• Title/Summary/Keyword: Recommendation Trust

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A Study on Information Bias Perceived by Users of AI-driven News Recommendation Services: Focusing on the Establishment of Ethical Principles for AI Services (AI 자동 뉴스 추천 서비스 사용자가 인지하는 정보 편향성에 대한 연구: AI 서비스의 윤리 원칙 수립을 중심으로)

  • Minjung Park;Sangmi Chai
    • Knowledge Management Research
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    • v.25 no.3
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    • pp.47-71
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    • 2024
  • AI-driven news recommendation systems are widely used today, providing personalized news consumption experiences. However, there are significant concerns that these systems might increase users' information bias by mainly showing information from limited perspectives. This lack of diverse information access can prevent users from forming well-rounded viewpoints on specific issues, leading to social problems like Filter bubbles or Echo chambers. These issues can deepen social divides and information inequality. This study aims to explore how AI-based news recommendation services affect users' perceived information bias and to create a foundation for ethical principles in AI services. Specifically, the study looks at the impact of ethical principles like accountability, the right to explanation, the right to choose, and privacy protection on users' perceptions of information bias in AI news systems. The findings emphasize the need for AI service providers to strengthen ethical standards to improve service quality and build user trust for long-term use. By identifying which ethical principles should be prioritized in the design and implementation of AI services, this study aims to help develop corporate ethical frameworks, internal policies, and national AI ethics guidelines.

Deep Learning-based Text Summarization Model for Explainable Personalized Movie Recommendation Service (설명 가능한 개인화 영화 추천 서비스를 위한 딥러닝 기반 텍스트 요약 모델)

  • Chen, Biyao;Kang, KyungMo;Kim, JaeKyeong
    • Journal of Information Technology Services
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    • v.21 no.2
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    • pp.109-126
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    • 2022
  • The number and variety of products and services offered by companies have increased dramatically, providing customers with more choices to meet their needs. As a solution to this information overload problem, the provision of tailored services to individuals has become increasingly important, and the personalized recommender systems have been widely studied and used in both academia and industry. Existing recommender systems face important problems in practical applications. The most important problem is that it cannot clearly explain why it recommends these products. In recent years, some researchers have found that the explanation of recommender systems may be very useful. As a result, users are generally increasing conversion rates, satisfaction, and trust in the recommender system if it is explained why those particular items are recommended. Therefore, this study presents a methodology of providing an explanatory function of a recommender system using a review text left by a user. The basic idea is not to use all of the user's reviews, but to provide them in a summarized form using only reviews left by similar users or neighbors involved in recommending the item as an explanation when providing the recommended item to the user. To achieve this research goal, this study aims to provide a product recommendation list using user-based collaborative filtering techniques, combine reviews left by neighboring users with each product to build a model that combines text summary methods among deep learning-based natural language processing methods. Using the IMDb movie database, text reviews of all target user neighbors' movies are collected and summarized to present descriptions of recommended movies. There are several text summary methods, but this study aims to evaluate whether the review summary is well performed by training the Sequence-to-sequence+attention model, which is a representative generation summary method, and the BertSum model, which is an extraction summary model.

The Effect of Beauty Shortform Content Characteristics on Consumer Behavior (뷰티 숏폼 콘텐츠 특성이 소비자행동에 미치는 영향)

  • Ji-Su Yoon;Eun-Jin Yang
    • Journal of the Korean Applied Science and Technology
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    • v.40 no.4
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    • pp.751-760
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    • 2023
  • The purpose of this study was to investigate the impact of the characteristics of beauty short form content on consumer behavior, and to provide academic basic data to beauty and marketing through statistical research related to beauty short form content. A total of 405 effective surveys collected through online surveys of beauty consumers were finally used for statistical analysis. As a result of the analysis, it can be seen that the higher the characteristics of beauty short form content, the higher the purchase intention, recommendation intention, and customer satisfaction. Therefore, it consists of content that can win trust that will appeal to consumers when producing beauty short form content, and it is believed that it will facilitate communication with consumers, facilitate spread in a short period of time, and contribute to sales by inducing positive consumption behavior.

Customers' Utilization and Satisfaction in Oriental Medical Clinics (한의원 환자들의 한방의료 이용 행태 및 만족도 실태)

  • Seo, Young-Joon;Kang, Shin-Hee;Kim, Yeon-Hee;Choi, Dae-Bong;Shin, Hyun-Kyu
    • The Journal of Korean Medicine
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    • v.31 no.2
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    • pp.124-136
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    • 2010
  • Objective:: This study aimed to examine the customers' utilization of and satisfaction with oriental medical clinics in South Korea. Method: The data for this study were collected from 1,208 patients of 391 oriental medical clinics through a mail questionnaire survey from September to December 2008. The collected data were analyzed by the frequency analysis and $X^2$-test. Results: The results of the study were as follows. First, the most important reason that patients used oriental medical services was to get both oriental and western medical services simultaneously, because they thought such approach would be more effective for treating their diseases. Second, two important reasons that patients visited oriental medical clinics were "the reputation of and trust in the oriental medical clinics" and "the recommendation of their family and friends". Third, many patients of the oriental medical clinics have concerns about the "high prices and the outcome of oriental medical services". Fourth, the most preferred oriental medical service was "acupuncture". Fifth, it was found that 75% of the respondents were satisfied with the services they had received. They told that the outcome of the care and the kindness of the clinics' staff were very important factors that have an impact on their satisfaction. Conclusion: The study results imply that oriental medical clinics have to make an effort to strengthen their reputation and trust in the community through the scientific validation of oriental medicine, differentiated services mixed with traditional value, customer relationship management, reasonable and acceptable price of the services, staff education, and continuous quality improvement.

The impact of emotional storytelling on brand attitude- compare to humor advertising (감성적 스토리텔링이 브랜드태도에 미치는 영향 - 유머광고와의 비교-)

  • Rhie, Jin-Hee
    • Journal of Digital Contents Society
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    • v.15 no.1
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    • pp.61-68
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    • 2014
  • In the past, to stimulate customers' rationality were used as a marketing methods but the storytelling marketing is appealing to consumers by showing product or brand value. Storytelling marketing attracts clients favorable attitude. In this research, I tried to figure out how emotional storytelling and humor advertising affects to brand attitude a quality of products according to advertising types, brand image, trust, interest, message, advertising model, intension of purchase and recommendation requisite to impact on brand attitude. As a result emotional storytelling was more effective than the humor advertising method when forming the brand attitude and brand image. Also, among the types of advertisement, emotional storytelling tended to bring a significant difference between men and women. Emotional storytelling advertisement are increasing and being competitive. Therefore, we need notable advertisement. It is a significant research to understand how advertising type affects to consumers.

Exploring Determinants Affecting Mobile Application Use and Recommendation (스마트폰 앱 사용 및 추천의도 영향 요인에 관한 연구 - Utilitarian vs. Hedonic 유형간 차이비교)

  • Lee, Hee Seo;Kwak, Na yeon;Lee, Choong C
    • The Journal of the Korea Contents Association
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    • v.15 no.8
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    • pp.481-494
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    • 2015
  • Recently mobile application providers and telecommunication companies went through a difficult time in a highly competitive mobile and its application market where we've seen a huge trend for diverse mobile applications occurring on smart phone. If there were a time when those of companies need to analyze factors affecting users' intention to download or recommend others applications more than ever, it is now. Based on UTAUT model, this research is to provide them with strategic implications by analyzing those factors according to application types with utilization and hedonic values. As a result, firstly trust and personalization have positive impact on Performance Expectancy and users' intention to use have been significantly affected by Performance Expectancy and Effort Expectancy. Secondly the result of path analysis has a different outcome according to application types with utilization and hedonic values. Therefore it is expected that the research gives practical and strategic implication for application developer, mobile companies and others helping application development, new service launch and marketing implementation.

A Study on the User Experience according to the Method and Detail of Recommendation Agent's Explanation Facilities (추천 에이전트의 설명 방식과 상세도에 따른 사용자 경험 차이에 관한 연구)

  • Kang, Chan-Young;Kim, Hyek;Kang, Hyun-Min
    • The Journal of the Korea Contents Association
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    • v.20 no.8
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    • pp.653-665
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    • 2020
  • As the use of recommended agents has become more active, the "Explain Facilities" is drawing attention as a way to solve the black-box problem that could not explain internal logic to users. This study wants to look at how the description Method and Detail affects to user experience. The Explanation method was divided into 'why the agent did a particular action' and 'why not do a particular action' and the detail condition were divided into 'high or low'. Studies have found that 'why method' have a positive effect on users' transparency, trust, satisfaction, and behavioral intention to use, and 'high detail condition' higher the user' Psychological reactance. In addition, it was found that the explanation methods and detail influenced the 'Explanation' perception through interaction and tended to affect satisfaction and intention to adopt recommendation. This study suggested that careful attention is needed to determine the method and detail of the Explanation facilities in the context of the recommended agent, based on the research findings that it affects the user experience through the interaction of the method and detail.

The Effects of Service Qualities on Customer Satisfaction, Trust, and Behavioral Intention in Smartphone Shopping Malls (스마트폰 쇼핑몰의 서비스품질이 고객만족, 신뢰, 행동의도에 미치는 영향)

  • Yang, Seung-Kwon;Shim, Jae-Hyun
    • The Journal of Industrial Distribution & Business
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    • v.9 no.12
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    • pp.31-43
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    • 2018
  • Purpose - Smartphone shopping malls provide customers with a variety of tangible and intangible services including web sites, web design, use convenience, information for products and shopping and various after services. Accordingly, it is needed to expand and classify service qualities based on the various services provided by smartphone shopping malls, and then analyze path structures of smartphone shopping malls' qualities → customer satisfaction → behavioral intention. The purpose of this study is to categorize the qualities of smartphone shopping mall users based on the e-SERVQUAL by Lee(2002) and the SERVQUAL by Parasuraman et al.(1988, 2005), the smartphone shopping malls' service qualities based on service quality of smartphone shopping malls used in the previous use studies, and the Website quality factors of service industry and to analyze path structure of smartphone shopping mall's qualities → customer satisfaction → behavioral intention on college students in order to confirm the system of smartphone shopping malls' qualities. Research design, data, and methodology - This study's survey was carried out on the college students of university located in northeastern of Seoul. It was from December 7 - 15, 2017, and a total of 240 questionnaires were distributed, with 228 collected. Of them, effective questionnaires used in the final study were a total of 201 except 27 that couldn't be used. In this study, empirical analysis was done with factor analysis, correlation analysis, multiple regression analysis, simple multiple regression analysis and moderating regression analysis by using Statistics Package SPSS18.0. Results - The study results are as follows: First, smartphone shopping malls' qualities were classified into six categories like customer system quality, Web design quality, convenience quality, information-offering quality, service quality, and product quality. Second, it showed that system quality, Web design quality, and information-offering quality had a positive impact on customer satisfaction, respectively. Third, it suggested that quality factors of smartphone shopping mall users had a positive impact on customer satisfaction in the order of quality, information-offering quality, system quality and Web design quality. Finally, it showed that customer service quality, product quality, and convenience quality did not have a positive impact on customer satisfaction. In addition, it said that customer satisfaction of smartphone shopping mall users had a positive impact on behavioral intention and thereby, the higher the customer satisfaction was, the higher the relations between reuse intention and recommendation intention were. Meanwhile, moderating regression analysis showed that trust did not have moderating effect in the relations between customer satisfaction and behavioral intention. The above study revealed that smartphone shopping malls' qualities were classified into six categories and it was possible to generalize after empirical analysis was made in the path structure. Conclusions - Smartphone shopping mall users consider usefulness of obtaining shopping information and quality on quick and abundant shopping information more important than access environment of smartphone shopping malls and kind services of smartphone shopping mall managers. Thereby, smartphone shopping mall marketers need to take service qualities like system quality and information-offering quality into more consideration.

The Effects of Internet Fashion Shopping Celebrity Advertising Model on Consumers' WOM (인터넷 패션 쇼핑 몰의 연예인 광고 모델이 소비자의 구전 행동(WOM)에 미치는 영향)

  • Noh, You-Na;Lee, Scung-Hee
    • The Research Journal of the Costume Culture
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    • v.14 no.5
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    • pp.850-863
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    • 2006
  • The purpose of this study was to investigate if star marketing of on-line shopping malls affects consumers' WOM effect, and to compare the differences of consumption behavior between female teenagers and college students. Two hundred five female teenagers and college students who had purchased fashion goods through internet shopping mall participated in this study. For data analysis, descriptive statistics, factor analysis, t-test, and multiple regression were used. As the results, first, recognition of celebrity advertising models was classified into three factors such as 'trust of product', 'attractiveness of product' and 'leading interest of product' factors. Second, the greater exposure to celebrity models, the greater the good feelings about them, showing respondents' positive consumption behavior. Third, results of multiple regression revealed that behavior of pursuing celebrities' style accounted for 37% of the explained variance WOM behavior. Finally, t-test revealed that female college students were affected more by celebrity style and bought fashion items than female teenagers. However, female teenagers conducted more WOM behavior than college students. Based on these results, on-line fashion marketers would use these data for more their efficient fashion marketing strategies.

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Surgical Management of Complex Spinal Cord Lipomas : A New Perspective

  • Pang, Dachling
    • Journal of Korean Neurosurgical Society
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    • v.63 no.3
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    • pp.279-313
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    • 2020
  • This review summarises the classification, anatomy and embryogenesis of complex spinal cord lipomas, and describes in some detail the new technique of total lipoma resection and radical reconstruction of the affected neural placode. Its specific mission is to tackle two main issues surrounding the management of complex dysraphic lipomas : whether total resection confers better long term benefits than partial resection, and whether total resection does better than conservative treatment, i.e., no surgery, for asymptomatic lipomas. Accordingly, the 24 years progression-free survival data of the author and colleagues' series of over 350 cases of total resection are compared with historical data from multiple series (including our own) of partial resection, and total resection data specifically for asymptomatic lesions are compared with the two known series of non-surgical treatment of equivalent patients. These comparisons amply support the author's recommendation of total resection for most complex lipomas, with or without symptoms. The notable exception is the asymptomatic chaotic lipoma, whose peculiar anatomical relationship with the neural tissue defies even our aggressive surgical approach, and consequently projects worse results (admittedly of small number of cases) than for the other two lipoma subtypes of dorsal and transitional lesions. Prophylactic resection of asymptomatic chaotic lipomas is therefore not currently endorsed.