• 경영과정보연구
• /
• 제4권
• /
• pp.201-224
• /
• 2000

Since Organ(1977) published a paper on the importance of organizational citizenship behavior, studies of organizational citizenship behavior have increased continuously. An exploratory study on the application strategy of organizational citizenship behavior for human resource management is very scarce. Many organizational researchers so far, have focused on investigating in-job behavior. Yet, from a decade, organizational researchers have recognized that in-job behavior alone can not explain sufficiently job performance or organizational effectiveness. Thus, they have paid attention to extra-job behavior, which is generally called as organizational citizenship behavior. Focusing on the importance of human resource management in organizational citizenship behavior, this paper is to examine an exploratory study on the application strategy of organizational citizenship behavior.

• 산경연구논집
• /
• 제13권10호
• /
• pp.1-8
• /
• 2022

Purpose: Support vector machines (SVMs) ensemble has been proposed to improve classification performance of Credit risk recently. However, currently used fusion strategies do not evaluate the importance degree of the output of individual component SVM classifier when combining the component predictions to the final decision. To deal with this problem, this paper designs a support vector machines (SVMs) ensemble method based on fuzzy integral, which aggregates the outputs of separate component SVMs with importance of each component SVM. Research design, data, and methodology: This paper designs a personal credit risk evaluation index system including 16 indicators and discusses a support vector machines (SVMs) ensemble method based on fuzzy integral for designing a credit risk assessment system to discriminate good creditors from bad ones. This paper randomly selects 1500 sample data of personal loan customers of a commercial bank in China 2015-2020 for simulation experiments. Results: By comparing the experimental result SVMs ensemble with the single SVM, the neural network ensemble, the proposed method outperforms the single SVM, and neural network ensemble in terms of classification accuracy. Conclusions: The results show that the method proposed in this paper has higher classification accuracy than other classification methods, which confirms the feasibility and effectiveness of this method.

• 유통과학연구
• /
• 제14권6호
• /
• pp.81-87
• /
• 2016

Purpose - In recent, a research finds that advanced selling can influence a consumer's choice(Kim et al., 2013). Advanced selling is defined as the new product launching strategy which company allows consumers to preorder new product before its release(Chu & Zhang, 2011). Prior researches have focused on the benefits of advanced selling(e.g., information gathering for demand prediction, an advantage for pricing strategy, and so on) for companies using this strategy(Chen, 2001; Chu & Zhang, 2011; Li & Zhang, 2013; Tang et al., 2004; Xie & Shugan, 2009). However, Kim et al.(2013) find it can also influence a consumer's choice. In detail, they suggest that when consumers use advanced selling, they are likely to prefer high-performance options rather than low-price options based on construal level theory(Trope & Liberman, 2003). In this paper, we tried to expand the prior researches for finding the mechanism of the influence of advanced selling on a consumer's choice. The purpose of this research is to test the mediating effect on the influence of advanced selling. Research design, data, and methodology - To find the mechanism of the influence of advanced selling, we designed an experiment for testing mediation effect. we recruited 93 students from a university. We assigned participants into one of two groups using randomization method. The participants with each group were given a scenario describing the sales strategy. Finally, they made a choice between high-performance option and low-price option. Sequentially, they also responded some questions for testing mediation effect. Results - First, we replicated prior research to test the influence of advanced selling. As a result, we could find that consumers prefer the high-performance option when they preorder it to purchase at the time of consumption. Thus, the replication result is the same as prior research. Second, we tested that advanced selling can influence the perception of temporal distance. The results confirmed that consumers perceived longer temporal distance in advanced selling condition(β = 1.575, SE = 0.272, p < 0.001). Third, we predicted that temporal distance can increase the importance of desirable attributes and decrease the importance of feasible attributes. The results suggested that temporal distance decreased significantly the importance of attributes related to feasibility(β = -0.19, SE = 0.07, p < 0.01), however, it had non-significant effect on increasing the importance of desirable attributes. Finally, we used Sobel-test for testing mediation effect, and it confirmed that the importance of feasible attributes had mediating role of the influence of advanced selling(Sobel test statistic = -2.110, SE = 0.111, p < 0.05). Conclusions - In this paper, we tried to find the mechanism of the influence on advanced selling from a consumer's choice. With an experiment, we confirmed that the importance of feasible attributes could mediate the effect on advanced selling. Therefore, we suggested some theoretical and practical contributions from this research. Finally, we discussed research limitations and suggested future research topics.

• 한국정보과학회논문지:소프트웨어및응용
• /
• 제29권6호
• /
• pp.417-424
• /
• 2002

자동 문서 범주화란 문서의 내용에 기반하여 미리 정의되어 있는 범주에 문서를 자동으로 분류하는 작업이다. 문서 분류를 위해서는 문서들을 가장 잘 표현할 수 있는 자질들을 정하고, 이러한 자질들을 통해 분류할 문서를 표현해야 한다. 기존의 연구들은 문장간의 구분 없이, 문서 전체에 나타난 각 자질의 빈도수를 이용하여 문서를 표현 한다. 그러나, 하나의 문서 내에서도 중요한 문장과 그렇지 못한 문장의 구분이 있으며, 이러한 문장 중요도의 차이는 각각의 문장에 나타나는 자질의 중요도에도 영향을 미친다. 본 논문에서는 문서 요약에서 사용되는 중요 문장 추출 기법을 문서 분류에 적용하여, 문서 내에 나타나는 각 문장들의 문장 중요도를 계산하고 문서의 내용을 잘 나타내는 문장들과 그렇지 못한 문장들을 구분하여 각 문장에서 출현하는 자질들의 가중치를 다르게 부여하여 문서를 표현한다. 이렇게 문장들의 중요도를 고려하여 문서를 표현한 기법의 성능을 평가하기 위해서 뉴스 그룹 데이타를 구축하고 실험하였으며 문장 중요도를 사용하지 않은 시스템 보다 향상된 성능을 얻을 수 있었다.

• 한국도서관정보학회지
• /
• 제47권3호
• /
• pp.365-382
• /
• 2016

본 연구는 과학기술정보서비스의 품질 향상 방안을 모색하고자 이용자 만족도와 중요도 인식이 충성도에 미치는 영향력을 연구하였다. 서비스품질 변수들 간의 영향력을 분석하고자 연구문제와 가설을 설정하고 641건의 설문조사 답변을 대상으로 통계분석을 실시하였다. 서비스품질 항목들에 대한 만족도와 중요도 인식에 대한 항목들의 상관관계를 분석한 결과 모든 항목이 높은 상관관계를 가지고 있었다. 서비스품질 항목별 만족도가 전반적 만족도에 영향을 주고 있는지를 다중회귀분석을 통하여 검증하였다. 그 결과 7개 중 5개 항목이 통계학적으로 유의미한 영향을 주고 있었다. 각 항목에 관한 중요도 인식과 충성도와의 관계도 다중회귀분석으로 검증하였더니 7개 중에서 4개 항목이 유의미한 영향을 주고 있었다. 또한 전반적 만족도는 충성도에 유의미한 영향을 미치고 있음을 단순회귀분석으로 검증하였다.

• 한국정보시스템학회지:정보시스템연구
• /
• 제28권4호
• /
• pp.49-64
• /
• 2019

Purpose The purpose of this paper is to observe the relative priorities of importances among IT services for Smart tourism as well as the relative priorities of importances among ways for developing the IT Services. Design/methodology/approach AHP analysis model was designed with 3 layers in order to recognize the relative importances priorities of IT services and the ways developing the IT services in Smart tourism. The factors in the top layer consist of Pre-trip IT services, During-trip IT services and Post-trip IT services. The lower factors in second layer of the Pre-trip IT services consists of Tourism information search, Online reservation and Price comparison. The lower factors of the During-trip IT services consists of Context recognition, Virtual Reality and Drone Application. The lower factors of the Post-trip IT services consists of Interactive Sharing and Tagging. The factor of third layer, the ways of developing the IT services consist of Company leading, University leading and Industry-University Collaboration. The structural questionnaire based on the AHP analysis model was designed and used to survey experts in IT and tourism areas. The collected data by the question investigation was analyzed by AHP analysis technique. Findings The importance priority of During-trip IT service was highest among in the three type IT services of tourism life cycle. The importance priority of Price comparison service was highest among IT services for Pre-trip. The importance priority of the Context recognition service was highest among IT services for During-trip. The Interactive sharing service was highest among IT services for Post-trip. It would be confirmed for the IT service development ways of Company leading to be suitable for most of the It services, such as Tourism information search, Online reservation, Price comparison, Context recognition, Virtual reality, Drone application, Interactive sharing.

• 응용통계연구
• /
• 제27권5호
• /
• pp.717-729
• /
• 2014

본 연구에서는 나무구조의 분류분석에서 자료의 크기가 방대해짐에 따라 중요한 문제로 대두되고 있는 변수의 중요도에 대하여 사영추적분류나무를 중심으로 고찰하였다. 사영추적분류나무(projection pursuit classification tree)는 각 마디에서 사영추적을 이용하여 그룹을 잘 분리하는 변수들의 선형결합을 이용하는 방법으로 이때 사용되는 사영계수들은 각 마디에서의 분류에 대한 정보를 가지고 있다. 이를 종합하여 각 변수의 분류에 대한 중요도를 계산할 수 있다. 먼저 사영추적분류나무의 분류과정에서 계산되는 사영추적계수를 이용하여 분류를 위한 변수선택의 중요도를 계산하고 이들의 특성을 살펴보고 이를 같은 형태의 나무모형방법인 CART와 랜덤 포레스트의 결과와 비교 분석하여 사영추적분류나무의 특성을 살펴보고 비교, 분석하였다. 대부분의 자료에서 사영추적분류나무가 훨씬 좋은 성능을 보이고 있었으며 특히 상관계수가 높은 변수들이 포함되어 있는 경우에는 상대적으로 적은 수의 변수로도 잘 분류를 할 수 있음을 확인하였다. 랜덤 포레스트에서 제공하는 변수 중요도는 변수들 간의 상관관계가 높은 경우에는 사영추적분류나무의 변수중요도와 매우 다르게 나타나며 사영추적분류나무의 변수 중요도가 조금 더 나은 성능을 보이고 있음을 알 수 있다.

• 한국항해항만학회:학술대회논문집
• /
• 한국항해항만학회 2018년도 추계학술대회
• /
• pp.261-262
• /
• 2018

해상교통관제 업무는 제공하는 정보의 내용에 따라 분류된다. 우리나라는 1993년 포항에 최초의 해상교통관제센터 설립 이후 대한민국의 해상교통관제는 꾸준히 발전하고 있으며, 업무 영역의 확장이 이루어지고 있다. 본 논문에서는 해상교통관제 업무의 분류에 따른 해상 교통관제사의 업무 중요도 및 작업 부하에 대해여 분석하였다. 중요도 및 작업 부하를 측정하기 위하여 전국의 해상교통관제사를 대상으로 설문을 실시하였으며, 다기준의사결정 기법인 계층화분석과정을 사용하여 결론을 도출하였다. 해상교통관제사의 업무 중요도와 작업 부하의 관계를 고찰하여 향후 해상교통관제 센터에서 관제 구역 설정의 가중치로 사용할 수 있으며, 중요도와 작업부하의 관계를 바탕으로 가변 섹터 운영 등의 자료로 사용할 수 있을 것으로 기대한다.

• 한국프랜차이즈경영연구
• /
• 제10권4호
• /
• pp.7-18
• /
• 2019

Purpose: This study identifies the relative importance of the sub - factors of initial services and continuous services using AHP (Analytic Hierarchy Process) method, and calculates the competitive index for the detailed factors. The purpose of this paper is to propose the establishment of long - term and short - term management strategy for expansion of business of food service franchise, franchisors, long - term and win - win relationship with franchisees, and rationalization of operating system. Research design, data, and methodology: The population for the survey is 92 franchisees in 46 foreign brands and 46 domestic brands in the Seoul metropolitan area (Seoul / Gyeonggi / Incheon). The survey was conducted from July 1 to August 31, 2018 through the survey agency with a telephone interview and a surveyor's direct visit. A total of 100 questionnaires were collected, but a total of 92 parts were used for analysis except 8 parts that were considered to contain false information. Using the AHP method, relative importance and competitiveness index were calculated for the details of initial services and continuous services. Results: The results shows continuous services were significantly higher for both foreign brand franchises, domestic brand franchises, and overall than initial services, This suggests that the continuous services of the affiliated franchisors has a higher relative importance than the initial services. Among the continuous services, brand reinforcement and promotion were significantly higher for both foreign brand merchants and domestic brand franchises. This can be regarded as the most important factor in brand reinforcement and promotion when selecting a food service franchisors. Conclusions: In the Standard Terms and Conditions governed by the Fair Trade Commission, the franchisors should increase the fairness by creating manuals for supporting services, especially after opening, and regularly checking whether the supporting services have been carried out like manuals since the establishment of franchisees. In addition, the Brand Strengthening and Public Relations Committee (tentative name) jointly participated by the franchisors and franchisees for the purpose of strengthening and promoting the brand, suggesting a system for transparent and efficient execution of the brand reinforcement and promotion budget and monitoring afterwards.

• 지식경영연구
• /
• 제5권2호
• /
• pp.67-98
• /
• 2004

New knowledge is created through the dynamic interaction of knowledge that depends largely on a social context within the organization. Social processes influence the nature of knowledge and learning. This paper is rooted in the concept of social capital. Social capital theory emphasizes the importance of social relationship. Using social capital theory, this paper suggests three factors that must be satisfied for the development of knowledge combinative capability. The first factor is that the opportunity exists to make the exchange or combination of knowledge. The second factor is that people is motivated for the creation of new knowledge. The third factor is that people must share the common knowledge. This paper examines the change case of KIPO (Korean Intellectual Property Office). This case provides evidence that the three factors can develop social relationship, and build knowledge combinative capability. The man finding from this research is that social factors play an important part in the creation of knowledge, and processes of knowledge exchange and combination heavily rely upon social patterns, practices and processes in ways which emphasize the value and importance of collective action and knowledge sharing. This research may have several implications for the development of the knowledge creation mechanisms.