• Title/Summary/Keyword: 인과적 확인 신뢰도

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Proposition of causally confirmed measures in association rule mining (인과적 확인 측도에 의한 연관성 규칙 탐색)

  • Park, Hee Chang
    • Journal of the Korean Data and Information Science Society
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    • v.25 no.4
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    • pp.857-868
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    • 2014
  • Data mining is the representative analysis methodology in the era of big data, and is the process to analyze a massive volume database and summarize it into meaningful information. Association rule technique finds the relationship among several items in huge database using the interestingness measures such as support, confidence, lift, etc. But these interestingness measures cannot be used to establish a causality relationship between antecedent and consequent item sets. Moreover, we can not know association direction by them. This paper propose causally confirmed association thresholds to compensate for these problems, and then check the three conditions of interestingness measures. The comparative studies with basic association thresholds, causal association thresholds, and causally confirmed association thresholds are shown by simulation studies. The results show that causally confirmed association thresholds are better than basic and causal association thresholds.

Comparison of confidence measures useful for classification model building (분류 모형 구축에 유용한 신뢰도 측도 간의 비교)

  • Park, Hee Chang
    • Journal of the Korean Data and Information Science Society
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    • v.25 no.2
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    • pp.365-371
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    • 2014
  • Association rule of the well-studied techniques in data mining is the exploratory data analysis for understanding the relevance among the items in a huge database. This method has been used to find the relationship between each set of items based on the interestingness measures such as support, confidence, lift, similarity measures, etc. By typical association rule technique, we generate association rule that satisfy minimum support and confidence values. Support and confidence are the most frequently used, but they have the drawback that they can not determine the direction of the association because they have always positive values. In this paper, we compared support, basic confidence, and three kinds of confidence measures useful for classification model building to overcome this problem. The result confirmed that the causal confirmed confidence was the best confidence in view of the association mining because it showed more precisely the direction of association.

The Effects of Service Experience on Service Loyalty in Resort Service Setting: Causal Role of Corporate Image, Service Trust and Affective Commitment (리조트 서비스경험이 서비스충성도에 미치는 영향: 기업이미지, 서비스신뢰 및 감정적 몰입의 인과적 역할)

  • Choi, Chul-Jae
    • The Journal of the Korea Contents Association
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    • v.17 no.3
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    • pp.382-399
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    • 2017
  • The purpose of this study is to identify the structural relationship between service experience, corporate image, service trust, affective commitment and service loyalty in leisure service environment, and explain the causal role of corporate image, service trust and affective commitment. To this end, hypothesis was verified by structural equation model analysis using SPSS 23.0 and AMOS 20.0 statistical package. The result of the study as follows: First, service experience influenced corporate image and service trust but not affective commitment. Second, corporate image influenced service trust and service loyalty but not affective commitment. Third, service trust influenced affective commitment and service loyalty, Finally, affective commitment affected service loyalty. Therefore, service providers should raise corporate image and build the service loyalty by following the user to experience excellent service in a cognitive and affective aspects. Also, by motivating the customer to have affective commitment to the service trust, You need to plan and implement a marketing strategy that can increase loyalty.

Causal Role of Affective Commitment and Calculative Commitment in Explaining Relationships Between Service Characteristics and Trust and Services Loyalty in Dental Service Setting (치과 서비스특성과 신뢰 및 고객충성도 관계에서 감정적 몰입과 계산적 몰입의 인과적 역할)

  • Choi, Chul-Jae
    • The Journal of the Korea Contents Association
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    • v.16 no.1
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    • pp.541-557
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    • 2016
  • The purpose of this study is to identifies services characteristics such as service customization, service ability, service empathy impacts on trust, affective commitment and calculative commitment, and explains causal role of affective commitment and calculative commitment by verifies relationships between trust and affective commitment and calculative commitment and customer loyalty in dental service setting. Analysis of structural equation modeling with SPSS 20.0 and AMOS 16.0 were performed to test the research hypothesis. The result of the study as follows: First, it was found that service customization had effect on affective commitment, and service ability had influence on trust, and service empathy impacts on both trust and affective commitment, but calculative commitment was not found to significant path coefficients in relationships with service characteristics. Second, trust had effects on calculative commitment, but not affective commitment. Third, affective commitment and calculative commitment positively had influence on customer loyalty. Therefore, Dental service providers should be increase user confidence by showing empathy and the ability to service. Customer who had formed trust is to build customer loyalty by inducing loyalty directly or by presents a variety of benefits indirectly. The high emotional attachment customer will have to present a suitable marketing strategies to build strong customer loyalty.

Effect on NCOs and students of self-leadershiployment career (부사관과 학생들의 셀프리더십이 취업진로에 미치는 영향)

  • Kwon, Jung-Min;Lee, Han-Kyu
    • Convergence Security Journal
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    • v.17 no.2
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    • pp.109-118
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    • 2017
  • The study examines whether there is support for undergraduate students of Department of NCOs leadership needs and self-perceived any casualty, the purpose being placed to identify the cause-and effect relationship between student's behavior and these self-appointed leadership needs parameters. To study this end, the men and women college students Military major in Busan district using the convenience of the student sample extraction to extract the 362 students. Setting the model to achieve the object of the study, and then through a structural equation model (SEM) were studies a causal relationship among variables. Result on the basis of the research study model verification method as described above what is derived from this study were as follows. First, self-leadership is confirmed in the career planning of clarity on the impact of career beliefs centered strategies(+) target-oriented strategy(+), and independent self-reliance, check-centered strategies(+), constructive thinking strategies(+), ERA=centric strategy(+), in the natural course flexibility, compensation strategies(+), constructive thinking strategies(+) improve professional skills appeared to affect the check-centered strategies(+), ERA-centered strategies(+). Second, self-leadership is general satisfaction at the impact of major satisfaction natural reward strategies(+), the curriculum meets the natural reward strategies(+) target-oriented strategy(+) recognition satisfy the natural reward strategies(+) target-oriented strategy(+) appeared to affect this. Third, career beliefs Major General satisfaction in the impact on satisfaction Career Planning Clarity(+), an independent self-reliance(+), career flexibility(+)improve professional skills(+), the curriculum satisfies independent self-reliance(+), career flexibility(+) improve professional skills(+), the self-satisfied recognized independent trust(+), career flexibility(+), career planning clarity(+) it appeared to influence this.

Structural Causal Relationships between Store Image Components and Satisfaction, Trust, Loyalty in Grocery Retailing Stores (식품소매점 이미지 구성요인과 만족, 신뢰, 충성도 간 구조적 인과관계)

  • Choi, Chul-Jae
    • The Journal of the Korea Contents Association
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    • v.13 no.11
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    • pp.366-381
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    • 2013
  • This paper is to identify how variety of products, product quality, guarantees, employee services and physical environment of store which is considered to store image components influence on satisfaction and loyalty, which in turn effects on loyalty in grocery retailing stores. A survey was conducted to collect the data with consumers who had the actual purchase experience within 1 years in grocery retailing stores. Analysis of structural equation modeling with SPSS 19.0 and AMOS 16.0 were performed to test the research hypothesis. The result of the study as follows: First, product quality and employee services influence on both satisfaction and trust, but physical environment of store are effects on satisfaction only. Second, no store image components influence on loyalty. Finally, satisfaction was effect on both trust and loyalty, whereas trust was not effect on loyalty. In order to build strong customer loyalty, marketer have to strengthen the relationship quality such as satisfaction and trust, and formed through store image components that is much stronger on loyalty.

Relationships between Brand Satisfaction and Store Loyalty in Retail Service Firm: The Causal Role among Store Satisfaction, Brand Trust and Store Trust (소매 서비스 기업에서 브랜드만족과 점포충성도 관계: 점포만족, 브랜드신뢰 및 점포신뢰의 인과적 역할)

  • Park, Seung-Whan;Choi, Chul-Jae
    • The Journal of the Korea Contents Association
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    • v.8 no.11
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    • pp.286-295
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    • 2008
  • The purpose of this paper is to demonstrate the relationships between brand satisfaction and store loyalty by examining the role of brand trust, store satisfaction and store trust in determining store loyalty in retail service firms. The results of the study are as follows: First, in case of relation exchange consumers, which are characterized by cooperative actions and mutual adjustment of both buyer and seller, brand satisfaction has a positive influence on brand trust, brand trust has a positive influence on store trust, and then store trust a strong positive influence on store loyalty. That is, store loyalty can be build up by combined benefits both brand trust and store trust in relation exchange consumers. Second, in another case of transaction exchange consumer, which are discrete buyer-seller exchange of commodity or performance with minimal personal relationships and no anticipation or obligation of future exchange, brand satisfaction has a positive influence on store satisfaction, and then store satisfaction has a direct influence on store loyalty. So, retailers have to developing strong brands which could help ensure both satisfaction and loyalty.

A Study on Validating Causal Reasoning Ability Test for Children (아동용 인과추론능력검사 개발 예비 연구)

  • Shin, Jongho;Lee, Hyeon-Ju;Kim, Jeong-Ha;Hwang, hyeyoung;Gwon, Hui-Gyeong;Sim, Jeong-A
    • (The) Korean Journal of Educational Psychology
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    • v.22 no.2
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    • pp.367-384
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    • 2008
  • The purpose of this study was to develop picture testing instrument for measuring children's causal reasoning ability on events that can occur in daily life. The measurement instrument contains three domain of human development; haman behavior domain, human psychology domain, and natural/physical domain. Through this study, researchers designed a concept model based on theoretical framework and prior studies and investigated the reliability and validity of the measurement instrument which was developed in accordance with the concept model. For the empirical validation research, a pretest was conducted to 336 elementary school students in grade 2 to 4 in Seoul. Considering reliability and validity of the developed measurement instrument and factor loadings, researchers sorted out 18 questions. And then 18 question test and KICE Critical Thinking Ability Test was conducted to 509 elementary school students in grade 1 to 4 in Seoul. According to the result of the tests, the researchers sorted out final 12 questions. The Cronbach's alpha, reliability of the children's causal reasoning ability test consisted of the final 12 question, was significant as .72. Also, the result of exploratory factor analysis showed that factors of this test were haman behavior domain, human psychology domain, and natural/physical domain. Moreover, the correlation between the KEDI Reasoning Ability Test(2003) scores and the scores of the test developed in the current study was significant as .55. Finally, the result of the analysis about children's grade differences, the development by discrepancy of age was significant in total points and that of each domain. The children's causal reasoning ability test developed by this study can be useful not only for the evaluation of children's thinking ability but also for screening of the handicapped children in thinking ability development.

Structural Influence and Relationship between the Environmentally-friendly Attitude and Purchase Intention based on the College Students' Values towards Organic Produces - Moderating Effect of Consumer Confidence - (대학생들의 친환경농산물에 대한 가치관이 친환경적 태도 및 구매의도간의 구조적 영향 관계 - 소비자 신뢰의 조절효과 -)

  • Kim, Jong-Suck;Lee, Jong-Ho
    • Culinary science and hospitality research
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    • v.23 no.2
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    • pp.45-55
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    • 2017
  • The fundamental objective of cultivating organic farm produces is to preserve the natural environment and protect eco system so as to maintain the environment where people can live. In the current social atmosphere, the value and attitude of the college students to the environment are significant as they will take the leading part in the future. College students in Busan participated in the survey for the study to prove the moderating effect of the confidence with organic farm produces by investigating the casual relationship among the purchase intention, the environmentally-friendly attitude, and the consumption value of college students. The questionnaires were distributed over the period from October $15^{th}$, 2016 to $30^{th}$.261 papers of the questionnaires were analyzed with SPSS (V 23.0) and AMOS (V 21.0) programs. The analysis on Confidence, Confirmatory Factors, Structural Equation Modeling was compared with Chi-square considering the degrees of freedom between the two models in order to investigate the moderating effect from the purchasing frequency. The result from the analysis confirms that there is a casual relationship between college students' values of organic farm products and the environmentally-friendly attitude. Consumer confidence has a moderating effect on the attitude and purchase intention. As it can be seen from the result of the analysis, it is necessary for municipal governments and the government to push ahead with the policies on organic farm products in the future as it is proved that there is a casual relationship among the attitude, purchase intention and the students' values of the organic farm products.

대학의 창업교육서비스품질이 교육만족과 창업역량, 창업의지에 미치는 영향

  • Gwak, Dong-Sin;Jeong, Hwa-Yeong;Yang, Yeong-Seok
    • 한국벤처창업학회:학술대회논문집
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    • 2016.04a
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    • pp.108-117
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    • 2016
  • 본 연구는 대학의 창업교육 서비스 품질이 교육만족과 창업역량, 창업의지에 미치는 영향에 관한 연구이다. 대학에서 다양한 창업교육이 진행되고 있지만 창업성과에 대한 연구는 많이 이루어지지 않고 있다. 본 연구에서는 창업성과를 높이기 위한 요인을 분석하기 위해 창업교육의 서비스 품질이 교육만족과 창업역량, 창업의지에 미치는 영향에 대해 살펴보았다. 첫째, 창업교육 서비스 품질을 측정하기 위해 서비스 품질에 대한 이론적 배경을 바탕으로 유형성, 신뢰성, 반응성, 확신성, 공감성 등 5개 요소 21개의 문항을 설정하고, 설문 분석 결과를 바탕으로 창업교육 서비스 품질이 교육만족과 창업역량에 미치는 영향을 알아보았다. 둘째, 고객 만족에 대한 선행연구를 바탕으로 창업교육 수강생의 교육만족을 정의하고, 창업역량의 요소 중 성취역량, 창의성역량, 개념화역량, 사회적 역량 등에 미치는 인과관계를 분석하였다. 셋째, 교육만족과 창업역량이 창업의지에 미치는 인과관계를 분석하였다. 그 결과, 창업교육 서비스 품질은 기존의 연구와 다르게 유형성과 신뢰성이 하나의 요인으로 분석되어 반응성, 확신성, 공감성 등 4개 요인으로 확인되었고, 4개의 요인으로 구성된 창업교육 서비스 품질이 교육만족과 창업역량에 영향을 주는 것으로 확인되었다. 또한, 창업역량 요인을 4개로 정의하여 설문을 분석한 결과 성취역량과 창의성역량이 하나의 요인으로 분석되어 개념화역량, 사회적 역량과 함께 3가지 요인으로 확인되었다. 이는 교육만족에 영향을 받는다는 것을 확인할 수 있었다. 창업의지는 창업역량에 영향을 받았지만, 교육만족에 직접적인 영향을 받지 않는 것으로 확인되었다. 이러한 결과는 교육만족이 창업역량을 통하여 창업의지에 간접적인 영향을 미친다는 것을 의미한다. 차후 연구에서는 대상을 여러 지역 혹은 전국으로 확대할 필요성이 있으며, 다른 변수와의 접근 방법을 가지고 연구되어야 할 것이다.

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