• Title/Summary/Keyword: empirical analysis

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Discriminant analysis using empirical distribution function

  • Kim, Jae Young;Hong, Chong Sun
    • Journal of the Korean Data and Information Science Society
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    • v.28 no.5
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    • pp.1179-1189
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    • 2017
  • In this study, we propose an alternative method for discriminant analysis using a multivariate empirical distribution function to express multivariate data as a simple one-dimensional statistic. This method turns to be the estimation process of the optimal threshold based on classification accuracy measures and an empirical distribution function of data composed of classes. This can also be visually represented on a two-dimensional plane and discussed with some measures in ROC curves, surfaces, and manifolds. In order to explore the usefulness of this method for discriminant analysis in the study, we conducted comparisons between the proposed method and the existing methods through simulations and illustrative examples. It is found that the proposed method may have better performances for some cases.

An Empirical Study on the Impact of Compliance Program on Trade (전략물자 자율준수제도의 무역에 대한 효과 분석)

  • KIM, Hyun-Jee
    • THE INTERNATIONAL COMMERCE & LAW REVIEW
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    • v.74
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    • pp.105-124
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    • 2017
  • This study aims to present the effects of the introduction of the Compliance Program in Korea on real trade and its implication by empirical analysis. First, through regression analysis based on the data of the amount of permitted export by CP items (HSK10 units) during the period of 2010-2016 in Korea, it is revealed that the increase in export license of CP enterprises has a relatively greater effect on the increase in total imports by item. Second, since the introduction of the rating system under the optional CP in 2014, the increase in export licenses of CP companies has had a greater impact on the total export growth by items than before. Also, it is analyzed that the increase of export permission of CP companies has a relatively less effect on the increase of total imports by item than that of total exports. The results of this empirical analysis show that CP has a positive effect on exports and imports, but it needs to be supplemented in terms of efficiency.

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Empirical Design Method for the Damping Force Characteristics of Shock Absorbers (쇽압쇼바 감쇠력 특성의 실험적 설계법 연구)

  • Baek, W.K.;Kim, C.M.
    • Journal of Power System Engineering
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    • v.15 no.4
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    • pp.11-18
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    • 2011
  • A Shock absorber is one of the most important components in vehicle suspension systems. In general, many repeated analyses are required for the design of a shock absorber to satisfy the suspension characteristics of a specific automobile, like fluid flow analysis and mechanical analysis. The purpose of this study is to develop a fast design tool for shock absorber designers. One of the efficient solutions for this can be an empirical design method considering phenomenological effects from the shock absorber design variables. In order to extract the shock absorber's experimental characteristics, we used Taguchi method. This method showed that which design variables have major effects for the shock absorber's damping characteristics. This empirical design method also showed the direction of the design changes to satisfy the designer's intension.

Safety Improvement Analysis of Roundabouts in Jeollabuk-do Province using Accident Prediction Model (사고예측모형을 활용한 회전교차로 안전성 향상에 관한 연구 - 전라북도를 중심으로 -)

  • Kim, Chil Hyun;Kwon, Yong Seok;Kang, Kuy Dong
    • International Journal of Highway Engineering
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    • v.18 no.4
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    • pp.93-102
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    • 2016
  • PURPOSES : There are many recently constructed roundabouts in Jeollabuk-do province. This study analyzed how roundabouts reduce the risk of accidents and improve safety in the province. METHODS : This study analyzed safety improvement at roundabouts by using an accident prediction model that uses an Empirical Bayes method based on negative binomial distribution. RESULTS : The results of our analysis model showed that the total number of accidents decreased from 130 to 51. Roundabouts also decreased casualties; the number of casualties decreased from 7 to 0 and the seriously wounded from 87 to 16. The effectiveness of accident reduction as analyzed by the accident prediction model with the Empirical Bayes method was 60%. CONCLUSIONS : The construction of roundabouts can bring about a reduction in the number of accidents and casualties, and make intersections safer.

Meta Analysis of Usability Experimental Research Using New Bi-Clustering Algorithm

  • Kim, Kyung-A;Hwang, Won-Il
    • The Korean Journal of Applied Statistics
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    • v.21 no.6
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    • pp.1007-1014
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    • 2008
  • Usability evaluation(UE) experiments are conducted to provide UE practitioners with guidelines for better outcomes. In UE research, significant quantities of empirical results have been accumulated in the past decades. While those results have been anticipated to integrate for producing generalized guidelines, traditional meta-analysis has limitations to combine UE empirical results that often show considerable heterogeneity. In this study, a new data mining method called weighted bi-clustering(WBC) was proposed to partition heterogeneous studies into homogeneous subsets. We applied the WBC to UE empirical results and identified two homogeneous subsets, each of which can be meta-analyzed. In addition, interactions between experimental conditions and UE methods were hypothesized based on the resulting partition and some interactions were confirmed via statistical tests.

Empirical Equation for Pollutant Loads Delivery Ratio in Nakdong River TMDL Unit Watersheds (낙동강 오염총량관리 단위유역 유달율 경험공식)

  • Kim, Mun Sung;Shin, Hyun Suk;Park, Ju Hyun;Kim, Sangdan
    • Journal of Korean Society on Water Environment
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    • v.25 no.4
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    • pp.580-588
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    • 2009
  • In this study daily flow rates and delivered pollutant loads of Nakdong river basin are simulated with modified TANK model and minimum variance unbiased estimator. Based on the simulation results, flow duration curves, load duration curves, and delivery ratio duration curves have been established. Then GIS analysis is performed to obtain several hydrological geomorphic characteristics such as watershed area, stream length, watershed slope and runoff curve number. Finally, multiple regression analysis is carried out to estimate empirical equations for pollutants delivery ratio. The results show that there is positive relation between the flow rates and delivery ratios, and the proposed empirical formulas for delivery ratio can predict well river pollutant loads.

An Empirical Study on the Level of Ship Safety Management in View of Seamen's Safety Activity (선원의 안전활동측면에서 본 선박의 안전관리 수준에 관한 실증연구)

  • 임종길
    • Journal of the Korean Institute of Navigation
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    • v.18 no.4
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    • pp.83-118
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    • 1994
  • In this study, the writer embodies factors influencing on ship safety management by an empirical survey. In the empirical survey, the writer used a questionnaire. 1, 271 proper data was obtained from 4, 240 Korean seamen working in 152 domestic and 60 foreign merchant ships. Reliability was tested by Cronbach's Alpha and a conceptual validity by Factor Analysis. Hypotheses established in this study were tested by Correlation and Multiple Regression Analysis. Results of analysis are as follows: Firstly, three levels(i.e. planning, doing, and evaluation) of safety management and satisfaction level of shipboard life correlate significantly with level of ship safety management and between them(P<0.05) Secondly, satisfaction level of shipboard life, evaluation and planning levels of safety management influence significantly on level of ship safety management(P<0.05).

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A Study on the Prediction of Engine Condition of Supersonic Aircraft through the Wear Debris Monitoring Technique (마모입자 분석기술을 이용한 초음속 항공기 엔진의 상태 예측에 관한 연구)

  • 정병학;정동윤
    • Tribology and Lubricants
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    • v.13 no.2
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    • pp.82-88
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    • 1997
  • This paper describes an empirical equation which can be used to predict the engine condition of supersonic aircraft. The equation, which is derived from the trend analysis of JOAP data, represents the concentration of Fe particles in the engine oil. The result of the trend analysis shows that the concentration of Fe particles is a function of running time of engine oil. Meanwhile the slope of Fe concentration is a function of running time of engine. Threfore, the empirical equation was derived as $w=a(t_e).t_o+b$. However, the equation could not enough to diagnose the damaged part of engine quantitatively. To make up for the weak points of the equation, qualitative analysis was carried out. For that purpose wear debris were collected from the abnormal engine and analyzed by EDS to detect the damaged parts of engine.

An Empirical Analysis of Push-Pull-Mooring Factors Affecting on Switching Intention to Over the Top(OTT) Services (Over The Top(OTT) 서비스 전환의도에 영향을 미치는 Push-Pull-Mooring 요인에 대한 실증적 분석)

  • Park, Hyun Sun;Kim, Sang Hyun
    • The Journal of Information Systems
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    • v.30 no.4
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    • pp.71-94
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    • 2021
  • Purpose The purpose of this study is to verify impacts of factors, representing Push-Pull-Mooring(PPM) on switch intention to OTT(Over-The-Top) service in demand for content and to find relationship between factors through empirical analysis. Design/methodology/approach This study designed a research model by deriving factors affecting the intention to switch on OTT service based on the Push-Pull-Mooring framework and researches on OTT service. To test the hypothesis, a total of 357 responses were collected from individuals with experience in using OTT service and analyzed using SPSS26 and SmartPLS3.0. Findings According to the empirical analysis result, this study confirmed that the push, pull, and mooring factors proposed in this study had a significant effect on switching intention on OTT service. In addition, this study confirmed that both low switching cost and need for variety had a significant effect except for hypothesis H8.

The Empirical Analysis for Competitiveness of Small & Medium Construction Companies using Key Performance Indicators(KPI) (경영성과지표(KPI)를 이용한 중소건설기업 경쟁력 실증분석)

  • Park, Hong-Jo;Ji, Hyun-Mi
    • Journal of the Korea Institute of Building Construction
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    • v.17 no.2
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    • pp.199-209
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    • 2017
  • The measurement of business performance is important to secure the competitiveness of construction companies. Therefore, the purpose of this study is to analyze what is needed to increase the competitiveness of small & medium construction companies. In order to analyze efficiently, this study reconfirms the effectiveness of Key Performance Indicators(KPI) of construction companies selected from previous studies. The empirical analysis to find differences of KPI between small & medium construction companies and big construction companies is performed using the 4,286 construction company samples extracted by 'KIS-Value Data Base'. The results of the empirical analysis show that there are significant differences in characteristics of KPI between small & medium construction companies and big construction companies. Particularly, small & medium construction companies are relatively insufficient to invest for the purpose of preparation for future and long-term growth. Additionally, empirical tests reconfirm that most of the KPIs from previous survey studies are suitable as a performance indicators. The contribution of this study is to analyze empirically small & medium construction company's strong & weak points and the effectiveness of KPIs derived from previous studies.