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A microservice-based architecture for enhancing the user experience in cross-device distributed mashup UIs with multiple forms of interaction

机译:一种基于微服务的架构,用于增强具有多种交互形式的跨设备分布式混搭 UI 中的用户体验

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Mobility and continuous connection entail the emergence of heterogeneous devices with multiple forms of interaction. However, it is challenging for developers and corporations to keep up with the devices and provide applications adapted to them. Besides, better user experiences attuned to users' needs and desires are increasingly in demand. User interfaces play a major role because they must be distributed through different devices and offer a customized experience for each user-device combination. We take advantage of the component-based applications easiness to build customized interfaces that can give optimal solutions to fulfill the requirements for adapting themselves to cross-device applications with multiple forms of interaction. User interaction on mashup interfaces can generate a great deal of data, which can be analyzed for improving the interaction and usefulness of the applications. In our paper, we have created a microservice-based architecture that generates datasets which contain the user behavior for further analysis. Therefore, the user experience and usability in distributed user interfaces may be improved through prediction models generated from the data. Each microservice autonomously fetches its own data and performs consistently so that it can transform datasets optimally by using feature engineering techniques. Thus, data analysis and algorithms can create accurate yet simple prediction models that provide useful knowledge to enhance the user experience. A REST API web service is added to each microservice to facilitate their communication with other microservices and/or third-party clients. The entire microservice architecture, including feature engineering and RESTful API web services for each microservice, offers an infrastructure to handle and process data interaction of cross-devices applications with multiple forms of interaction. This approach has been deployed in a real mashup application where new datasets have been created, processed
机译:移动性和持续连接需要出现具有多种交互形式的异构设备。然而,对于开发人员和公司来说,跟上设备并提供适合它们的应用程序是具有挑战性的。此外,对符合用户需求和愿望的更好的用户体验的需求也越来越大。用户界面起着重要作用,因为它们必须通过不同的设备进行分发,并为每个用户设备组合提供自定义体验。我们利用基于组件的应用程序的易用性来构建定制接口,这些接口可以提供最佳解决方案,以满足通过多种交互形式适应跨设备应用程序的要求。混搭界面上的用户交互可以生成大量数据,可以对这些数据进行分析,以提高应用程序的交互性和实用性。在我们的论文中,我们创建了一个基于微服务的架构,该架构生成包含用户行为的数据集以供进一步分析。因此,分布式用户界面中的用户体验和可用性可以通过从数据生成的预测模型来改善。每个微服务都自主获取自己的数据并始终如一地执行,以便它可以使用特征工程技术以最佳方式转换数据集。因此,数据分析和算法可以创建准确而简单的预测模型,提供有用的知识来增强用户体验。REST API Web 服务将添加到每个微服务,以方便它们与其他微服务和/或第三方客户端的通信。整个微服务架构,包括每个微服务的功能工程和 RESTful API Web 服务,提供了一个基础架构来处理和处理具有多种交互形式的跨设备应用程序的数据交互。这种方法已部署在实际的混搭应用程序中,其中已创建、处理了新的数据集

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