • The aim of this study is to see how government spending on education, health, and social security affects ratios in Indonesia. The third sector has a critical role to play in reducing the dependency ratio. It also aims to lower unemployment and poverty rates. This study uses the GMM panel data model. This model can determine the dynamic response of the ratio that comes from a number of variables. This study uses data from 33 provinces from 2010 to 2018. The results show that government spending in the education and health sectors has a positive effect on the dependency ratio, both in the short and long term. Social security has a significant effect on the dependency ratio in the long term, but not in the short term. Government spending in the education sector and health sector and social security sector have a positive and significant effect on disease and illness. The study's findings show a high level of poverty with a large standard deviation. The high ratio value is due to the large number of restrictions placed on a number of regions. Each province has made a significant contribution to overcoming these challenges, particularly in terms of the comparative ratio.

Saddlepoint approximations for the ratio of two independent sequences of random variables

  • Cho, Dae-Hyeon
    • Journal of the Korean Data and Information Science Society
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    • 제9권2호
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    • pp.255-262
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    • 1998
  • In this paper, we study the saddlepoint approximations for the ratio of independent random variables. In Section 2, we derive the saddlepoint approximation to the probability density function. In Section 3, we represent a numerical example which shows that the errors are small even for small sample size.

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Limit of the Ratio of Incomplete Beta Functions

  • Hong, Yeon-Woong
    • Journal of the Korean Data and Information Science Society
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    • 제7권2호
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    • pp.289-294
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    • 1996
  • This paper considers the limit of the ratio of two incomplete beta functions $I_{x}(p+s,q+r)\;to\;I_{x}(p,q)\;as\;p+q{\rightarrow}{\infty}$. The results show that the limits depend on r,s,x and the limit of p/(p+q).

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한방의료의 본인부담금 연구 (Study on Out-of-pocket Money among Medical Expenses of an Oriental Medical University Hospital)

  • 신상문;강성욱
    • 대한예방한의학회지
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    • 제3권1호
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    • pp.67-82
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    • 1999
  • This study was performed to investigate out-of-pocket money among medical expenses of an oriental medical university hospital by the use of internal data of an oriental hospital because medical insurance program data could not show us insuree's out-of-pocket money among medical expenses. The purpose of this study was to analyze out-of-pocket money among medical expenses of ambulatory and hospitalized patients. Under this purpose, We analyzed actual medical expenses data of 1389 out-patients and 858 in-patients of the oriental medical university hospital with 90 beds that could be approach to internal data from July 1, 1998 to March 31, 1999. The major findings are as follows : 1. In ambulatory patients, the cost share ratio of insuree & that of insurer was 90 : 10 respectly. 2. In hospitalized patients, the cost share ratio of insuree & that of insurer was 72 : 28 respectly.

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금형공장의 NC 밀링용 가공관리 시스템 (Manufacturing Management System for NC Milling of Die Factory)

  • 정회민;고충남;부창완;원재윤;정구환
    • 한국소성가공학회:학술대회논문집
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    • 한국소성가공학회 2002년도 금형가공 심포지엄
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    • pp.26-33
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    • 2002
  • Die Factory follows typical order adaptive manufacturing, and delaying delivery affects directly product development of customer, Manufacturing Management System is tried to comply with the appointed date of delivery. It acquires running signal from NC milling, calculates manufacturing results, and offers the basic data to manage the operation ratio. Thus it offers Production data necessary to accomplish the objective of progress improvement for Unmanned Manufacturing. Manufacturing Management System runs on Web Environment, and is composed of electronic work order, operation ratio data acquisition and totaling module.

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흡수액으로 에틸렌글리콜이 혼합되고 태양열을 이용한 이중효용 흡수식 시스템의 냉방 특성해석 (Analysis of Thermodynamic Design Data for Cooling of Double -Effect Absorption System of Solar Energy using LiBr - water and Ethylene Glycol Mixture)

  • 원승호;박상일
    • 한국태양에너지학회 논문집
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    • 제23권4호
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    • pp.45-54
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    • 2003
  • For cooling of double effect absorption heat pump system of solar heating source, analysis of thermodynamic design data has been done to find the property of Libr-water + ethylene Glycol mixture for working fluid by computer simulation. Derived thermodynamic design data, enthalpy based coefficient of performance and flow ratio for possible combinations of operating temperature for water - LiBr and Ethylene Glycol mixture ($H_2O$ : CHO ratio 10:1 by mole) by computer simulation are done. The obtained results, COP and mass flow ratio of the water - lithium bromide - ethylene glycol system, are compared with data for the water-Libr pair solution.

에틸렌글리콜 혼합액을 사용하고, 태양열을 보조열원으로 하는 이중효용 흡수식 시스템의 난방 특성해석 (Analysis of Thermodynamic Design Data for Heating of Double - Effect Solar Absorption System using LiBr - water and Ethylene Glycol Mixture)

  • 원승호
    • 한국태양에너지학회 논문집
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    • 제22권4호
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    • pp.51-61
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    • 2002
  • Analysis of thermodynamic design data of double effect solar absorption heat pump system for heating has been done to find the property of Libr-water + ethylene Glycol mixture for working fluid by computer simulation. Derived thermodynamic design data. enthalpy based coefficient of performance and flow ratio for possible combinations of operating temperature for water - LiBr and Ethylene Glycol mixture (H2O: CHO ratio 10:1 by mole) by computer simulation. The obtained results, COP and mass flow ratio of the water-lithium bromide-ethylene glycol system, are compared with data for the water-Libr pair solution.

Effects of Spectral Transformations on Leaf C:N Ratio Inversion with Hyperspectral Data

  • Run-he, SHI;Da-fang, ZHUANG;Qiao-jing, QIAN;Zheng, NIU
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2003년도 Proceedings of ACRS 2003 ISRS
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    • pp.322-324
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    • 2003
  • Leaf C:N ratio is a new factor in the field of biochemical inversion with hyperspectral data. Effects of common-used spectral transformations including log(R), log(1/R), 1/R, etc. from 400nm to 2490nm on its inversion are compared. Results show that their effects on statistical modeling are not apparent. Continuum removal is used on original reflectance in the range of 2030nm to 2220nm, in which exists an apparent absorption peak due to cellulose, lignin, protein, etc. The effect is distinctive and tends to improve the precision of C:N ratio inversion. Further, it is a robust and physically based transformation.

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