• Title/Summary/Keyword: 재 추천

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A User based Collaborative Filtering Recommender System with Recommendation Quantity and Repetitive Recommendation Considerations (추천 수량과 재 추천을 고려한 사용자 기반 협업 필터링 추천 시스템)

  • Jihoi Park;Kihwan Nam
    • Information Systems Review
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    • v.19 no.2
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    • pp.71-94
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    • 2017
  • Recommender systems reduce information overload and enhance choice quality. This technology is used in many services and industry. Previous studies did not consider recommendation quantity and the repetitive recommendations of an item. This study is the first to examine recommender systems by considering recommendation quantity and repetitive recommendations. Only a limited number of items are displayed in offline stores because of their physical limitations. Determining the type and number of items that will be displayed is an important consideration. In this study, I suggest the use of a user-based recommender system that can recommend the most appropriate items for each store. This model is evaluated by MAE, Precision, Recall, and F1 measure, and shows higher performance than the baseline model. I also suggest a new performance evaluation measure that includes Quantity Precision, Quantity Recall, and Quantity F1 measure. This measure considers the penalty for short or excess recommendation quantity. Novelty is defined as the proportion of items in a recommendation list that consumers may not experience. I evaluate the new revenue creation effect of the suggested model using this novelty measure. Previous research focused on recommendations for customer online, but I expand the recommender system to cover stores offline.

A Study on the Quality Factors Influencing University Library Re-visitation and Recommendation Intention Analyzed using Structural Equation Model (구조방정식 모형을 적용한 대학도서관 재이용과 추천의향에 영향을 미치는 품질요소에 관한 연구)

  • Kim, Mi Ryung;Yu, Jong Pil
    • Journal of the Korean Society for Library and Information Science
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    • v.54 no.4
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    • pp.147-167
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    • 2020
  • The purpose of this study is to analyze the factors influencing the intention of revisiting and recommending by applying a structural equation model, targeting the service quality factors of university libraries derived from previous studies. For 11 days from April 30th, 2020 to May 10th, 2020, a total of 127 user groups (undergraduate students, graduate students, professors/instructors) were surveyed on their intention to revisit and recommend. The analysis results are as follows. 'Materials' and 'service customization' were shown as quality dimensions that influence revisit. In addition, revisiting was found to have an effect on recommendation intention, and it was analyzed that 'materials' and 'service customization' affect not only revisit but also recommendation intention. In addition, 'service customization' was found to be a factor that directly affects the intention to recommend. Based on this, a method of applying the concept of customization to library services and marketing was proposed in an environment where users' needs are diversifying and becoming personalized.

Effects the Satisfaction, Revisit and Intention of Recommendation by the Image of the Local Festival : Focused on The Pork Festival in Jeju (지역축제 이미지가 방문객의 만족도, 재방문 및 추천의사에 미치는 영향 : 제주도세기축제 중심으로)

  • Hyun, Jong-Hyeop;Kim, Kyung-Bum
    • The Journal of the Korea Contents Association
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    • v.16 no.6
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    • pp.493-506
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    • 2016
  • The purpose of this study is to identify the image of the feel of the local festival visitors participated in local festivals, the local festival image Impact on vistor's satisfaction, revisit and intention of recommendation. In addition, empirically how the visitor's satisfaction impact on their revisit and intention of recommendation. Analysis showed that local festival image factor is derived by three factors, such as cognitive image factor, emotional image factor, facility image factor. All three factors ware seen as the important factors affecting the visitor's facilities satisfaction, but only emotional image of the three images was a factor affecting the visitor's operating satisfaction. Above all should be considered cognitive image Among the three images(cognitive images, emotional images, facilities Images) To enhance the visitor's revisit and intention of recommendation. In other words, it is important that the position of local festival be considered. Should try to raise the quality of cognitive images to improve the visitor's satisfaction, revisit and intention of recommendation at the same time.

A Study on the Time-sharing Condominium use Behavior by Demographic Characterristics (인구통계변인에 따른 휴양콘도미니엄 이용행태 연구)

  • Kim, Jong Won;Ban, Seung Ju;Kim, Jae Tae
    • Korea Real Estate Review
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    • v.24 no.1
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    • pp.91-104
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    • 2014
  • This paper studied condo selection attributes that affected satisfaction, recommendation and revisitation, in particular, investigated gender and age differences. Research target is the group who revisited time-sharing condominium within one year. The paper seeks to understand factors that affect and contribute to customer satisfaction and intentions for reuse. This study model was analyzed by the basic statistical analysis, factor analysis, reliability analysis and multiple analysis, using SPSS 18.0 and AMOS 18.0. We found that 5 condo selection attributes that have significant affect on user satisfaction: facility, service, product, accessibility and expense. Furthermore it was evident that user satisfaction has a significant effect on condo recommendation and intentions of reuse. With regard to sex, for male users expense, accessibility and service had a significant effect on their satisfaction level, while for female users, product was most important. User satisfaction both have a significant effect on recommendation and intentions of reuse but for females this was more evident. Regarding the age, for 20~30 age band, service and product factor had a significant effect on user satisfaction in order, whereas, for the age band of over 40s, expense, product and facility factors were important. User satisfaction of both have a significant effect on recommendation and intentions of reuse. In the meantime user satisfaction of 20~30 age band had a bigger positive significant effect on recommendation and intentions of reuse than the age band over 40s.

Analysis on the Difference of Tourist Satisfaction and Intention of Revisiting and Recommendation to the Clusters of the FIT's Life Style - Focused on Chinese Tourists into Visiting Korea (개별여행객의 라이프스타일 유형에 따른 관광만족도, 재방문의도 및 추천의도의 차이 연구 - 방한 중국인 관광객을 중심으로)

  • Ruiyao Li;Tae Hee Lee
    • Korean Journal of Culture and Social Issue
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    • v.21 no.3
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    • pp.535-550
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    • 2015
  • This study looks into different life styles of Chinese FITs and how their life styles might cause differences in tourist satisfation, intention of revisiting and recommendation. Based on the analyses of the life styles of Chinese FITs who visited Korea, the final result concluded 27 questions and 5 causes. In total, 6 hypotheses were accepted through confidence analysis, correlational analysis of variables, life style cluster analysis and analysis of differences between life style clusters. So the study expects to make a positive contribution, providing useful information to create strategies to intrigue more Chinese FITs and develop better tourist product.

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Effects of Reusing and the Recommendation Depending on the Satisfaction Rate of Coffee Shop Service Quality (커피전문점 서비스품질 만족이 재 이용 및 추천의도에 미치는 영향)

  • Kwon, Dong-Keug
    • The Journal of the Korea Contents Association
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    • v.11 no.5
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    • pp.449-465
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    • 2011
  • The purpose was to contribute substantially in terms of marketing strategic planning and implementation of coffee shops. Additionally, the target was set as the favorite coffee shops on the basis of the young people. Through the IPA Matrix, subdividion variable was derived and by using the variables in each quadrant, tested the variables that have significant effect on satisfaction, reuse, and recommendation intentions. The study results showed that there was a significant difference in the importance performance (IPA) difference analysis of coffee shop service quality elements and this proved that empirically, the expectations were different. Additionally, it was evident that there were statistically significant and not statistically significant elements in the relationship between service quality element and the overall satisfaction rate in each elements shown in the IPA. Through this, it was possible to provide the information on what service quality elements to focus and distribute. It was possible to understand that the ultimate goal should be satisfaction since the overall satisfaction positively affects the reuse and intention of recommendation and it was possible to re-confirm the previous studies which stated that overall satisfaction, reuse, and recommendation intentions have a positive influence.

The Satisfaction Factors Affect the Recommendation Intention and Rewatching Intention of Watching Musicals through Online Platforms : Focus on the Moderating Effects of Audience's Degree of Involvement to Musicals (온라인 플랫폼 뮤지컬 관람 방식의 추천 의도 및 재관람 의도에 영향을 미치는 만족 요인 : 뮤지컬 관여도의 조절 효과를 중심으로)

  • Yoon, Hyeong-Yeol
    • Journal of Korea Entertainment Industry Association
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    • v.15 no.8
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    • pp.131-143
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    • 2021
  • In this study, the factors influencing the satisfaction of the online platform musical viewing method were investigated, and the effect of the satisfaction factors on the recommendation intention and rewatching intention of the online platform viewing method for musicals was investigated. In addition, the effect of the survey subjects' degree of involvement to musicals between the satisfaction of the online platform-based musical viewing method and recommendation intention, and rewatching intention was investigated. Satisfaction factors of online platform musicals, which are independent variables, were classified into image quality, convenience, economy, and interactivity, and dependent variables were classified into recommendation intention and rewatching intention of online platform musicals, and moderator variable was set to degree of involvement to musicals, and a total of 20 hypotheses were established. An online survey was conducted on 1,454 audiences who had experience watching musicals through the online platform from August 28 to September 7, 2021, and a total of 1,418 answers were used as valid samples. As a result of the analysis, the factors that make up the satisfaction of online platform musicals appeared in the order of convenience, video quality, economics, and interactivity. It was found that the satisfaction level of watching online platform musicals had a positive effect on the intention to recommend and rewatching online platform musicals in the path of all satisfaction factors. It was found that the moderating effect of the audience's involvement in musicals between online platform musical viewing satisfaction and recommendation intention and rewatching intention had a significant effect only between image quality and recommendation intention. It shows that audiences with high involvement in musicals have intention to recommend only when they are satisfied with the video quality of online platform musicals. Particularly important point is that the convenience factor was found to have the greatest influence on the satisfaction of online platform musical viewing method, but the image quality factor was found to have the greatest influence on the recommendation intention and rewatching intention of online platform musicals.

A Study on Infant Caregivers' Library Use Behavior and Factors Affecting Their Revisit and Intention of Recommending Library Visit to Other People: Focusing on Public Library Services in G-City (영유아 보호자의 도서관 이용행태 및 재이용과 추천의사 영향 요인 연구 - G광역시 공공도서관을 중심으로 -)

  • Shin, Seon-A;Lee, Myounggyu
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.31 no.4
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    • pp.95-119
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    • 2020
  • The study examined the behavior of infant's caregivers using public libraries, measured the level of awareness of infant and toddler services in the library to determine the factors affecting their revisit or recommendation of use to others, and examined the impact of such recognition on the use behavior, revisit and willingness to recommend others. The study surveyed 146 caregivers of infants who use four public libraries in Gwangju Metropolitan City on demographic characteristics, library use behavior, level of awareness of library services, library revisit and recommendation to others. Analysis of this survey shows that the factors that influence the caregivers' revisit of the library or their desire to recommend to others through their caregivers' use of the library are the factors that influence the expansion of information data, the stability of space facilities, the accessibility of space facilities, and the ease of participation in programs among the various service factors provided by the library rather than the personal factors of infants and toddlers' caregivers.

The Effect of Perceive Service Quality of Local Content Production Policy on User Satisfaction, Reuse Intention, and Recommendation Intention (지역콘텐츠 제작지원 사업의 지각된 서비스 품질이 이용 만족, 재이용 의도, 추천 의도에 미치는 영향)

  • Kim, Sehwan
    • 지역과문화
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    • v.8 no.2
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    • pp.1-20
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    • 2021
  • This study analyzed the effect of perceived service quality for the local content production policy on the service user satisfaction, reuse intention, and the recommendation intention. First, reliability, responsiveness, and adequacy were identified as the service quality evaluation criteria of the local content production policy. Second, all of the quality evaluation criteria had a positive effect on the service user satisfaction. Third, responsiveness had a positive effect on reuse intention, and responsiveness and reliability had a positive effect on recommendation intention. Fourth, the service user satisfaction had a positive effect on the reuse intention and recommendation intention. Therefore, this study has the significance of presenting a theoretical model for the service quality evaluation of the local content production policy, and suggesting perspective for the improvement of the policy.

Effects Recognition and Elective Attributes on Satisfaction and Recommendation for Medicinal Foods (약선음식의 인지도와 선택속성이 만족도와 추천의향에 미치는 영향)

  • Lee, Sang-Mi
    • The Journal of the Korea Contents Association
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    • v.13 no.6
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    • pp.459-468
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    • 2013
  • This paper is 1) to find out how they recognize medicinal foods, 2) to analyze what make it select for functional restaurants, then which attributes affect on satisfaction and recommendation, 3) and to suggest distinguished guidelines for attracting core customers continuously. The questionnaires are distributed 200 who had only visited in medicinal restaurants and used for data analysis 181 except 19. The findings are summed up as follows; 1. All three factors which are showed 'health managing & prevention', 'functional foods', and 'cuisine presentation' had significant on satisfaction, recommendation, and revisited intention in medicinal restaurant. Among them, 'health managing & prevention' factor had significant highly. 2. Satisfaction variable had affected strongly on recommendation, and also, recommendation had affected on revisited intention.