• 제목/요약/키워드: Discriminant analysis

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아동의 또래괴롭힘 참여유형의 판별변인 분석 (Discriminant Analysis of Bullying Participant Roles among Children)

  • 김연화;한세영
    • 아동학회지
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    • 제32권3호
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    • pp.19-41
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    • 2011
  • This paper was an examination of gender-specific behaviors in children and the types of bullying behavior among 1,181 fifth and sixth grade elementary schools student identified were then classified. Differences were identified in individual variables, family variables, and school variables. The data thus collected were subjected to descriptive and comparative statistical analysis using the SPSS software program. Our results showed that multiple discriminant analysis yielded a function of individual, family and school variables that proved effective in classifying bully, reinforcer, assistant, victim, outsider and defender types in boys. In girls, multiple discriminant analysis yielded a function of individual variables that was effective in classifying bully, reinforcer, assistant, victim, outsider and defender types.

투사지향방법에 의한 판별분석의 모의실험분석 (A simulation study on projection pursuit discriminant analysis)

  • 안윤기;이성석
    • 응용통계연구
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    • 제5권1호
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    • pp.103-111
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    • 1992
  • 다변량 통계분석기법중 하나로 제기된 투사지향방법은 다변량자료를 관심있는 일차원 또는 이차원의 자료로의 선형투사를 찾아 나가는 방법이다. 이 방법은 다변량 자료가 갖는 차원의 문제를 해결해 줄 수 있는 유용한 기법으로 제시되었다. 본 연구에서는 투사지향방법을 이용하여 추정한 다변량 확률밀도함수를 사용한 새로운 비모수적인 판별분석방법을 제시하고, 이를 기존의 모수적 판별분석방법중 실제적으로 많이 사용되는 선형판별함수방법, 그리고 기존의 비모수적 판별분석방법중 계산상의 편리성이 많은 K-최인접방법과 컴퓨터 시뮬레이션을 통하여 비교분석하였다.

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판별분석을 이용한 친환경 아파트의 마케팅 전략에 관한 연구 (A Study of Models for Marketing Strategy in the Eco-friendly Apartment Housing Using Discriminant Analysis)

  • 길기석;이주형
    • KIEAE Journal
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    • 제7권3호
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    • pp.11-20
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    • 2007
  • The purpose of this study is to analyse the effects of the eco-friendly factors on the apartment housing price rise and to suggest the desirable way of marketing strategy for apartment housing. For the analysis, the data of apartment sites in Seoul had been collected from September 2006 to February 2007. The data consisted of 95 apartment sites in Seoul. Data were analyzed with descriptives, crosstabs, and discriminant analysis by SPSS/PC for Window. Following result was obtained. The eco-friendly apartment housing price rate in Seoul was determined by eco-friendly landscape, green space rate, house unit size, installment sale price per pyeong, floor space index, distance from subway station when it was not considered the impact of building age, construction company's brand, and autonomous districts. Findings of this research can provide valuable information for marketing strategy of housing construction company.

인공지능기법을 이용한 기업부도 예측 (Forecasting Corporate Bankruptcy with Artificial Intelligence)

  • 오우석;김진화
    • 산업융합연구
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    • 제15권1호
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    • pp.17-32
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    • 2017
  • The purpose of this study is to evaluate financial models that can predict corporate bankruptcy with diverse studies on evaluation models. The study uses discriminant analysis, logistic model, decision tree, neural networks as analyses tools with 18 input variables as major financial factors. The study found meaningful variables such as current ratio, return on investment, ordinary income to total assets, total debt turn over rate, interest expenses to sales, net working capital to total assets and it also found that prediction performance of suggested method is a bit low compared to that in literature review. It is because the studies in the past uses the data set on the listed companies or companies audited from outside. And this study uses data on the companies whose credibility is not verified enough. Another finding is that models based on decision tree analysis and discriminant analysis showed the highest performance among many bankruptcy forecasting models.

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판별분석을 활용한 주·야간 고속도로 교통사고 영향요인 비교연구 (Discriminant Analysis of Factors Affecting Traffic Accident Severity During Daytime and Nighttime)

  • 김경태;이수범;최지혜;박시내;서금열
    • 한국도로학회논문집
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    • 제18권3호
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    • pp.127-134
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    • 2016
  • PURPOSES : Low visibility caused by dark surroundings at nighttime affects the likelihood of accidents, and various efforts, such as installing road safety facilities, have been made to reduce accidents at night. Despite these efforts, the nighttime severity index (SI) in Korea was higher than the daytime SI during 2011-2014. This study determined the factors affecting daytime and nighttime accident severity through a discriminant analysis. METHODS : Discriminant analysis. RESULTS : First, drowsiness, lack of attention, and lighting facilities affected both daytime and nighttime accident severity. Accidents were found to be caused by a low ability to recognize the driving conditions and a low obstacle avoidance capability. Second, road conditions and speeding affected only the daytime accident severity. Third, failure to maintain a safe distance significantly affected daytime accident severity and nonsignificantly affected nighttime accident severity. The majority of such accidents were caused by rear-end collisions of vehicles driving in the same direction; given the low relative speed difference in such cases, the shock imparted by the accidents was minimal. CONCLUSIONS : Accidents caused by a failure to maintain a safe distance has lower severity than do accidents caused by other factors.

의사소통능력과 갈등해결전략에 따른 인기아와 배척아 판별 (Discriminant Analysis of Popular and Rejected Children Based on Their Communicative Competence and Conflict-Resolving Strategies)

  • 이경화;정혜영
    • 아동학회지
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    • 제32권5호
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    • pp.121-134
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    • 2011
  • The purposes of this study were to test the differences in communicative competence and conflict-resolving strategies between both popular and rejected children, and to thereby verify the discriminance of communicative competence and conflict-resolving strategies for both types of children. 52 popular children and 41 rejected children from among a pool of 202 6th grade elementary students were selected, and the data were analyzed by means of independent sample t-test and discriminant analysis. The research findings are as follows : First, listen up (sub-factors of perceiving), self-presentation, planning, and coding revealed statistically significant differences between the popular and the rejected children. Second, only negotiation and cooperation strategies revealed any statistically significant differences between the popular and the rejected children, while other sub-factors of conflict-resolving strategies indicated broad indifference between them. Third, it was only the factor of planning among 5 factors of communicative competence and 4 factors within conflict-resolving strategies which indicated that it was the most discriminant predictor between the popular and the rejected children. These results suggest that a comprehensive program is needed to improve the communicative competence and conflict-resolving strategies of rejected children.

유비쿼터스 미디어의 수용의도에 영향을 미치는 상호작용성 요인에 관한 연구 (The Interactive Factors of Ubiquitous Media Affected on the Intention of Convergence Service Adoption)

  • 김주안
    • 통상정보연구
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    • 제9권2호
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    • pp.19-40
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    • 2007
  • In recent, T-commerce is widely dispersed as alternative type of commerce. It is forecasted that t-commerce system is used more than e-commerce system. Therefore more and more t-commerce-related industries are also recognizing that t-commerce is a critical business model. It is needed to understand the concept of t-commerce and develop the t-commerce marketing strategy. CEO analyses consumer's behaviors according to the data about buyers and applies the advantage of t-commerce to the communication with customers. This t-commerce system plays an important role in maximizing customer satisfaction and affecting their intention to reuse it. Therefore this paper attempts to identify T-commerce critical success factors and divide between use-intention group and unuse-intention group by taking out a discriminant function by the discriminant analysis. This lays a foundation in developing T-commerce strategy. According to the discriminant function extracted, convenience factor, amusement factor, system quality factor, product perception factor are significant in the sequence of influential degree. However, usefulness factor and speedy connection factor are not significant. In result, the target hitting rate is 77.9% in the first unuse-intention group and it is 95.2% in the second use-intention group. The total discriminant target hitting rate is computed to higher value, 86.55%. The statistic package, SPSS 12.0, is used to survey and analyse data and test the hypothesis. The validity and reliability of variables are verified by both reliability analysis and factor analysis. The discriminant analysis is used to tell the difference between use-intention group and unuse-intention group.

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한국산 재래꿀벌의 전자계량형태학적 분류. III. 전 47형질에 대한 각 지역간 판정분석 (Electron-Morphometric Classification of the Native Honeybees from Korea. Part III. Discriminant Analysis for Different Localities Based on the Total Characters)

  • 권용정;허은엽
    • 한국응용곤충학회지
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    • 제32권1호
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    • pp.42-50
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    • 1993
  • 우리나라에 분포하고 있는 재래꿀벌(Apis cerana)의 일벌을 대상으로 춘계 11지역 및 하계 12지역 개체군을 선발하였으며, 총 47개 정량형질에 대해 지역별로 판별분석을 실시 하였고, 또한 양 계절간 변이도 분석하였다. 그 결과, 지역별 비교에서는 춘계 91.67%, 하계 88.44%의 평균분리율을 보였으며, 양계절간 비교에서는 97.58%로 나타났다. 반면에 양계절을 통합한 비교에서는 70.16%로 낮았다.

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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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    • 제28권5호
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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.

A Bayesian Diagnostic Measure and Stopping Rule for Detecting Influential Observations in Discriminant Analysis

  • Kim, Myung-Cheol;Kim, Hea-Jung
    • Journal of the Korean Statistical Society
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    • 제29권3호
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    • pp.337-350
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    • 2000
  • This paper suggests a new diagnostic measure and a stopping rule for detecting influential observations in multiple discriminant analysis (MDA). It is developed from a Bayesian point of view using a default Bayes factor obtained from the fractional Bayes factor methodology. The Bayes factor is taken as a discriminatory information in MDA. It is shown that the effect of an observation over the discriminatory information is fully explained by the diagnostic measure. Based on the measure, we suggest a stopping rule for detecting influential observations in a given training sample. As a tool for interpreting the measure a graphical method is sued. Performance of the method is used. Performance of the method is examined through two illustrative examples.

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