• 제목/요약/키워드: User Review

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User Review Mining: An Approach for Software Requirements Evolution

  • Lee, Jee Young
    • International journal of advanced smart convergence
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    • 제9권4호
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    • pp.124-131
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    • 2020
  • As users of internet-based software applications increase, functional and non-functional problems for software applications are quickly exposed to user reviews. These user reviews are an important source of information for software improvement. User review mining has become an important topic of intelligent software engineering. This study proposes a user review mining method for software improvement. User review data collected by crawling on the app review page is analyzed to check user satisfaction. It analyzes the sentiment of positive and negative that users feel with a machine learning method. And it analyzes user requirement issues through topic analysis based on structural topic modeling. The user review mining process proposed in this study conducted a case study with the a non-face-to-face video conferencing app. Software improvement through user review mining contributes to the user lock-in effect and extending the life cycle of the software. The results of this study will contribute to providing insight on improvement not only for developers, but also for service operators and marketing.

Cost-Benefit based User Review Selection Method

  • Neung-Hoe Kim;Man-Soo Hwang
    • International journal of advanced smart convergence
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    • 제12권4호
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    • pp.177-181
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    • 2023
  • User reviews posted in the application market show high relevance with the satisfaction of application users and its significance has been proven from numerous studies. User reviews are also crucial data as they are essential for improving applications after its release. However, as infinite amounts of user reviews are posted per day, application developers are unable to examine every user review and address them. Simply addressing the reviews in a chronological order will not be enough for an adequate user satisfaction given the limited resources of the developers. As such, the following research suggests a systematical method of analyzing user reviews with a cost-benefit analysis, in which the benefit of each user review is quantified based on the number of positive/negative words and the cost of each user review is quantified by using function point, a technique that measures software size.

Use Case Elicitation Method Using "When" Sentences from User Reviews

  • Kim, Neung-Hoe;Hong, Chan-Ki
    • International journal of advanced smart convergence
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    • 제9권4호
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    • pp.198-202
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    • 2020
  • User review sites are spaces where users can freely post and share their opinions, which are trusted by many people and directly influence sales. In addition, they overcome the limitations arising from existing requirements collection and are able to gather the needs of large numbers of different people at a low cost. Therefore, such sites are attracting attention as new spaces for understanding user needs. In a previous study, a user review analysis was attempted using 5W and 1H, and we inferred that a sentence containing "when" has special information based on the user experience. In addition, the requirements of the derivative activities in a user review can identify more user needs than the general requirements of derivative activities. In this paper, we propose a systematic method of deriving "when" sentences contain meaningful information from user reviews and converting them into use cases, which is one of the requirements of a specification method. This method converts unstructured data into structured data such that it can be included as the user requirements during software development from user comments expressed in natural language. This method will reduce project failures and increase the likelihood of success by enabling an efficient collection and analysis of user needs from valuable user reviews.

중·저소득 국가의 건강보장제도에서 이용자 부담 도입과 효과: Realist Review 방법을 활용한 탐색적 연구 (The User Fee Introduction and Its Effect in the Health System of Low and Middle Income Countries: An Exploratory Study Using Realist Review Method)

  • 손경복;김창엽
    • 보건행정학회지
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    • 제25권3호
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    • pp.207-220
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    • 2015
  • Background: The purpose of this exploratory study is to explain where, when and how the introduction of user fee system works in low and middle income countries using context, mechanism, and outcome configuration. Methods: Considering advanced research in realist review approach, we made a review process including those following 4 steps. They are identifying the review question, initial theory and mechanism, searching and selecting primary studies, and extracting, analyzing, and synthesizing relevant data. Results: User fee had a detrimental effect on medical utilization in low and middle income countries. Also previous and current interventions and community participation were critical context in user fee system. Those contexts were associated with intervention initiation and recognition and coping strategies. Such contexts and mechanisms were critical explanatory factors in medical utilization. Conclusion: User fee is a series of interventions that are fragile and dynamic. So the introduction of user fee system needs a comprehensive understanding of previous and new intervention, policy infrastructure, and other factors that can influence on medical utilization.

온라인 리뷰 수용에 영향을 미치는 요인 : 온라인 리뷰 품질과 동의성을 중심으로 (Determinants of Online Review Adoption : Focusing on Online Review Quality and Consensus)

  • 허성혜;류성렬;전수현
    • Journal of Information Technology Applications and Management
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    • 제16권4호
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    • pp.41-58
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    • 2009
  • This research investigated how people are influenced to adopt online review. We applied the Elaboration Likelihood Model (ELM) and the Technology Acceptance Model (TAM) to this study. Our research model highlights the assessment of online review usefulness as a mediator from online review quality to online review adoption. This research predicted online review consensus has a role to bulid up online reviw usefulness. This study also includes vividness and perceived similarity as determinants of online review quality. Survey data reflect user's perceptions of actual online review they read. Results support most of research hypotheses except hypothesis related to moderating effect of user involvement. This research offers a model for understanding online review user's acceptance. Additional theoretical and practical implications are also discussed in the paper.

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슈퍼앱 리뷰 토픽모델링을 통한 서비스 강화 방안 연구 (Research on Service Enhancement Approach based on Super App Review Data using Topic Modeling)

  • 유제원;송지훈
    • 한국산업융합학회 논문집
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    • 제27권2_2호
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    • pp.343-356
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    • 2024
  • Super app is an application that provides a variety of services in a unified interface within a single platform. With the acceleration of digital transformation, super apps are becoming more prevalent. This study aims to suggest service enhancement measures by analyzing the user review data before and after the transition to a super app. To this end, user review data from a payment-based super app(Shinhan Play) were collected and studied via topic modeling. Moreover, a matrix for assessing the importance and usefulness of topics is introduced, which relies on the eigenvector centrality of the inter-topic network obtained through topic modeling and the number of review recommendations. This allowed us to identify and categorize topics with high utility and impact. Prior to the transition, the factors contributing to user satisfaction included 'payment service,' 'additional service,' and 'improvement.' Following the transition, user satisfaction was associated with 'payment service' and 'integrated UX.' Conversely, dissatisfaction factors before the transition encompassed issues related to 'signup/installation,' 'payment error/response,' 'security authentication,' and 'security error.' Following the transition, user dissatisfaction arose from concerns regarding 'update/error response' and 'UX/UI.' The research results are expected to be used as a basis for establishing strategies to strengthen service competitiveness by making super app services more user-oriented.

Product Recommendation System based on User Purchase Priority

  • Bang, Jinsuk;Hwang, Doyeun;Jung, Hoekyung
    • Journal of information and communication convergence engineering
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    • 제18권1호
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    • pp.55-60
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    • 2020
  • As personalized customer services create a society that emphasizes the personality of an individual, the number of product reviews and quantity of user data generated by users on the internet in mobile shopping apps and sites are increasing. Such product review data are classified as unstructured data. Unstructured data have the potential to be transformed into information that companies and users can employ, using appropriate processing and analyses. However, existing systems do not reflect the detailed information they collect, such as user characteristics, purchase preference, or purchase priority while analyzing review data. Thus, it is challenging to provide customized recommendations for various users. Therefore, in this study, we have developed a product recommendation system that takes into account the user's priority, which they select, when searching for and purchasing a product. The recommendation system then displays the results to the user by processing and analyzing their preferences. Since the user's preference is considered, the user can obtain results that are more relevant.

어플리케이션 마켓에서 카노 모델을 이용한 사용자 리뷰 선별 방법 (User Review Selection Method using Kano Model in Application Market)

  • 김능회
    • 산업융합연구
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    • 제18권2호
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    • pp.95-100
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    • 2020
  • 소비자를 파악하기 위해 활용되고 있는 사용자 중심 데이터 중 사용자 리뷰 데이터는 다량으로 상세하게 소비자의 의견을 파악할 수 있다는 장점으로 인해 주목받고 있으며 많은 소비자들이 사용자 리뷰에 의존하고 신뢰하고 있다. 많은 어플리케이션 개발사들은 중요성을 인지하고 사용자 리뷰를 관찰 및 대응하고 있지만 체계적인 방법의 부재로 고객의 만족과 관계없이 시간과 비용을 투자하고 있다. 따라서, 본 논문에서는 주어진 시간과 비용에서 고객의 만족을 최대화 시킬 수 있도록 고객 만족과 서비스 품질을 다루는 카노 모델을 이용하여 어플리케이션 마켓에서 사용자 리뷰들을 선별하는 체계적인 방법을 제안하였다. 본 방법은 어플리케이션 마켓에서 사용자 리뷰들을 수집하고 요구사항을 도출하는 사용자 리뷰 수집 및 요구사항 도출 단계, 도출된 요구사항에 카노 모델을 적용하고 품질 유형으로 선별하는 카노 모델 적용 및 선별 단계, 그리고 관련자들이 모여 내부적인 측면에서 요구사항 검토 및 재정의하는 이해관계자들과 검토 및 재정의 단계로 구성되었다.

Research and Design of Functional Requirements of Shared Electric Bicycle App Based on User Experience

  • Xiangqin Zhao;Bin Wang
    • Journal of Information Processing Systems
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    • 제19권2호
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    • pp.219-231
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    • 2023
  • Intelligent applications are crucial for increasing the popularity of shared urban electric bicycles (EBs). Building an application platform architectural system that can satisfy independent user operations is critical for increasing the intelligent usage of shared EBs. Consequently, we collected online reviews of shared EB applications, conducted semantic processing and sentiment analysis, and refined the positive and negative review data for each function. The positive and negative review indices of each function were calculated using the formulae for positive and negative review indices of product functions, thereby determining the functions that need to be improved. Each function of the Shared EB application was improved according to its business process. The main contributions of this study are to build a user requirement architecture system for the Shared EB application with five dimensions and 22 functions using the Delphi method to design the user interface (UI) of this application based on user satisfaction evaluation results; to create a high-fidelity dynamic interaction prototype and compare user satisfaction before and after improving the Shared EB application functions. The testing results indicate that the changes in the UI significantly improve the user experience satisfaction of the urban Shared EB application, with the positive experience index increasing by 69.21% and the negative experience index decreasing by 75.85% overall. This information can be directly used by relevant companies to improve the functions of the Shared EB application.

A Review of Cross-Cultural Design to Improve User Engagement for Learning Management System

  • Farhan Hanis Muhmad Asri;Dalbir Singh;Zulkefli Mansor;Helmi Norman
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제18권2호
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    • pp.397-419
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    • 2024
  • Online learning has become a widespread practice for students and teachers in acquiring and delivering knowledge. Education platforms have become prominent in the 21st century with the evolution of technology and the accessibility to online learning. As a result, various learning management systems (LMSs) have been introduced to facilitate online interaction between users. For instance, communication between students and teachers at school. However, there is a need to emphasise user engagement in LMS to enhance the online learning experience amongst students since the design of LMS affects user engagement. This study utilised a systematic literature review (SLR) that examined 74 articles published between 2014 and 2023, focusing on cross-cultural design (CCD), user-centred design (UCD), and usability in LMS design. This study aimed to review CCD and its association with UCD, user interfaces (UI), and user experience (UX) in the context of LMS. CCD has been introduced as an approach to design that embraces different cultures, languages, and social contexts, while UCD plays a significant role in defining user engagement for LMS. All elements in CCD and UCD help create a better user experience for LMS. Besides, this study reviewed the usability of selected LMS to give insights to developers in creating a positive user engagement. An insight into cultural factors that influence the usability of LMS has revealed their value for LMS design, such as the UI/UX elements. Initially, this study may guide future researchers in improving education quality by emphasising CCD and LMS usability, which can enhance user engagement.