• 디지털산업정보학회논문지
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• 제19권4호
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• pp.1-11
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• 2023

Clustering analysis is used in various fields including customer segmentation and clustering methods such as k-means are actively applied in the credit card customer segmentation. In this paper, we summarized the input features selection method of k-means clustering for the case of the credit card customer segmentation problem, and evaluated its feasibility through the analysis results. By using the label values of k-means clustering results as target features of a decision tree classification, we composed a method for prioritizing input features using the information gain of the branch. It is not easy to determine effectiveness with the clustering effectiveness index, but in the case of the CH index, cluster effectiveness is improved evidently in the method presented in this paper compared to the case of randomly determining priorities. The suggested method can be used for effectiveness of actively used clustering analysis including k-means method.

• 디지털산업정보학회논문지
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• 제20권2호
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• pp.1-10
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• 2024

For the purpose of predicting credit card customer churn accurately through data analysis, a model can be constructed with various machine learning algorithms, including decision tree. And feature importance has been utilized in selecting better input features that can improve performance of data analysis models for several application areas. In this paper, a method of utilizing feature importance calculated from the MDI method and its effects are investigated in the credit card customer churn prediction problem with classification trees. Compared with several random feature selections from case data, a set of input features selected from higher value of feature importance shows higher predictive power. It can be an efficient method for classifying and choosing input features necessary for improving prediction performance. The method organized in this paper can be an alternative to the selection of input features using feature importance in composing and using classification trees, including credit card customer churn prediction.

• 동아시아식생활학회지
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• 제25권5호
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• pp.922-931
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• 2015

To investigate and analyze the influence of trust on consumer satisfaction in rice cake cafe menus using domestically grown food ingredients, this study divided selection attributes of rice cake cafe menus into safety, nutrition, ethicality and marketability through an exploratory factor analysis and analyzed reliability and correlation among these variables. As a result, these four factors were adopted as selection factors, and the results of the correlation analysis among the variables showed that the four factors were statistically correlated with trust and customer satisfaction. The result of validity and reliability testing on consumer trust showed that the menus were reliable and trustworthy as they had been made using domestically grown agricultural products. Analysis of how cafe selection attributes affect trust showed that the these variables had a significantly positive influence on trust in the order of safety, marketability, nutrition, and ethicality. The influence of the selection attributes on customer satisfaction was statistically significant, and the independent variables had a significantly positive influence on trust in the order of marketability, ethicality, safety, and nutrition. In verifying the mediation effect of trust on customer satisfaction, the four factors of rice cake cafe selection attributes had statistically significant mediation effects.

• 한국정보시스템학회지:정보시스템연구
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• 제17권2호
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• pp.137-154
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• 2008

Customer Relationship Management (CRM) is indispensable for companies in recent business environment, in which the customers are recognized as more valuable asset to increase the earning power of enterprise. For gaining competitive advantage, most companies want to maintain existing customer relationships and generate more profits with customers through long-term relationships. In this study, we developed the models which are designed to select CRM systems in financial institution, which is one of competitive sectors and undergoes rapid changes due to M&A(Merger and acquisition), innovation and reengineering in Korea. The selection model of CRM systems for financial institution was developed utilizing the Analytic Hierarchy Process (AHP) and the expert's knowledge were built up of three groups; researcher group, developer group, and user group. We found that there are significant deferences for the weights of criteria in our selection model according to the kind of experts. This study provides helpful guidance on how to assign appropriate weights to each criteria in selection models when financial institution introduce the CRM systems.

• 한국조리학회지
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• 제21권4호
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• pp.221-235
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• 2015

본 연구이 목적은 베이커리 카페의 선택속성과 고객행동의도에 관하여 실증적 연구를 통한 결과를 제시하는 것이다. 이러한 연구목적을 달성하기 위하여 이론적 배경과 실증적 분석을 실시하였다. 이론적 연구에서는 선택속성과 고객행동의도와 연관되어 결과를 도출한 선행연구를 검토하였다. 분석자료는 서울, 부산, 광주, 대구에서 베이커리 카페를 경험한 고객들을 대상으로 총 312명의 응답자를 대상으로 조사하였다. 분석방법은 빈도분석, 요인분석, 교차분석, 군집분석 및 ANOVA 분석을 실시하였다. 본 연구에서는 베이커리 카페 마케팅 담당자들이 고객들의 다양한 선택속성에 대하여 충분히 연구해야 한다는 것을 시사하고 있다. 또한, 본 연구는 고객을 유인하고 고객을 만족시키기 위해서는 고객의 선택속성에서 전략적인 대안을 찾아야 한다는 것을 보여주고 있다.

• 산업경영시스템학회지
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• 제23권60호
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• pp.83-89
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• 2000

As customer's needs change rapidly in recent days, the evaluation scale about service quality is changing against the variation of the customer's needs. It is fact that the need of change which established evaluation ways about service quality rise more and more. 6-Sigma activity, called "most innovative management strategy in 20th Century", have many problems apply to service company. The important one between these problems is the problem about Critical To Quality(CTQ) Selection caused from the absence of more precise evaluation system. The objective of this study is the development of methodology for CTQ selection coincide to service company. It is the basic logic that the way to regard MOT mainly effects about total customer satisfaction index(CSI) as CTQ, after the development of the evaluation system based on MOT with customers. Also, the study focused on the case of department store progress to exhibit the reasonableness of this logic.

• 한국병원경영학회지
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• 제23권4호
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• pp.1-14
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• 2018

Purpose : Customers with loyalty are very important to hospitals for sustainable growth in their medical market. Individuals with loyalty are likely to visit same hospital repeatedly when they need medical services. This study was to identify factors associated with selection of specialty hospitals among customers with loyalty. Methods : The subjects of this study were 735 inpatients in 22 specialty hospitals in 6 designated fields(joints, spine, colorectal-anal, obstetrics and gynecology, ophthalmology, otolaryngology). Customer types classified as customers with high loyalty, neutral customers, and customers with low loyalty according to net promoter score(NPS). Factor analysis was conducted to classify 22 hospital selection factors into some similar properties. Logistic regression analysis was conducted to confirm the selection factors related to loyal customers. Findings : Most of specialty hospitals received high NPS of 8 points or higher in all the designated fields. Five factors associated with selection of specialty hospital are (1) hospital facilities and convenience, (2) trust in doctor and hospital, (3) rapidness of treatment, (4) hospital awareness, and (5) accessibility. As a result of logistic regression analysis, selection factors related to loyal customers were 'hospital facilities and convenience', 'trust in doctor and hospital' and 'rapidness of treatment'. Differences in the degree of importance of three selection factors by customer types appeared for each designated field. Practical Implications : This study confirms the high level of patient experience among inpatients of specialty hospitals. Factors associated with selection of hospital among inpatients with loyalty are 'facilities and convenience of hospitals', 'trust of doctor and hospital' and 'rapidness of treatment'. This study will be meaningful as basic data to systematically enhance the roles and functions of the health care system and to provide securing competitiveness according to designated fields in the management aspect of specialty hospitals.

• 융합경영연구
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• 제9권6호
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• pp.39-51
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• 2021

Purpose - The current study conducted research on influential relationship of Korea's selected attributes of home replacement foods (HMR) with trust, customer satisfaction, and repurchase intention. Design, data, and methodology - This study was conducted on consumers in Seoul and the metropolitan area (Gyeonggi and Incheon) who have purchased home replacement foods (HMR). The survey was conducted for 30 days from March 1^st, 2021 to March 30^th, 2021. Among total of 300 surveys distributed, 250 surveys were collected, and 199 surveys, excluding ones with missing value and outliers (51 surveys), were used for analysis. Results - The results empirical analysis based on earlier studies are as follows. First, as a result of analyzing which variables of selection attribute factors of home replacement food (HMR) have an effect on trust, healthiness, reasonable price, and convenience had a positive effect, and quality of food and diversity did not have a significant effect. Second, as a result of analyzing whether trust has a significant effect on customer satisfaction, it was found that it had a positive effect on customer satisfaction. Third, as a result of analyzing whether trust has a significant effect on repurchase intention, it was found to have a positive effect. Fourth, as a result of analyzing whether customer satisfaction has a significant effect on repurchase intention, it was found that customer satisfaction had a positive effect. Conclusions - The current study aims to develop various new products of HMR and establish differentiated marketing techniques tailored to consumer needs.

• 한국조리학회지
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• 제16권5호
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• pp.79-91
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• 2010

본 연구에서는 중국에 한국 식당과 중국 사이의 레스토랑 선택 속성을 조사하고 비교하였다. 편의표본추출방법을 통하여 총 479명(중국 식당 245, 한국 식당 234)의 유용한 데이터가 수집하였다. 다중 통계 방법(요인분석, 신뢰성분석, t-테스트, 다중회귀)을 사용하여 데이터를 분석하였다. 그 결과, 첫째, 고객 만족은 식당의 선택 속성변수 요인에 의해 영향을 받는 것으로 나타났고, 한식당과 자국 식당 간에 따라 만족도의 차이가 있는 것으로 나타났다. 둘째, 고객 만족은 고객 충성도에 유의한 영향을 미치고 있는 것으로 나타났다. 그러나 더미 변수 요인은 고객 충성도에 영향을 주지 않는 것으로 나타났다. 셋째, 한식당과 중국식당 간의 만족도 및 충성도외 차이가 존재하는 것으로 나타났다.

• 한국조리학회지
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• 제20권3호
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• pp.171-185
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• 2014

본 연구는 대학생들의 커피전문점 선택속성이 고객가치와 재방문 의도와의 인과 관계를 확인하기 위하여 부산지역 3개 대학생(K, D, Y)들 218명을 대상으로 통계 프로그램 SPSS 18.0과 AMOS 18.0을 이용하여 연구를 진행하였다. 연구의 목적을 달성하기 위하여 빈도 분석, 탐색적 요인 분석, 확인적 요인 분석, 상관관계 분석과 가설검정을 위한 구조모형 분석을 시행하였다. 분석 결과 커피전문점 선택속성의 탐색적 요인 분석에서 5개의 요인으로 도출 되었다. 이들 요인들은 커피품질, 실내 환경, 종사원의 서비스, 가격할인, 브랜드로, 고객가치는 실용적 가치와 쾌락적 가치로, 재방문 의도로 각각 명명하였다. 확인적 요인 분석을 실시하여 모델 접합도와 타당도를 확인하였으며, 가설검정결과 대학생들의 커피전문점 선택 속성은 고객가치(실용적, 쾌락적)에 부분적인 영향관계를 확인할 수 있었고, 재방문 의도에도 부분적인 영향관계를 확인할 수 있었다. 그리고 고객가치는 재방문 의도에 정(+)의 영향관계가 있음을 확인하였다. 따라서 커피전문점 경영자들은 고객들이 지불하는 비용에 대하여 고객들이 가치를 인식할 수 있도록 경영하는 것이 필요하다는 시사점을 제시하고 있다.