AdaptUI: A Framework for the development of Adaptive User Interfaces in Smart Product-Service Systems

IF 3 3区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS
Angela Carrera-Rivera, Felix Larrinaga, Ganix Lasa, Giovanna Martinez-Arellano, Gorka Unamuno
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引用次数: 0

Abstract

Smart Product–Service Systems (S-PSS) represent an innovative business model that integrates intelligent products with advanced digital capabilities and corresponding e-services. The user experience (UX) within an S-PSS is heavily influenced by the customization of services and customer empowerment. However, conventional UX analysis primarily focuses on the design stage and may not adequately respond to the evolving user needs during the usage stage and how to exploit the data surrounding the use of S-PSS. To overcome these limitations, this article introduces a practical framework for developing Adaptive User Interfaces within S-PSS. This framework integrates ontologies and Context-aware recommendation systems, with user interactions serving as the primary data source, facilitating the development of adaptive user interfaces. One of the main contributions of this work lies on the integration of various components to achieve the creation of Adaptive User Interfaces for digital services. A case study of a smart device app is presented, to demonstrate the practical implementation of the framework, with a hands-on development approach, considering technological aspects and utilizing appropriate tools. The results of the evaluation of the recommendation engine show that using a context-aware approach improves the precision of recommendations. Furthermore, pragmatic aspects of UX, such as usefulness and system efficiency, are evaluated with participants with an overall positive impact on the use of the smart device.

Abstract Image

AdaptUI:智能产品服务系统中的自适应用户界面开发框架
智能产品服务系统(S-PSS)是一种创新的商业模式,它将智能产品与先进的数字功能和相应的电子服务集成在一起。S-PSS 的用户体验(UX)在很大程度上受到定制服务和客户授权的影响。然而,传统的用户体验分析主要集中在设计阶段,可能无法充分满足用户在使用阶段不断变化的需求,以及如何利用与 S-PSS 使用相关的数据。为了克服这些局限性,本文介绍了在 S-PSS 中开发自适应用户界面的实用框架。该框架整合了本体论和情境感知推荐系统,以用户互动为主要数据源,促进了自适应用户界面的开发。这项工作的主要贡献之一在于整合各种组件,为数字服务创建自适应用户界面。本文介绍了一个智能设备应用程序的案例研究,以展示该框架的实际实施情况,其中采用了实践开发方法,考虑到了技术方面的问题,并使用了适当的工具。对推荐引擎的评估结果表明,使用情境感知方法可以提高推荐的精确度。此外,用户体验的实用性方面,如实用性和系统效率,也得到了参与者的评价,总体上对智能设备的使用产生了积极影响。
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来源期刊
User Modeling and User-Adapted Interaction
User Modeling and User-Adapted Interaction 工程技术-计算机:控制论
CiteScore
8.90
自引率
8.30%
发文量
35
审稿时长
>12 weeks
期刊介绍: User Modeling and User-Adapted Interaction provides an interdisciplinary forum for the dissemination of novel and significant original research results about interactive computer systems that can adapt themselves to their users, and on the design, use, and evaluation of user models for adaptation. The journal publishes high-quality original papers from, e.g., the following areas: acquisition and formal representation of user models; conceptual models and user stereotypes for personalization; student modeling and adaptive learning; models of groups of users; user model driven personalised information discovery and retrieval; recommender systems; adaptive user interfaces and agents; adaptation for accessibility and inclusion; generic user modeling systems and tools; interoperability of user models; personalization in areas such as; affective computing; ubiquitous and mobile computing; language based interactions; multi-modal interactions; virtual and augmented reality; social media and the Web; human-robot interaction; behaviour change interventions; personalized applications in specific domains; privacy, accountability, and security of information for personalization; responsible adaptation: fairness, accountability, explainability, transparency and control; methods for the design and evaluation of user models and adaptive systems
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