• 제목/요약/키워드: Recommendation Quality

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A Study on the effect of product recommendation system on customer satisfaction: focused on the online shopping mall

  • CHO, Ba-Da;POTLURI, Rajasekhara Mouly;YOUN, Myoung-Kil
    • 산경연구논집
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    • 제11권2호
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    • pp.17-23
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    • 2020
  • Purpose: The purpose of this study is to understand the effect of the unique product recommendation system on customer satisfaction. Research design, data and methodology: The survey method used the self-recording way in which the respondents selected for the study and distributed 300 questionnaires, and with due personal care, researchers collected all the distributed questionnaires. Results: The result implies that the characteristics of the product recommendation system should be more secure and developed. Conclusions: The aspects of the product recommendation system were selected as factors of price fairness, accuracy, and quality through previous studies, and the empirical analysis of the effect of the characteristics of the product recommendation system on customer satisfaction was summarized as follows. Among the attributes of the product recommendation system, the attributes of price fairness, accuracy, and quality affect customer satisfaction. Among them, the beta value of quality was the highest, and the effect of quality was the largest among the three factors. Based on the results of the study, the implications for the characteristics of the product recommendation system are summarized as follows. The aspects of the product recommendation system have a positive effect on customer satisfaction, so it is necessary to fill the needs of consumers based on the survey focused on quality

공공 연구시설 활용 증진의 선행요인에 대한 연구: RFID/USN 종합지원센터의 서비스품질, 이용자만족, 재이용 및 추천의도를 중심으로 (A Study on the Antecedents of Research Facility Public Usage Enhancement: Focusing on Service Quality, User Satisfaction and Reuse/Recommendation Intention in the Case of RFID/USN Support Center)

  • 유석천;정욱;박찬규
    • 한국경영과학회지
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    • 제35권2호
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    • pp.37-51
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    • 2010
  • Understanding the antecedents of high public usage of national R&D facilities is a critical issue for both academics and facility managers. Previous researchrelated to general service management has identified service quality and user satisfaction as important antecedents of reuse and recommendation intention. The current paper reports findings from a survey which looked into the impact of service quality dimensions and user satisfaction on reuse and recommendation intention in the field of R&D facility public usage. Findings indicate that service quality appears to be linked to user satisfaction, and user satisfaction to be linked to reuse and recommendation intention. Findings also indicate that user satisfaction played as a mediator on the relationship between service quality and reuse/recommendation intentions in R&D facility public usage domain.

제품관여 수준에 따라 소셜 정보가 추천 성능에 미치는 영향 (The Effects of Social Information on Recommendation Performance According to the Product Involvement Level)

  • 송희석;주석정;이재훈
    • Journal of Information Technology Applications and Management
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    • 제21권4_spc호
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    • pp.361-379
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    • 2014
  • With the rapid increase of social network usage, there are emerging trends of adopting social information among online users in building recommendation system. This study aims to investigate whether the additional usage of social information can improve recommendation performance in recommendation system and how much the improvement can be different according to the product involvement level. As an experiment result, social information does not affect positively to the recommendation accuracy but affect significantly to the recommendation quality. Also social information contributed more sensitively to the improvement of recommendation quality in high product involvement domain.

호텔 뷔페 레스토랑의 서비스 품질과 고객의 감정반응, 추천의도 및 이탈의도에 관한 연구 (A Study on the Hotel Buffet Restaurant's Service Quality, Emotional Reaction, Recommendation Intention, and Defection Intention of Customer)

  • 이재일
    • 한국식품영양학회지
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    • 제24권4호
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    • pp.670-679
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    • 2011
  • This study investigated the hotel buffet restaurant's service quality, emotional reaction of customer, recommendation intention, and defection intention. The survey was conducted from January 3 to February 7 in 2011, and 400 respondents were used in the data analysis. As a results of this study, the hotel buffet restaurant's service quality was classified by the interaction, outcome, and physical environment quality. The emotional reaction of hotel buffet restaurant's customer was classified by the positive and negative emotion. The all factors of hotel buffet restaurant's service quality had a positive impact on positive emotion, while it had a negative impact on negative emotion. The positive emotion reaction of hotel buffet restaurant's customer had a positive impact on the recommendation intention, while the negative emotion had a negative impact on the recommendation intention. And the negative emotion had a positive impact on the defection intention in hotel buffet restaurants. In addition, there were partially differences in the service quality and emotional reaction by general characteristics. There were significant differences in the recommendation intention by marriage status and monthly income. Therefore, the hotel buffet restaurants have to design a strategy of service for increasing customer's positive emotion and recommendation intention.

품질지표기반 정치 후원금 지원을 위한 국회의원 추천시스템 연구 (Quality Indicator Based Recommendation System of the National Assembly Members for Political Sponsors)

  • 정현우;윤형준;이시은;박솔희;손소영
    • 품질경영학회지
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    • 제49권1호
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    • pp.17-29
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    • 2021
  • Purpose: During 2015-2019, the average amount of political donation to the national assembly members in Korea was 1,000 won per person. Despite its benefits such as receiving tax credits, the donation system has not been actively practiced. This paper aims to promote political donations by suggesting a recommendation system of national assembly members by analysing the bills they proposed. Methods: In this paper, we propose a recommendation system based on two aspects: how similar the newly proposed or ammended bills are to the sponsors' interest (similarity index) and how much effort national assembly members put into those bills (intensity index). More than 25,000 bills were used to measure the recommendation quality index consisted with both the similarity and the intensity indices. Word2vec was used to calculate the similarity index of the bills proposed by the national assembly member to the sponsor's interest. The intensity index is calculated by diving the number of newly proposed or entirely revised bills with the number of senators who took part in those bills. Subsequently, we multiply the similarity index by the intensity index to obtain the recommendation quality index that can assist sponsors to identify potential assembly members for their donation. Results: We apply the proposed recommendation system to personas for illustration. The recommendation system showed an average f1 score about 0.69. The analysis results provide insights in recommendation for donation. Conclusion: n this study, the recommendation system was proposed to promote a political donation for national assembly members by creating the recommendation quality index based on the similarity and the intensity indices. We expect that the system presented in this paper will lower user barriers to political information, thereby boosting political sponsorship and increasing political participation.

Effect of the quality of gochujang on purchasing and recommendation intentions

  • Han, A Reum;Jo, A Ra;Jang, Dong Heon
    • 농업과학연구
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    • 제44권2호
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    • pp.283-295
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    • 2017
  • This study analyzed the effect of the intrinsic and extrinsic attributes of gochujang, Korean red chili paste, on purchasing intention and recommendation intention for consumption. Survey participants were female, married, aged 30 - 39 years, and highly educated with graduation from a university. Most participants purchased gochujang 1 - 2 times per year, most commonly at a shopping mall, and acquired information on the gochujang product from an advertisement or sponsored TV shows. For the factor analysis, five variables for intrinsic quality were considered: namely, healthiness, economics, convenience, diversity, and sense, whereas three variables were considered for extrinsic quality: trust, external appearance, and image. The factor analysis also confirmed the correlation between the validity and the reliability of the purchasing and recommendation intentions. The effect of intrinsic quality of gochujang on purchasing and recommendation intentions was tested through a multiple regression analysis. The purchase intention was most significantly affected by healthiness, cost, and convenience. On the other hand, the recommendation intention was most significantly affected by the diversity and, to a lesser degree, by the healthiness of the product. Among the extrinsic qualities, trust of consumers and the product appearance had a significant effect on purchasing intention. Recommendation intention was significantly affected by the appearance. And trust significantly influenced the recommendation. Therefore, a concrete and systematic marketing approach considering these factors.

Applying Consistency-Based Trust Definition to Collaborative Filtering

  • Kim, Hyoung-Do
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제3권4호
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    • pp.366-375
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    • 2009
  • In collaborative filtering, many neighbors are needed to improve the quality and stability of the recommendation. The quality may not be good mainly due to the high similarity between two users not guaranteeing the same preference for products considered for recommendation. This paper proposes a consistency definition, rather than similarity, based on information entropy between two users to improve the recommendation. This kind of consistency between two users is then employed as a trust metric in collaborative filtering methods that select neighbors based on the metric. Empirical studies show that such collaborative filtering reduces the number of neighbors required to make the recommendation quality stable. Recommendation quality is also significantly improved.

패밀리 레스토랑의 소비자-브랜드 관계의 질이 재방문의도 및 추천의도에 미치는 영향: 마산지역 대학생을 대상으로 (Effect of the Consumer-Brand Relationship Quality on the Revisit Intent and Recommendation Intent in the Family Restaurant in Masan, Korea)

  • 김현아
    • 한국식생활문화학회지
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    • 제21권4호
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    • pp.396-405
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    • 2006
  • The purpose of this study was to analyze the effect of the consumer-brand relationship quality on revisit intent and recommendation intent in the family restaurant. The questionnaires were distributed to 320 students in the K University located in Masan, who were sampled by convenience-sampling method. The surveys were conducted from November,10 to 24,2005. The 287 questionnaires were responded, and 15 unusable questionnaires were excluded, then 272 were used for the final analysis(response rate: 85.0%). The result of this study showed that 3 constructs(self-connective attachment, satisfaction and intimacy) of consumer-brand relationship quality have significant effects on the revisit intent(p<.01) and 2 constructs(satisfaction and intimacy) of consumer-brand relationship quality had significant positive effects on the recommendation intent in the family restaurant(p<.01) It meant that as consumer-brand relationship quality became stronger, the customer's revisit intent and recommendation intent became greater. As a conclusion, the foodservice manager in the family restaurant should focus on the marketing strategy to strengthen the quality of consumer-brand relationship especially emphasizing on satisfaction and intimacy in order to increase the revisit intent and recommendation intent of customers.

백화점의 점포 개성과 서비스 품질이 재방문의도와 추천의도에 미치는 영향 (Effect of Store Personality and Service Quality on Department Store Revisiting Intention and Recommendation Intention)

  • 이지연
    • 한국의상디자인학회지
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    • 제14권4호
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    • pp.43-61
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    • 2012
  • This research aims to examine the impact of store personality and service quality on the customers' intention of revisiting the department store and their intention of recommendation to others. The participants were women in their 20s to 50s with experiences of purchasing apparel from major department stores. A total of 324 survey responses were used for the final analysis. The data were analyzed using factors analysis, reliability analysis, and multiple regression analysis with PASW 18.0. The results were as follows. First, the department store personality was composed of 3 factors; prestige, passion, sincerity. Service quality factors were defined as tangibility, responsiveness, and empathy. Second, the three dimensions of brand personality-prestige, passion and sincerity turned out to be influential factors affecting the customers' revisiting intention and recommendation intention. Also, tangibility and responsiveness of service quality factors had a significant influence on their revisiting intention, whereas tangibility, responsiveness and empathy factors had a significant influence on their recommendation intention. Third, the sub-dimensions of store personality and service quality had a different influence on the customers' revisiting intention and recommendation intention according to the department store brand.

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농촌민박 서비스품질이 고객만족과 추천의도에 미치는 영향 (The Effect of Service Quality of Rural Stay on Customer Satisfaction and Recommendation Intention)

  • 장동헌
    • 농촌계획
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    • 제24권1호
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    • pp.89-97
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    • 2018
  • Recently, interest in rural tourism for urban dwellers has increased, and rural communities are chosen as tourist destinations. Under these circumstances, the study was designed to analyze the effects of the quality of service at rural stay sites on customer satisfaction and recommendation intention. The analysis method analyzes the demographic characteristics of the survey participants and characteristics of participation in rural stay. And the quality of service for the experience of rural stay was analyzed with SERVQUAL'S five-dimensional type, reliability, assurance, responsiveness, empathy, tangible and customer satisfaction, intent of recommendation and regression. Major analysis shows that the survey subjects were found to have an average age of 41.8 years, 49 to 59 years old, and a high degree of university graduation. And as characteristic of participation, the form of company was family and relatives, the form of family meeting was many summer, the reservation was Internet, and payment by cash and card were many. As a result of the hypothesis testing, reliability, assurance, responsiveness, and empathy among the quality of service of rural stay were affected in customer satisfaction. In addition, the quality of service and the intent to recommend it were statistically significant, reliability, assurance and empathy. Therefore, it is deemed necessary to make efforts to improve service quality as the quality of service at rural stay places has relevance to customer satisfaction and recommendation intention.