• 제목/요약/키워드: user modeling

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Using topic modeling-based network visualization and generative AI in online discussions, how learners' perception of usability affects their reflection on feedback

  • Mingyeong JANG;Hyeonwoo LEE
    • Educational Technology International
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    • 제25권1호
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    • pp.1-25
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    • 2024
  • This study aims to analyze the impact of learners' usability perceptions of topic modeling-based visual feedback and generative AI interpretation on reflection levels in online discussions. To achieve this, we asked 17 students in the Department of Korean language education to conduct an online discussion. Text data generated from online discussions were analyzed using LDA topic modeling to extract five clusters of related words, or topics. These topics were then visualized in a network format, and interpretive feedback was constructed through generative AI. The feedback was presented on a website and rated highly for usability, with learners valuing its information usefulness. Furthermore, an analysis using the non-parametric Mann-Whitney U test based on levels of usability perception revealed that the group with higher perceived usability demonstrated higher levels of reflection. This suggests that well-designed and user-friendly visual feedback can significantly promote deeper reflection and engagement in online discussions. The integration of topic modeling and generative AI can enhance visual feedback in online discussions, reinforcing the efficacy of such feedback in learning. The research highlights the educational significance of these design strategies and clears a path for innovation.

빅데이터 분석을 활용한 사용자 경험 평가 방법론 탐색 : 아마존 에코에 대한 온라인 리뷰 분석을 중심으로 (Exploration of User Experience Research Method with Big Data Analysis : Focusing on the Online Review Analysis of Echo)

  • 황해정;심혜린;최준호
    • 한국콘텐츠학회논문지
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    • 제16권8호
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    • pp.517-528
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    • 2016
  • 이 연구는 이미 실생활에서 사용되고 있으나 이에 대한 실증적 사용자 경험 조사가 부족한 사물인터넷 기반 제품에 대한 새로운 사용자 경험 방법론을 탐색해보고자 진행되었다. 지금까지의 사용자 경험에 대한 연구가 주로 설문이나 관찰 방법 등을 통해 이루어져 온 것과 달리 본 연구에서는 사물인터넷 기반 제품 중 지능형 에이전트인 아마존 에코(Echo)를 대상으로 사용자들의 온라인 리뷰를 분석하는 빅데이터 분석 기법을 활용하여 사용자 경험을 살펴보았다. 토픽 모델링 분석 결과, 에코의 기능, 음성 인터랙션, 지속적인 기능 개선과 관련된 사용 경험 요인들이 도출되었다. 또한 회귀분석결과 지속적인 기능 개선이 만족도에 가장 큰 영향을 미치는 것으로 나타났다. 연구의 의의는 사용자 경험을 제고할 수 있는 지능형 사물인터넷 제품 연구방법으로서 빅데이터 분석방법론 활용 가능성을 제시한 점이다.

사용자 인지기능을 매개로 스마트폰 애플리케이션의 사용자환경 디자인이 애플리케이션 이용성과에 미치는 영향 (Smartphone Application's User Interface Design, User's Cognitive Functions, and Work Performance)

  • 정원진;임형록
    • 한국정보시스템학회지:정보시스템연구
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    • 제23권3호
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    • pp.1-23
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    • 2014
  • Nowadays, smartphones have become a portable multimedia computer because of a variety of useful applications in our daily lives, which can be downloaded and installed easily in smartphones. Despite of the fact that, however in the IS literature there has been little research on smartphone applications' user interface design. Specifically, there has been little understanding about smartphone users' cognitive functions as a mediating variable in the relationship between the user interface design of smartphone applications and users' work performance with the applications. Thus, the research aims of this study are to examine 1) the effects of the user interface design attributes including simplicity, consistency, and metaphor on the compliance with or the extension of users' mental models representing users' cognitive functions, and 2) the effects of the users' cognitive functions on their work performance with the applications. A survey was conducted and Structural Equation Modeling(SEM) was employed to analyze the data. The results of this study showed that two of the user interface design attributes, simplicity and consistency, strongly affected users' cognitive functions. In addition, users' cognitive functions significantly influenced users' work performance. However, there was no relationship between the metaphors in the user interfaces of smartphone applications and the compliance with users' mental model. This study contributed theoretically not only to explore users' mental models that are rarely investigated in the IS field, but also to add some findings related to users' cognitive functions to the IS literature. This study also can help practitioners to develop more user friendly user interfaces of smartphone applications by suggesting the design attributes, such as simplicity, consistency, and metaphor.

Developing User Persona Based on the Factors of Visitor Recreation Activities in Hongneung Experimental Forest

  • Jang, Youn-Sun;Yoo, Rhee-Hwa;Lee, Jeong-Hee
    • 인간식물환경학회지
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    • 제22권5호
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    • pp.525-539
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    • 2019
  • Much research has been conducted on user behavior by taking surveys and interviews to plan the green space effectively. However, there is a limitation in understanding detailed user characteristics such as personalities and values. This study applied the Persona-based Scenario Method (PSM) to Hongneung Experimental Forest to understand the detailed needs and behaviors of the users in the forest recreation area. The PSM is a user experience modeling technique, which tries to understand the users by describing the type of users as real people. This study 1) extracts the factors of visitor recreation activities in Hongneung Experimental Forest based on the results of the survey, 2) develops user personas based on the results of survey and comes up with activity factors, and 3) designs user scenarios. As a result of applying the PSM, 64 factors of visitor activities were derived from the observation survey in 14 sites of Hongneung Experimental Forest and 25 key factors of visitor activities were chosen through observer's brainstorming. Second, three types of personas were developed considering the key factors and the results of user characteristics with quantitative and qualitative analysis. Lastly, context scenarios were designed by applying the key factors of visitor recreation activities to the persona model. We identified the design problems of the space and design requirements through the scenarios. This study has significance in that it takes an approach from the user perspective and was applied to the forest recreation area, which was mainly used in product design. The developed personas could be used for deriving design elements and setting the direction for planning considering detailed needs, behaviors and characteristics of users.

Development of 3-D viewer for indoor location tracking system using wireless sensor network

  • Yang, Chi-Shian;Chung, Wan-Young
    • 센서학회지
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    • 제16권2호
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    • pp.110-114
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    • 2007
  • In this paper we present 3-D Navigation View, a three-dimensional visualization of indoor environment which serves as an intuitive and unified user interface for our developed indoor location tracking system via Virtual Reality Modeling Language (VRML) in web environment. The extracted user's spatial information from indoor location tracking system was further processed to facilitate the location indication in virtual 3-D indoor environment based on his location in physical world. External Authoring Interface (EAI) provided by VRML enables the integration of interactive 3-D graphics into web and direct communication with the encapsulated Java applet to update position and viewpoint of user periodically in 3-D indoor environment. As any web browser with VRML viewer plug-in is able to run the platform independent 3-D Navigation View, specialized and expensive hardware or software can be disregarded.

틸팅 차량용 시뮬레이터 적용을 위한 통제 및 가상현실 영상 시스템 개발 (Development of a Control and Virtual Realty Visual System for the Tilting Train Simulator)

  • 송용수;한성호;김정석
    • 한국철도학회논문집
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    • 제8권4호
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    • pp.330-336
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    • 2005
  • This paper presents a development of the control and the virtual reality visual system for a tilting train simulator. The user of the tilting train simulator is able to set up the environmental and operating conditions through the user interface provided by the control system. In the control system, an arbitrary track which has user-defined curve radius, length and direction can be generated. The virtual reality visual system provides an artificial environment that is composed of several facilities such as station, platform, track, bridge, tunnel and signaling system. In order to maximize the reality, all of the 3D modeling were based on the real photographs taken in the Jungang line. A dome screen with 1600mm diameter was used to maximize the view angle. The hemispherical screen can ensure the view angle of the 170 degrees of vertical direction and 135 degrees of lateral direction.

The Empirical Study on the Success Factors of IT Adoption in Korea Service Industry

  • Kim, Jin-Soo;Ka, Hoe-Gneung;Hwang, In-Ho
    • Journal of Information Technology Applications and Management
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    • 제17권3호
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    • pp.71-82
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    • 2010
  • This study is to present effective ways of IT adoption as a new growth engine for vitalizing service industry. The paper identifies key success factors of IT adoption and analyzes empirically its' impact on user satisfaction. Additional analysis of control effect by company sizes is conducted. For data sampling, among 1590 companies in IT systems, equipment, and software, 1570 companies participated and total 2,000 questionnaires were collected. In order to analyze main effect analysis and control effect, Structural Equation Modeling method was applied. The result show that there are significant effect between key success factors and user satisfaction. Based on the result, the paper suggests effective way of IT adoption according to company sizes.

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이용자 연령별 지불의사 수준에 따른 북한산 산악철도 경제성 변화 연구 (Study on the change in Economic Efficiency for Developing Mountain Railway Based on User's Willingness to Pay by Age)

  • 이종성;엄진기;문대섭;이희성
    • 한국철도학회:학술대회논문집
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    • 한국철도학회 2010년도 춘계학술대회 논문집
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    • pp.1310-1319
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    • 2010
  • This paper has shown that Linear Induction Motor(LIM) and Rack and pinion type are efficient in selecting railway routes and systems after considering time, geo-spatial characteristics and the floating population by benchmarking domestic and overseas mountain trains. The benefit-cost analysis through the use of modeling on user's willingness to pay is conducted as a means that provides access to tourism resources. this paper concludes that the benefit-cost varies in response to changes in the amount of user's willingness to pay by age. It is expected that this paper serves as a reference data in the introduction stage of the mountain train project implemented by central or local governments with tourism resources in mountainous areas as the mountain train has turned out to be economically efficient while various potential benefits that have not been included in the benefit-cost analysis need to be quantified and remain to be studied further.

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UML을 이용한 ZigBee Application Model 개발에 관한 연구 (A Study on ZigBee Application Model Development Using UML)

  • 정승모;유주형;이정한;임동진
    • 전기학회논문지
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    • 제58권12호
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    • pp.2492-2497
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    • 2009
  • In this paper, a user application based on ZigBee is developed using UML. Conventional development procedure for an application using ZigBee stack requires a tremendous effort, since a developer has to study programming interfaces and analyze sample code to modify and add necessary code. In this study, a sample user application based on ZigBee is modeled using UML and embedded software code is generated using an automatic code generation tool. If the application development method using UML proposed in this paper is used, it is possible for a user to easily develop an application using powerful notations of UML diagrams without paying attention to the details of complex programming code.

도서관 CRM 시스템의 효율적 추진에 관한 연구 (A Study on the Efficent Propulsion of Customer Relationship Management System for Library)

  • 유양근
    • 한국도서관정보학회지
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    • 제35권3호
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    • pp.251-270
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    • 2004
  • 본 논문에서는 이용자중심의 정보서비스를 제공하는 도서관경영과 사서와 이용자간의 관계를 통해 고객 만족도를 높이는 정보서비스 방안을 제시하기 위하여 CRM을 수행하였다. 또한 도서관 고객의 요구사항의 특성과 일반적인 CRM 시스템의 설계를 고찰하고, 도서관에서의 CRM 시스템에 대한 개념적 모델링 설계와 데이터사전, 이벤트 클레스를 작성하여 도서관 CRM 구축 방안을 제시하였다.

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